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	<entry>
		<id>http://www.sklogwiki.org/SklogWiki/index.php?title=Reverse_Monte_Carlo&amp;diff=2497</id>
		<title>Reverse Monte Carlo</title>
		<link rel="alternate" type="text/html" href="http://www.sklogwiki.org/SklogWiki/index.php?title=Reverse_Monte_Carlo&amp;diff=2497"/>
		<updated>2007-05-30T16:12:02Z</updated>

		<summary type="html">&lt;p&gt;161.111.20.5: &lt;/p&gt;
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&lt;div&gt;&#039;&#039;&#039;Reverse Monte Carlo&#039;&#039;&#039; (RMC) [1-4] is a variation of the standard [[Metropolis Monte Carlo]] method. It is used to produce a 3 dimensional atomic model that fits a set of measurements (Neutron-, X-ray-diffraction, EXAFS etc.).&lt;br /&gt;
In addition to measured data a number of constraints based on prior knowledge of the system (like chemical bonds etc.) can be applied. Some examples are:&lt;br /&gt;
&lt;br /&gt;
*Closest approach between atoms (hard sphere potential)&lt;br /&gt;
*Coordination numbers.&lt;br /&gt;
*Angles in triplets of atoms.&lt;br /&gt;
&lt;br /&gt;
The 3 dimensional structure that is produced by RMC is not unique, it is a model consistent with the data and constraints provided.&lt;br /&gt;
&lt;br /&gt;
The algorithm for RMC can be written:&lt;br /&gt;
&lt;br /&gt;
#Start with a configuration of atoms with periodic boundary conditions. This can be a random or a crystalline configuration from a different simulation or model.&lt;br /&gt;
#Calculate the total [[radial distribution function]] &amp;lt;math&amp;gt;g_o^C(r)&amp;lt;/math&amp;gt; for this old configuration (&#039;&#039;C&#039;&#039;=Calculated, &#039;&#039;o&#039;&#039;=Old).&lt;br /&gt;
#Transform to the total [[Structure factor | structure factor]]:&lt;br /&gt;
#:&amp;lt;math&amp;gt;S_o^C (Q)-1=\frac{4\pi\rho}{Q}\int\limits_{0}^{\infty} r(g_o^C(r)-1)\sin(Qr)\, dr&amp;lt;/math&amp;gt; &lt;br /&gt;
#:where &#039;&#039;Q&#039;&#039; is the momentum transfer and &amp;lt;math&amp;gt;\rho&amp;lt;/math&amp;gt; the number density.&lt;br /&gt;
#Calculate the difference between the measured structure factor &amp;lt;math&amp;gt;S^E(Q)&amp;lt;/math&amp;gt; (&#039;&#039;E&#039;&#039;=Experimental) and the one calculated from the configuration &amp;lt;math&amp;gt;S_o^C(Q)&amp;lt;/math&amp;gt;:&lt;br /&gt;
#:&amp;lt;math&amp;gt;\chi_o^2=\sum_i(S_o^C(Q_i)-S^E(Q_i))^2/\sigma(Q_i)^2&amp;lt;/math&amp;gt; &lt;br /&gt;
#:this sum is taken over all experimental points &amp;lt;math&amp;gt;\sigma&amp;lt;/math&amp;gt; is the experimental error.&lt;br /&gt;
#Select and move one atom at random and calculate the new (&#039;&#039;n&#039;&#039;=New) distribution function, structure factor and:&lt;br /&gt;
#:&amp;lt;math&amp;gt;\chi_n^2=\sum_i(S_n^C(Q_i)-S^E(Q_i))^2/\sigma(Q_i)^2&amp;lt;/math&amp;gt;&lt;br /&gt;
#If &amp;lt;math&amp;gt;\chi_n^2&amp;lt;\chi_o^2&amp;lt;/math&amp;gt; accept the move and let the new configuration become the old. If &amp;lt;math&amp;gt;\chi_n^2 \geq \chi_o^2&amp;lt;/math&amp;gt; then the move is accepted with probability &amp;lt;math&amp;gt;\exp(-(\chi_n^2-\chi_0^2)/2)&amp;lt;/math&amp;gt; otherwise it is rejected.&lt;br /&gt;
#repeat from step 5.&lt;br /&gt;
When &amp;lt;math&amp;gt;\chi^2&amp;lt;/math&amp;gt; have reached an equilibrium the configuration is saved and can be analysed.&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
&lt;br /&gt;
== References ==&lt;br /&gt;
#[http://dx.doi.org/10.1080/08927028808080958 R. L. McGreevy and L. Pusztai, &amp;quot;Reverse Monte Carlo Simulation: A New Technique for the Determination of Disordered Structures&amp;quot;, Molecular  Simulation, &#039;&#039;&#039;1&#039;&#039;&#039; pp. 359-367 (1988)]&lt;br /&gt;
