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	<updated>2026-04-23T05:04:46Z</updated>
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	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560776</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560776"/>
		<updated>2016-10-21T10:07:02Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis|340x340px]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px|left]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature|390x390px]]The optimal grid size for DOS computations was determined to be 16x16x16 (Fig. 6), it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature|390x390px]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
|390x390px]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
Table 1. Data from the computed free energies at different temperatures&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
[[File:jtl1416x16x16_DOS.png|thumb|Figure 6. 16x16x16 density of states|390x390px]]&lt;br /&gt;
Table 2. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 4. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560775</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560775"/>
		<updated>2016-10-21T10:05:59Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis|390x390px]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px|left]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16 (Fig. 6), it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature|390x390px]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature|390x390px]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
|390x390px]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
Table 1. Data from the computed free energies at different temperatures&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
[[File:jtl1416x16x16_DOS.png|thumb|Figure 6. 16x16x16 density of states|390x390px]]&lt;br /&gt;
Table 2. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 4. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560773</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560773"/>
		<updated>2016-10-21T10:03:22Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Additional Information */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16 (Fig. 6), it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
Table 1. Data from the computed free energies at different temperatures&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
[[File:jtl1416x16x16_DOS.png|thumb|Figure 6. 16x16x16 density of states]]&lt;br /&gt;
Table 2. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 4. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560772</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560772"/>
		<updated>2016-10-21T10:02:16Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Additional Information */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16 (Fig. 6), it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
Table 1. Data from the computed free energies at different temperatures&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
[[File:jtl1416x16x16_DOS.png|thumb|Figure 6. 16x16x16 density of states]]&lt;br /&gt;
Table 1. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 2. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560770</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560770"/>
		<updated>2016-10-21T10:01:23Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Additional Information */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
Table 1. Data from the computed free energies at different temperatures&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
Table 1. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 2. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;br /&gt;
[[File:jtl1416x16x16_DOS.png|thumb|Figure 6. 16x16x16 density of states]]&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560763</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560763"/>
		<updated>2016-10-21T09:59:14Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
Table 1. Data from the computed free energies at different temperatures:&lt;br /&gt;
Table 1. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}[[File:Jtl1416x16x16_DOS.png|thumb|center|Figure 6. 16x16x16 Density of states]]&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 2. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560761</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560761"/>
		<updated>2016-10-21T09:58:16Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
[[File:Jtl1416x16x16_DOS.png|thumb|center|Figure 6. 16x16x16 Density of states]]Table 1. Data from the computed free energies at different temperatures:&lt;br /&gt;
Table 1. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 2. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560754</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560754"/>
		<updated>2016-10-21T09:49:37Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Additional Information */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
&lt;br /&gt;
Table 1. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}[[File:Jtl1416x16x16_DOS.png|thumb|center|Figure 6. 16x16x16 Density of states]]Table 1. Data from the computed free energies at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 2. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560750</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560750"/>
		<updated>2016-10-21T09:48:06Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* The Free Energy and Thermal Expansion of MgO */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
&lt;br /&gt;
Table 1. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 1. Data from the computed free energies at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 2. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;br /&gt;
&amp;lt;centre&amp;gt;[[File:Jtl1416x16x16_DOS.png|thumb|Figure 6. 16x16x16 Density of states]]&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=File:Jtl1416x16x16_DOS.png&amp;diff=560745</id>
		<title>File:Jtl1416x16x16 DOS.png</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=File:Jtl1416x16x16_DOS.png&amp;diff=560745"/>
		<updated>2016-10-21T09:46:31Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: 16x16x16 density of states&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;16x16x16 density of states&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560743</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560743"/>
		<updated>2016-10-21T09:44:33Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Conclusion */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO, 2825 °C&amp;lt;ref&amp;gt;Haynes, W.M. (ed.) CRC Handbook of Chemistry and Physics. 91st ed. Boca Raton, FL: CRC Press Inc., 2010-2011, p. 4-74&amp;lt;/ref&amp;gt;/3098.15 K , the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;br /&gt;
&lt;br /&gt;
== Additional Information ==&lt;br /&gt;
&lt;br /&gt;
Table 1. Table showing the convergence of energy as grid size increases&lt;br /&gt;
{|&lt;br /&gt;
  |Grid size&lt;br /&gt;
  |Helmholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |2&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9266&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |4&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |8&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |16&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9281&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |32&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 1. Data from the computed free energies at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 2. Data from the calculated lattice constants at different temperatures:&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
  |Temperature / K&lt;br /&gt;
  |α/α_o &lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.008473&lt;br /&gt;
  |600&lt;br /&gt;
  |1.018802&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.009433&lt;br /&gt;
  |700&lt;br /&gt;
  |1.021684&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.011244&lt;br /&gt;
  |800&lt;br /&gt;
  |1.024696&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.013518&lt;br /&gt;
  |900&lt;br /&gt;
  |1.027818&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.016066&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.031052&lt;br /&gt;
 |}&lt;br /&gt;
&lt;br /&gt;
Table 3. Data of cell volume and temperature from molecular dynamic calculations&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature /K&lt;br /&gt;
  |V/Vo&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |V/Vo&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |1.00046&lt;br /&gt;
  |550&lt;br /&gt;
  |1.013306&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |150&lt;br /&gt;
  |1.001086&lt;br /&gt;
  |650&lt;br /&gt;
  |1.016016&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |1.002291&lt;br /&gt;
  |700&lt;br /&gt;
  |1.018172&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |250&lt;br /&gt;
  |1.003908&lt;br /&gt;
  |750&lt;br /&gt;
  |1.018399&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |1.006161&lt;br /&gt;
  |800&lt;br /&gt;
  |1.022175&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |350&lt;br /&gt;
  |1.007372&lt;br /&gt;
  |850&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |1.008313&lt;br /&gt;
  |900&lt;br /&gt;
  |1.024081&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |450&lt;br /&gt;
  |1.010385&lt;br /&gt;
  |950&lt;br /&gt;
  |1.023244&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |1.012382&lt;br /&gt;
  |1000&lt;br /&gt;
  |1.027974&lt;br /&gt;
 |}&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560723</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560723"/>
		<updated>2016-10-21T09:31:16Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Conclusion */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.== ==Additional Information&lt;br /&gt;
&lt;br /&gt;
{|&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
  |Temperature / K &lt;br /&gt;
  |Hemholtz / eV&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |100&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9024&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |600&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.0493&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |200&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9094&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |700&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1071&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |300&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9265&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |800&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.1719&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |400&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9586&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |900&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.243&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 &lt;br /&gt;
 |-&lt;br /&gt;
  |500&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-40.9994&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
  |1000&lt;br /&gt;
  |&amp;lt;nowiki&amp;gt;-41.3198&amp;lt;/nowiki&amp;gt;&lt;br /&gt;
 |}&lt;br /&gt;
Table showing data from the computed free energies at different temperatures&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