#[http://dx.doi.org/10.1088/0953-8984/13/46/201 R. L. McGreevy, &amp;quot;Reverse Monte Carlo modelling&amp;quot;, Journal of Physics: Condensed Matter &#039;&#039;&#039;13&#039;&#039;&#039; pp. R877-R913 (2001)]&lt;br /&gt;
#[http://dx.doi.org/10.1016/S1359-0286(03)00015-9   R. L. McGreevy and P. Zetterström, &amp;quot;To RMC or not to RMC? The use of reverse Monte Carlo modelling&amp;quot;, Current Opinion in Solid State and Materials Science. &#039;&#039;&#039;7&#039;&#039;&#039; pp. 41-47 (2003)]&lt;br /&gt;
#[http://dx.doi.org/10.1088/0953-8984/17/5/001  G. Evrard, L. Pusztai, &amp;quot;Reverse Monte Carlo modelling of the structure of disordered materials with RMC++: a new implementation of the algorithm in C++&amp;quot;, Journal of Physics: Condensed Matter &#039;&#039;&#039;17&#039;&#039;&#039; pp. S1-S13 (2005)]&lt;br /&gt;
&lt;br /&gt;
[[Category:Monte Carlo]]&lt;/div&gt;</summary>
		<author><name>161.111.20.5</name></author>
	</entry>
	<entry>
		<id>http://www.sklogwiki.org/SklogWiki/index.php?title=Conferences&amp;diff=2189</id>
		<title>Conferences</title>
		<link rel="alternate" type="text/html" href="http://www.sklogwiki.org/SklogWiki/index.php?title=Conferences&amp;diff=2189"/>
		<updated>2007-05-22T13:56:23Z</updated>

		<summary type="html">&lt;p&gt;161.111.20.5: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Note: to make this page more useful, the conferences should be in &#039;&#039;&#039;chronological order&#039;&#039;&#039;, with the forthcoming conference at the &#039;&#039;&#039;top&#039;&#039;&#039; of the list.  &lt;br /&gt;
===2007===&lt;br /&gt;
*[http://www-thphys.physics.ox.ac.uk/users/JuliaYeomans/OxfordWorkshop/home.php Mesoscale Modelling for Complex Fluids and Flows] June 25--27, 2007 University of Oxford, UK.&lt;br /&gt;
*[http://www.ecns2007.org 4th European Conference on Neutron Scattering] Lund, Sweden 25-29 June 2007&lt;br /&gt;
*[http://www.realitygrid.org/CompSci07 Computational Science 2007] 25-26 June 2007  The Royal Society, London&lt;br /&gt;
*[https://www.cecam.fr/index.php?content=activities/workshop New directions in liquid state theory] CECAM workshop, 2 - 4 July, 2007 at ENS, Lyon, France.&lt;br /&gt;
*[http://www.cecam.fr/index.php?content=activities/workshop&amp;amp;action=details&amp;amp;wid=157 Fluid phase behaviour and critical phenomena from liquid state theories and simulations] July 05 2007 to July 07 2007 CECAM workshop, Lyon, France.&lt;br /&gt;
*[http://www.statphys23.org/ STATPHYS 23] Genova, Italy, from July 9 to 13, 2007.&lt;br /&gt;
*[http://www.iupac2007.org/ 41st IUPAC World Chemistry Conference] Turin, Italy, August 5-11th&lt;br /&gt;
*[http://www.srcf.ucam.org/~jae1001/ccp5_2007 CCP5 Annual Conference] 29th-31st August 2007 New Hall, Cambridge, UK&lt;br /&gt;
*[http://ccp2007.ulb.ac.be CCP 2007] Brussels  5-8 September  2007&lt;br /&gt;
*[http://www.castep.org CASTEP Workshop] 17th - 21st September 2007 University of York, UK&lt;br /&gt;
*[http://thermo2007.ifp.fr Thermodynamics 2007] 26-28 September 2007, IFP - Rueil-Malmaison (France)&lt;br /&gt;
*[http://www.iccmse.org/ ICCMSE 2007] International Conference of Computational Methods in Sciences and Engineering, HOTEL MARBELLA, Corfu, Greece, 25-30 September 2007&lt;br /&gt;
*[http://www.fz-juelich.de/iff/ismc2007/ ISMC 2007] International Soft Matter Conference 2007, 1 - 4 October 2007, Eurogress, Aachen (Germany)&lt;br /&gt;
&lt;br /&gt;
===2008===&lt;br /&gt;
*[http://www.ill.fr/Events/rktsymposium/ SISMB 2008] Surfaces and Interfaces in Soft Matter and Biology : the impact and future of neutron reflectivity - A Symposium in Honor of Robert K. Thomas, 21-23 May 2008, Institut Laue-Langevin (Grenoble, France).&lt;br /&gt;