Table of data of volume and temperature for molecular dynamics calculations&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560708</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560708"/>
		<updated>2016-10-21T09:11:44Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Conclusion */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.== ==&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560546</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560546"/>
		<updated>2016-10-21T06:16:32Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Conclusion */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
The free energy was successfully minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560545</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560545"/>
		<updated>2016-10-21T06:14:45Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Conclusion */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed.&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (1.0-1.4) x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;at 273-300 K&amp;lt;ref name=&amp;quot;:0&amp;quot;&amp;gt;&amp;lt;nowiki&amp;gt;http://www.toplent.com/SrTiO3.htm&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot;&amp;gt;H. Y. Li, &#039;&#039;Processing Effects of the Evolution of the Microstructure and Preferred Orientation of Hydrothermal Perovskite Thin Films, &#039;&#039;ProQuest, 2007, p.56,  ISBN: 0549563237, 9780549563235&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;N. J. Simon, &#039;&#039;Cryogenic Properties of Inorganic Insulation Materials for Iter Magnets: a Review, &#039;&#039;1994, p.79 http://www.iaea.org/inis/collection/NCLCollectionStore/_Public/35/058/35058184.pdf&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;Y. Fei, &#039;&#039;Thermal Expansion, &#039;&#039;American Geophysical Union, p. 31, http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/ref&amp;gt;&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;https://www.researchgate.net/profile/Robert_Reeber/publication/235924864_Thermal_Expansion_and_Molar_Volume_of_MgO_Periclase_From_5_to_2900K/links/55e87cc308ae65b6389982e7.pdf&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;&#039;&#039;&#039;;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (2.0-2.8) x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which is fairly close to the literature values&amp;lt;ref name=&amp;quot;:0&amp;quot; /&amp;gt;&amp;lt;ref name=&amp;quot;:1&amp;quot; /&amp;gt; . This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
It was found the free energy could be minimised by running calculations at higher temperatures. At high temperatures, the entropic contribution in the thermodynamic equation 2 outweighs the increase in internal energy from the increased temperature.&lt;br /&gt;
&lt;br /&gt;
The molecular dynamics calculations predicted the thermal expansion coefficient of MgO more accurately in the temperature range 0 K to 1000 K, however as the thermal expansion coefficient is a function of temperature&amp;lt;ref&amp;gt;O. L. Anderson and K. Zhou, J. Phys. Chem. Data&#039;&#039;, Thermodynami Functions and Properties of MgO at High Compression and High Temperature, &#039;&#039;Vol. 19, No.1, 1990 https://www.nist.gov/sites/default/files/documents/srd/jpcrd375.pdf&amp;lt;/ref&amp;gt;, an extrapolation of the molecular dynamics plot would only yield a straight line; implying constant rate of expansion.&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560538</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560538"/>
		<updated>2016-10-21T05:36:24Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Results */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y = 1x 10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1 x10&amp;lt;sup&amp;gt;-5 &amp;lt;/sup&amp;gt;T + 1] was differentiated to [2 x10&amp;lt;sup&amp;gt;-8 &amp;lt;/sup&amp;gt;T + 1 x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at T=300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;citation;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560537</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560537"/>
		<updated>2016-10-21T05:33:35Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.99 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.42 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial [y=1x10&amp;lt;sup&amp;gt;-8&amp;lt;/sup&amp;gt;x&amp;lt;sup&amp;gt;2&amp;lt;/sup&amp;gt; + 1x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;x + 1]was differentiated to [2x10&amp;lt;sup&amp;gt;-8&amp;lt;/sup&amp;gt;x + 1x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt;] at 300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;citation;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560535</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560535"/>
		<updated>2016-10-21T05:28:18Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Results */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth enough curve, and though larger grids are able to compute accurately (to the nearest 0.1 eV) they take longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature graph (Fig. 5), the fitted second-degree polynomial was differentiated at 300 K and with the use of Equation 3&#039;&#039;&#039;, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;citation;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics (Fig. 5). It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560531</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560531"/>
		<updated>2016-10-21T05:15:13Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Results */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, it provides a reasonable value for the free energy as it converges. Also, smaller grid sizes did not provide a smooth curve, whereas larger grids took longer to compute. A 16x16x16 grid size would also be suitable for GULP calculations on similar structures to MgO (eg. CaO). However, structures which are much larger than MgO (eg. Zeolites) would not require as large a grid, as they have a larger lattice parameter and thus a smaller reciprocal space needed to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprocal space, and requires more k-points for adequate convergence. &lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Figure 3. Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature (Fig. 3) and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised.This is because, as the temperature is increased, the entropy of the system also increases, and with Equation 2, the Helmholtz free energy is minimised. Unfortunately, as the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, and it cannot be accurately modelled within the quasi-harmonic approximation.[[File:jtl14lattice_constant_vs_temperature.png|thumb|Figure 4. Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Figure 5. Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&amp;lt;/ref&amp;gt;. &lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560529</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560529"/>
		<updated>2016-10-21T05:04:55Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Method */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Figure 1. MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled (Fig. 1)&#039;&#039;&#039;.&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve (Fig 2). The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Figure 2. Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
The relationship between the density of states and the dispersion curve can be seen in Figure 2. The peaks from the DOS plotted for a single k-point align with the high symmetry point L from the dispersion curve.  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account&amp;lt;ref&amp;gt;&#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&amp;lt;/ref&amp;gt;. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560527</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560527"/>
		<updated>2016-10-21T04:58:09Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \   (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560526</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560526"/>
		<updated>2016-10-21T04:57:52Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \ \ \ \ \ \ \ \ \ \ \ \    (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ \ \ \ \ \ \(2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ \ \ \ \ \ \(3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560525</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560525"/>
		<updated>2016-10-21T04:57:36Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \ \ \ \ \ \ \ \ \ \ \ \    (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ \ \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560524</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560524"/>
		<updated>2016-10-21T04:57:19Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \ \ \ \ \ \ \ \ \ \ \ \    (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560523</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560523"/>
		<updated>2016-10-21T04:57:05Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ \ \ \\ \ \\ \ \\ \ \    (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560522</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560522"/>
		<updated>2016-10-21T04:56:40Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \                       (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560521</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560521"/>
		<updated>2016-10-21T04:56:25Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560520</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560520"/>
		<updated>2016-10-21T04:55:56Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ &amp;lt;right&amp;gt;(1)&amp;lt;/right&amp;gt;&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560519</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560519"/>
		<updated>2016-10-21T04:55:15Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ &amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &lt;br /&gt;
&amp;lt;right&amp;gt;&amp;lt;math&amp;gt;(1)&amp;lt;/math&amp;gt;&amp;lt;/right&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560518</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560518"/>
		<updated>2016-10-21T04:54:53Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ &amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;  &amp;lt;right&amp;gt;&amp;lt;math&amp;gt;(1)&amp;lt;/math&amp;gt;&amp;lt;/right&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560516</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560516"/>
		<updated>2016-10-21T04:54:03Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. From equation 1.&#039;&#039;&#039;, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known equation below&#039;&#039;&#039; &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (2)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (3)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560514</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560514"/>
		<updated>2016-10-21T04:51:57Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* The Free Energy and Thermal Expansion of MgO */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. Using &#039;&#039;&#039;equation 1, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small. &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560513</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560513"/>