*[http://www.chm.bris.ac.uk/cms/ Computational Molecular Science 2008] 22nd – 25th June 2008, Cirencester, UK.&lt;br /&gt;
*[http://www.liquids2008.se/ 7th Liquid Matter Conference] 27 June - 1 July 2008  Lund, Sweden&lt;br /&gt;
&lt;br /&gt;
===2009===&lt;br /&gt;
*[http://www.isis.rl.ac.uk/largescale/loq/SAS2009/SAS2009.htm SAS-2009] XIV International Conference on Small-Angle Scattering, Sunday 13 - Friday 18 September, 2009, Oxford (UK).&lt;br /&gt;
==Previous conferences==&lt;br /&gt;
*[http://www.simbioma.cecam.org/ Simulation of Hard Bodies] April 16 to April 19 2007 in Lyon.&lt;br /&gt;
*[http://www.math.rutgers.edu/events/smm/ 97th Statistical Mechanics Conference] May 6-8, 2007 Rutgers University&lt;br /&gt;
*[http://www.ucm.es/info/molecsim/workshop.htm Workshop on Theory and Computer Simulations of Inhomogenoeus Fluids] May 16-18, 2007, Universidad Complutense, Madrid.&lt;/div&gt;</summary>
		<author><name>161.111.20.5</name></author>
	</entry>
	<entry>
		<id>http://www.sklogwiki.org/SklogWiki/index.php?title=Help:Contents&amp;diff=1971</id>
		<title>Help:Contents</title>
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		<updated>2007-04-26T09:20:57Z</updated>

		<summary type="html">&lt;p&gt;161.111.20.5: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;*[[How to contribute to SklogWiki]]&lt;br /&gt;
*[[SklogWiki style guide]]&lt;br /&gt;
*[[LaTeX math markup]]&lt;br /&gt;
*[[Tables]]&lt;br /&gt;
*[[Variables]]&lt;br /&gt;
*[[Short essays section]]&lt;/div&gt;</summary>
		<author><name>161.111.20.5</name></author>
	</entry>
	<entry>
		<id>http://www.sklogwiki.org/SklogWiki/index.php?title=Conferences&amp;diff=1949</id>
		<title>Conferences</title>
		<link rel="alternate" type="text/html" href="http://www.sklogwiki.org/SklogWiki/index.php?title=Conferences&amp;diff=1949"/>
		<updated>2007-04-25T10:58:02Z</updated>

		<summary type="html">&lt;p&gt;161.111.20.5: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Note: to make this page more useful, the conferences should be in &#039;&#039;&#039;chronological order&#039;&#039;&#039;, with the forthcoming conference at the &#039;&#039;&#039;top&#039;&#039;&#039; of the list.  &lt;br /&gt;
*[http://www.math.rutgers.edu/events/smm/res-formI.html 97th Statistical Mechanics Conference] May 6-8, 2007 Rutgers University&lt;br /&gt;
*[http://www.ecns2007.org 4th European Conference on Neutron Scattering] Lund, Sweden 25-29 June 2007.&lt;br /&gt;
*[http://www.realitygrid.org/CompSci07 Computational Science 2007] 25-26 June 2007  The Royal Society, London&lt;br /&gt;
*[https://www.cecam.fr/index.php?content=activities/workshop &amp;quot;New directions in liquid state theory&amp;quot;] CECAM workshop, 2 - 4 July, 2007 at ENS, Lyon&lt;br /&gt;
*[http://www.statphys23.org/ STATPHYS 23] Genova, Italy, from July 9 to 13, 2007.&lt;br /&gt;
*[http://www.iupac2007.org/ 41st IUPAC World Chemistry Conference] Turin, Italy, August 5-11th.&lt;br /&gt;
*[http://ccp2007.ulb.ac.be CCP 2007] Brussels  5-8 September  2007&lt;br /&gt;
*[http://www.isis.rl.ac.uk/largescale/loq/SAS2009/SAS2009.htm SAS-2009] XIV International Conference on Small-Angle Scattering, Sunday 13 - Friday 18 September, 2009, Oxford (UK).&lt;br /&gt;
*[http://thermo2007.ifp.fr Thermodynamics 2007] 26-28 September 2007, IFP - Rueil-Malmaison (France)&lt;br /&gt;
*[http://www.iccmse.org/ ICCMSE 2007] International Conference of Computational Methods in Sciences and Engineering, HOTEL MARBELLA, Corfu, Greece, 25-30 September 2007&lt;br /&gt;
*[http://www.fz-juelich.de/iff/ismc2007/ ISMC 2007] International Soft Matter Conference 2007, 1 - 4 October 2007, Eurogress, Aachen (Germany)&lt;br /&gt;
*[http://www.ill.fr/Events/rktsymposium/ SISMB 2008] Surfaces and Interfaces in Soft Matter and Biology : the impact and future of neutron reflectivity - A Symposium in Honor of Robert K. Thomas, 21-23 May 2008, Institut Laue-Langevin (Grenoble, France).&lt;br /&gt;