		<updated>2016-10-21T04:51:11Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. Using &#039;&#039;&#039;equation 1, &#039;&#039;&#039;it can be seen that if a crystal has a large lattice constant,&amp;lt;math&amp;gt;{a}&amp;lt;/math&amp;gt; , then its value in reciprocal space &amp;lt;math&amp;gt; {a^*} &amp;lt;/math&amp;gt; will be small &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560512</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560512"/>
		<updated>2016-10-21T04:49:07Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. Using &#039;&#039;&#039;equation 1&#039;&#039;&#039; &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{{a}}   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560511</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560511"/>
		<updated>2016-10-21T04:48:11Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. Using &#039;&#039;&#039;equation 1&#039;&#039;&#039; &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt; {a^*} = \frac{\mathrm{2\pi}}{\mathrm{a}}   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560510</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560510"/>
		<updated>2016-10-21T04:46:48Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Through the operating system RedHat Linux, DLVisualize can graphically model MgO and the behaviour of MgO can be studied when it is heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations with the aid of a modelling code GULP.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;.&lt;br /&gt;
&lt;br /&gt;
Reciprocal space is the Fourier transform of direct space. For a crystal in reciprocal space, energy can be plotted as a function of k; as a crystal can be repeated infinitely, there will an infinite number of vibrational modes and thus an infinite amount of k-points. Using &#039;&#039;&#039;equation 1&#039;&#039;&#039; &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;\mathbf{a*} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO &#039;&#039;&#039;lit&#039;&#039;&#039;, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560476</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560476"/>
		<updated>2016-10-21T03:26:30Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* The Free Energy and Thermal Expansion of MgO */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a = b = c = 2.9894 Å, α = β = γ = 60°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 2, V&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;; and molecular dynamic calculations are run on a supercell: a = b = c= 8.4238 Å,  α = β = γ = 90°, N&amp;lt;sub&amp;gt;p &amp;lt;/sub&amp;gt;= 64, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt; = 597.76 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt; &lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560459</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560459"/>
		<updated>2016-10-21T03:10:00Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
It is ideal to run calculations on MgO as it is a simple face-centred cubic crystal. Quasi-harmonic approximation calculations are run on its primitive cell: a=b=c=2.10597 Å, α=β=γ=60°, N&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt;=2, V&amp;lt;sub&amp;gt;p&amp;lt;/sub&amp;gt;=37.36 Å&amp;lt;sup&amp;gt;3&amp;lt;/sup&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;.&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560446</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560446"/>
		<updated>2016-10-21T02:57:10Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased as a function of &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt;&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560444</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560444"/>
		<updated>2016-10-21T02:55:50Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molecular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
The Helmholtz free energies that are calculated show numerically the density of states. The well known &#039;&#039;&#039;equation (1) &#039;&#039;&#039;shows that the free energy can be minimised when temperatures is increased, with a temperature increase is also an increase in entropy.&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;A = U - TS   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The quasi-harmonic approximation is used as the equilibrium bond length remains constant in a diatomic molecule with an exactly harmonic potential; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560436</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560436"/>
		<updated>2016-10-21T02:42:49Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;/math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;/math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;/math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560434</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560434"/>
		<updated>2016-10-21T02:42:28Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
* &amp;lt;math&amp;gt;\alpha&amp;lt;\math&amp;gt; is the thermal expansion coefficient&lt;br /&gt;
* &amp;lt;math&amp;gt;V&amp;lt;\math&amp;gt; is the cell volume per unit formula&lt;br /&gt;
* &amp;lt;math&amp;gt;T&amp;lt;\math&amp;gt; is the temperature in kelvin&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560429</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560429"/>
		<updated>2016-10-21T02:39:24Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560428</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560428"/>
		<updated>2016-10-21T02:39:01Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient, α, can be determined using the equation below:  &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
&amp;lt;left&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560424</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560424"/>
		<updated>2016-10-21T02:37:30Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient can be determined using the equation below:  &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)_P   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560422</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560422"/>
		<updated>2016-10-21T02:37:16Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient can be determined using the equation below:  &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \left(\frac{\mathrm{\partial V}}{\mathrm{\partial}T}\right)   \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560420</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560420"/>
		<updated>2016-10-21T02:35:54Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient can be determined using the equation below:  &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \mathrm(\frac{\mathrm{\partial V}}{\mathrm{\partial}T})  \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560419</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560419"/>
		<updated>2016-10-21T02:35:46Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient can be determined using the equation below:  &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} {\mathrm(\frac{\mathrm{\partial V}}{\mathrm{\partial}T})  \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560418</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560418"/>
		<updated>2016-10-21T02:35:22Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient can be determined using the equation below:  &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} (\frac{\mathrm{\partial V}}{\mathrm{\partial}T})  \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
	<entry>
		<id>https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560417</id>
		<title>Rep:Comp:jtl14y3t1</title>
		<link rel="alternate" type="text/html" href="https://chemwiki.ch.ic.ac.uk/index.php?title=Rep:Comp:jtl14y3t1&amp;diff=560417"/>
		<updated>2016-10-21T02:35:06Z</updated>

		<summary type="html">&lt;p&gt;Jtl14: /* Introduction */&lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;&lt;br /&gt;
= The Free Energy and Thermal Expansion of MgO =&lt;br /&gt;
&lt;br /&gt;
== Introduction ==&lt;br /&gt;
Using DLVisualize installed on the Chemistry department&#039;s computers, MgO can be graphically modelled allowing the behaviour of MgO to be studied when heated. MgO&#039;s free energy and thermal expansion coefficient can be calculated through both quasi-harmonic approximation and molcular dynamics calculations.&lt;br /&gt;
&lt;br /&gt;
In a diatomic molecule with an exactly harmonic potential the equilibrium bond length remains constant; however the quasi-harmonic approximation can be applied to materials in their solid state and takes into account that the lattice constant can increase from fluctuations in bond lengths(due to increased internal energy) in the structure; the harmonic approximation can then be applied to the larger lattice constant values, giving more accurate calculations. &lt;br /&gt;
&lt;br /&gt;
Thermal expansion arises from an larger vibrations along harmonic oscillator due to the increased internal energy in the system, and thus the lattice constant and the equilibrium bond length increases, hence an expansion in 3 dimensions occurs. The thermal expansion coefficient can be determined using the equation below:  &lt;br /&gt;
&amp;lt;center&amp;gt;&amp;lt;math&amp;gt;{\alpha} = \frac{\mathrm{1}}{\mathrm{V}_0} \frac({\mathrm{\partial V}}{\mathrm{\partial}T})  \ \ (1)&amp;lt;/math&amp;gt;&amp;lt;/center&amp;gt;&lt;br /&gt;
&lt;br /&gt;
== Method ==&lt;br /&gt;
[[File: Loading_MgO.png|thumb|Fig a) MgO visualised by DLVis]]DLVisualize was launched from RedHat Linux, and MgO was graphically modelled &#039;&#039;&#039;(fig. a).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The internal energy per unit cell of MgO crystal was determined using a single point calculation, where the force field between Mg(+2e) and O (-2e) can be represented through a Buckingham potential. An output file from the GULP execution provides a break down of the total energy.&lt;br /&gt;
&lt;br /&gt;
The phonon modes were computed for 50 points along the conventional path in k-space and graphed as a dispersion curve &#039;&#039;&#039;(Fig b)&#039;&#039;&#039;. The phonon mode at around 117 was animated &#039;&#039;&#039;(Fig C?)&#039;&#039;&#039; to aid in the understanding of plotting the density of states graph.&lt;br /&gt;
&lt;br /&gt;
Initially the DOS (density of states) was calculated for a single point in k-space (1x1x1) which consisted of four peaks, the grid size was then increased so that more k-points could be sampled and a smooth curve for the DOS could be graphed &#039;&#039;&#039;(Fig D).&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The suitable k-space grid was determined by increasing the grid size of the k-points, and identifying where the free energy converges at an appropriate value. The free energy of MgO was computed with respect to the quasi-harmonic approximation, for increasing grid sizes at 300 K and 0 GPa starting from an initial 1x1x1 up to a 32x32x32 grid, whereby the free energy converges. &lt;br /&gt;
&lt;br /&gt;
With the grid size suitable at 16x16x16, the free energy was minimised and lattice constant was calculated for every 100 K between 0 K and 1000 K by optimising the structure of MgO at these temperatures.  &lt;br /&gt;
&lt;br /&gt;
MgO with 32 Mg-O units was loaded into DLVis and molecular dynamic simulations were ran.The number of particles in the simulation and the external pressure were kept constant. The molecular dynamic simulation was used to determine a final equilibrium volume for several different temperatures.  &lt;br /&gt;