==Previous conferences==&lt;br /&gt;
*[http://www.simbioma.cecam.org/ Simulation of Hard Bodies] April 16 to April 19 2007 in Lyon.&lt;/div&gt;</summary>
		<author><name>161.111.20.5</name></author>
	</entry>
	<entry>
		<id>http://www.sklogwiki.org/SklogWiki/index.php?title=Conferences&amp;diff=1499</id>
		<title>Conferences</title>
		<link rel="alternate" type="text/html" href="http://www.sklogwiki.org/SklogWiki/index.php?title=Conferences&amp;diff=1499"/>
		<updated>2007-03-22T15:01:25Z</updated>

		<summary type="html">&lt;p&gt;161.111.20.5: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Note: to make this page more useful, the conferences should be in &#039;&#039;&#039;chronological order&#039;&#039;&#039;, with the forthcoming conference at the &#039;&#039;&#039;top&#039;&#039;&#039; of the list.  &lt;br /&gt;
*[http://www.simbioma.cecam.org/ Simulation of Hard Bodies] April 16 to April 19 2007 in Lyon.&lt;br /&gt;
*[http://www.math.rutgers.edu/events/smm/res-formI.html 97th Statistical Mechanics Conference] May 6-8, 2007 Rutgers University&lt;br /&gt;
*[http://www.ecns2007.org 4th European Conference on Neutron Scattering] Lund, Sweden 25-29 June 2007.&lt;br /&gt;
*[http://ccp2007.ulb.ac.be CCP 2007] Brussels  5-8 September  2007&lt;br /&gt;
*[http://www.isis.rl.ac.uk/largescale/loq/SAS2009/SAS2009.htm SAS-2009] XIV International Conference on Small-Angle Scattering, Sunday 13 - Friday 18 September, 2009, Oxford (UK).&lt;br /&gt;
*[http://thermo2007.ifp.fr Thermodynamics 2007] 26-28 September 2007, IFP - Rueil-Malmaison (France)&lt;br /&gt;
*[http://www.iccmse.org/ ICCMSE 2007] International Conference of Computational Methods in Sciences and Engineering, HOTEL MARBELLA, Corfu, Greece, 25-30 September 2007&lt;br /&gt;
*[http://www.fz-juelich.de/iff/ismc2007/ ISMC 2007] International Soft Matter Conference 2007, 1 - 4 October 2007, Eurogress, Aachen (Germany)&lt;/div&gt;</summary>
		<author><name>161.111.20.5</name></author>
	</entry>
	<entry>
		<id>http://www.sklogwiki.org/SklogWiki/index.php?title=Conferences&amp;diff=1366</id>
		<title>Conferences</title>
		<link rel="alternate" type="text/html" href="http://www.sklogwiki.org/SklogWiki/index.php?title=Conferences&amp;diff=1366"/>
		<updated>2007-03-21T09:45:10Z</updated>

		<summary type="html">&lt;p&gt;161.111.20.5: &lt;/p&gt;
&lt;hr /&gt;
&lt;div&gt;Note: to make this page more useful, the conferences should be in &#039;&#039;&#039;chronological order&#039;&#039;&#039;, with the forthcoming conference at the &#039;&#039;&#039;top&#039;&#039;&#039; of the list.  &lt;br /&gt;
*[http://www.simbioma.cecam.org/ Simulation of Hard Bodies] April 16 to April 19 2007 in Lyon.&lt;br /&gt;
*[http://www.math.rutgers.edu/events/smm/res-formI.html 97th Statistical Mechanics Conference] May 6-8, 2007 Rutgers University&lt;br /&gt;
*[http://www.ecns2007.org 4th European Conference on Neutron Scattering] Lund, Sweden 25-29 June 2007.&lt;br /&gt;
*[http://ccp2007.ulb.ac.be CCP 2007] Brussels  5-8 September  2007&lt;br /&gt;
*[http://www.isis.rl.ac.uk/largescale/loq/SAS2009/SAS2009.htm SAS-2009] XIV International Conference on Small-Angle Scattering, Sunday 13 - Friday 18 September, 2009, Oxford (UK).&lt;br /&gt;
*[http://thermo2007.ifp.fr Thermodynamics 2007] 26-28 September 2007, IFP - Rueil-Malmaison (France)&lt;br /&gt;
*[http://www.iccmse.org/ ICCMSE 2007] International Conference of Computational Methods in Sciences and Engineering, HOTEL MARBELLA, Corfu, Greece, 25-30 September 2007&lt;/div&gt;</summary>
		<author><name>161.111.20.5</name></author>
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