&lt;br /&gt;
== Results ==&lt;br /&gt;
[[File:Jtl14Disp_vs_DOS.png|thumb|Density of states (left) aligned with phonon dispersion (right)|390x390px]]&lt;br /&gt;
&lt;br /&gt;
&#039;&#039;&#039;Q5&#039;&#039;&#039; The peaks from the DOS plotted for a single k-point aligns with the high symmetry point L.&#039;&#039;&#039;(Fig )&#039;&#039;&#039;  &lt;br /&gt;
&lt;br /&gt;
Q3) Show that Helmholts free energy converges (and every other property as more K points are sampled) &#039;&#039;&#039;excel&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
The optimal grid size for DOS computations was determined to be 16x16x16, as smaller grid sizes did not provide a smooth curve, and larger grids took longer to compute. &lt;br /&gt;
&lt;br /&gt;
Running GULP calculations on similar structures to MgO (eg. CaO) would indicate that it would also be appropriate to use a similar sized grid.  Structures which are much larger than MgO (eg. Zeolites) would require a smaller grid size, as they have a larger lattice parameter and thus a smaller reciprical space to be sampled. On the other hand a metal (eg. Lithium) has a much large reciprical space, and requires more k-points for adequate convergence.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14helmholtz_vs_temperature.png|thumb|Graph of free energy against temperature]]&lt;br /&gt;
The free energy was plotted against temperature &#039;&#039;&#039;(FIG)&#039;&#039;&#039; and it can be seen that when the temperature is increased the Helmholtz free energy can be minimised, &#039;&#039;&#039;(refer to equation in intro &#039;A=U-TS&#039;) &#039;&#039;&#039;this becomes more prominent at higher temperatures.&lt;br /&gt;
&lt;br /&gt;
As the temperature nears the melting point of MgO, the phonon modes poorly represent the actual motions of the ions as the solid structure of the lattice behaves less like a solid and more like a liquid, where it cannot be modelled by the quasi-harmonic appoximation&lt;br /&gt;
[[File:jtl14lattice_constant_vs_temperature.png|thumb|Graph of lattice constant against temperature]]&lt;br /&gt;
The lattice constant was also plotted against temperature to examine how the volume of the cell changes with respect to temperature. The graph was fitted with a second-degree polynomial and shows that the volume per unit cell increases with increasing temperature at a relatively constant rate,  &lt;br /&gt;
&lt;br /&gt;
&#039;&#039;Q8)?? check vs energy stated on page one of wiki larger grid should give calc accurate to smaller increments&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
Using &#039;&#039;&#039;equation (thermal expansion coefficient) &#039;&#039;&#039;the thermal expansion coefficient can be calculated. &lt;br /&gt;
&lt;br /&gt;
The thermal &#039;&#039;volume&#039;&#039; expansion coefficient of MgO was calculated with the aid of a volume/temperature &#039;&#039;&#039;graph&#039;&#039;&#039;, the fitted second-degree polynomial was differentiated at 300 K and with the use of &#039;&#039;&#039;equation, &#039;&#039;&#039;was found&#039;&#039;&#039; &#039;&#039;&#039;to be 1.6x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt; at 300 K. Literature values were often reported as thermal &#039;&#039;linear &#039;&#039;expansion which ranged from (9-12)x10&amp;lt;sup&amp;gt;-6&amp;lt;/sup&amp;gt;  K&amp;lt;sup&amp;gt;-1 &amp;lt;/sup&amp;gt;&#039;&#039;&#039;LIT;&#039;&#039;&#039;which is equivalent to a thermal &#039;&#039;volume &#039;&#039;coefficient of (1.8-2.4)x10&amp;lt;sup&amp;gt;-5  &amp;lt;/sup&amp;gt;K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, around double the calculated value.&lt;br /&gt;
&lt;br /&gt;
[[File:jtl14MD_LD.png|thumb|Graph of normalised cell volume against temperature. LD = quasi-harmonic approximation,&lt;br /&gt;
MD = molecular dynamics&lt;br /&gt;
]]&lt;br /&gt;
A graph of normalised cell volume per formula unit vs temperature was plotted for both the quasi-harmonic approximation and the molecular dynamics &#039;&#039;&#039;(FIG)&#039;&#039;&#039;. It can be seen that points from the quasi-harmonic approximation follow closely a second-degree polynomial, whereas the molecular dynamics plot follows a linear trend. Molecular dynamics gives the thermal volume expansion coefficient of MgO to be 3x10&amp;lt;sup&amp;gt;-5&amp;lt;/sup&amp;gt; K&amp;lt;sup&amp;gt;-1&amp;lt;/sup&amp;gt;, which matches the literature values very well. This is because MD can simulate random motion and allows for the system to develop and equilibriate following Newton&#039;s equations of motions.&lt;br /&gt;
&lt;br /&gt;
As the temperature increases, the difference between the predicted thermal expansion coefficients reduces and the value computed within quasi-harmonic approximation tends to that predicted by molecular dynamics. As the quasi-harmonic approximation is fitted with a second-degree polynomial, a higher temperature will also lead to a higher predicted thermal expansion coefficient which becomes more accurate as anharmonic effects are taken into account. &#039;&#039;&#039;&amp;lt;nowiki&amp;gt;http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.382.8250&amp;amp;rep=rep1&amp;amp;type=pdf#page=33&amp;lt;/nowiki&amp;gt;&#039;&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
== Conclusion ==&lt;br /&gt;
For this limited temperature range the MD prediction is accurate, however as the thermal expansion coefficient is a function of temperature, temperatures above 1000K are unlikely to follow the trend shown. accuracy is not very high kpoints&lt;/div&gt;</summary>
		<author><name>Jtl14</name></author>
	</entry>
</feed>