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		<id>http://www.sklogwiki.org/SklogWiki/index.php?title=Path_integral_formulation&amp;diff=13661</id>
		<title>Path integral formulation</title>
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		<summary type="html">&lt;p&gt;132.239.72.175: /* External links */&lt;/p&gt;
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&lt;div&gt;The &#039;&#039;&#039;path integral formulation&#039;&#039;&#039;, here from the [[statistical mechanics | statistical mechanical]] point of view,  is an elegant method by which [[quantum mechanics | quantum mechanical]] contributions can be incorporated &lt;br /&gt;
within a classical [[Computer simulation techniques |simulation]] using Feynman path integrals (see the [[Path integral formulation#Additional reading|additional reading ]] section). Such simulations are particularly  applicable to light atoms and molecules such as [[hydrogen]], [[helium]], [[neon]] and [[argon]], as well as quantum rotators such as [[methane]] and hydrogen-bonded systems such as [[water]]. From a more idealised point of view path integrals are often used to study [[quantum hard spheres]].&lt;br /&gt;
==Principles==&lt;br /&gt;
In the path integral formulation the canonical [[partition function]] (in one dimension) is written as &lt;br /&gt;
(&amp;lt;ref  name=&amp;quot;Berne&amp;quot;&amp;gt;[http://dx.doi.org/10.1146/annurev.pc.37.100186.002153  B. J. Berne and ­D. Thirumalai &amp;quot;On the Simulation of Quantum Systems: Path Integral Methods&amp;quot;, Annual Review of Physical Chemistry &#039;&#039;&#039;37&#039;&#039;&#039; pp. 401-424 (1986)]&amp;lt;/ref&amp;gt;  Eq. 1)&lt;br /&gt;
:&amp;lt;math&amp;gt;Q(\beta, V)= \int {\mathrm d} x_1 \int_{x_1}^{x_1} Dx(\tau)e^{-S[x(\tau)]}&amp;lt;/math&amp;gt; &lt;br /&gt;
where &amp;lt;math&amp;gt;S[x(\tau)]&amp;lt;/math&amp;gt; is the Euclidean action, given by (&amp;lt;ref  name=&amp;quot;Berne&amp;quot;&amp;gt; &amp;lt;/ref&amp;gt; Eq. 2)&lt;br /&gt;
:&amp;lt;math&amp;gt;S[x(\tau)] = \int_0^{\beta \hbar} H(x(\tau)) ~{\mathrm d}\tau&amp;lt;/math&amp;gt;&lt;br /&gt;
where &amp;lt;math&amp;gt;x(\tau)&amp;lt;/math&amp;gt; is the path in time &amp;lt;math&amp;gt;\tau&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;H&amp;lt;/math&amp;gt; is the [[Hamiltonian]].&lt;br /&gt;
This leads to (&amp;lt;ref  name=&amp;quot;Berne&amp;quot;&amp;gt; &amp;lt;/ref&amp;gt; Eq. 3)&lt;br /&gt;
:&amp;lt;math&amp;gt;Q_P = \left( \frac{mP}{2 \pi \beta \hbar^2} \right)^{P/2} \int ... \int {\mathrm d}x_1... {\mathrm d}x_P e^{-\beta \Phi_P (x_1...x_P;\beta)}&amp;lt;/math&amp;gt;&lt;br /&gt;
where the Euclidean time is discretised in units of &lt;br /&gt;
:&amp;lt;math&amp;gt;\varepsilon = \frac{\beta \hbar}{P}, P \in {\mathbb Z}&amp;lt;/math&amp;gt;&lt;br /&gt;
:&amp;lt;math&amp;gt;x_t = x(t \beta \hbar/P)&amp;lt;/math&amp;gt;&lt;br /&gt;
:&amp;lt;math&amp;gt;x_{P+1}=x_1&amp;lt;/math&amp;gt;&lt;br /&gt;
and (&amp;lt;ref  name=&amp;quot;Berne&amp;quot;&amp;gt; &amp;lt;/ref&amp;gt; Eq. 4)&lt;br /&gt;
:&amp;lt;math&amp;gt;\Phi_P (x_1...x_P;\beta)= \frac{mP}{2\beta^2 \hbar^2} \sum_{t=1}^P (x_t - x_{t+1})^2 + \frac{1}{P}  \sum_{t=1}^P  V(x_t)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where &amp;lt;math&amp;gt;P&amp;lt;/math&amp;gt; is the Trotter number. In the Trotter limit, where &amp;lt;math&amp;gt;P \rightarrow \infty&amp;lt;/math&amp;gt; these equations become exact. In the case where &amp;lt;math&amp;gt;P=1&amp;lt;/math&amp;gt; these equations revert to a classical simulation. It has long been recognised that there is an isomorphism between this discretised quantum mechanical description, and the classical [[statistical mechanics]] of polyatomic fluids, in particular flexible ring molecules&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.441588      David Chandler and Peter G. Wolynes &amp;quot;Exploiting the isomorphism between quantum theory and classical statistical mechanics of polyatomic fluids&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;74&#039;&#039;&#039; pp. 4078-4095 (1981)]&amp;lt;/ref&amp;gt;, due to the periodic boundary conditions in imaginary time. It can be seen from the first term of the above equation that each particle &amp;lt;math&amp;gt;x_t&amp;lt;/math&amp;gt; interacts with is neighbours &amp;lt;math&amp;gt;x_{t-1}&amp;lt;/math&amp;gt; and &amp;lt;math&amp;gt;x_{t+1}&amp;lt;/math&amp;gt; via a harmonic spring. The second term provides the internal potential energy. &lt;br /&gt;
&lt;br /&gt;
The following is a schematic for the interaction between atom &amp;lt;math&amp;gt;i&amp;lt;/math&amp;gt; (green) and atom &amp;lt;math&amp;gt;j&amp;lt;/math&amp;gt; (orange). Here we show the atoms having five  Trotter slices (&amp;lt;math&amp;gt;P=5&amp;lt;/math&amp;gt;), forming what can be thought of as a &amp;quot;ring polymer molecule&amp;quot;. The harmonic springs between Trotter slices are in yellow, and white/blue bonds represent the classical [[intermolecular pair potential]].&lt;br /&gt;
&lt;br /&gt;
:{| border=&amp;quot;1&amp;quot;&lt;br /&gt;
| [[Image:1bead_classical_ij.png|center|400px]]Classical limit (P=1)   || [[Image:5bead_pathIntegra_ij.png|center|400px]] Path integral (here with P=5) &lt;br /&gt;
|}&lt;br /&gt;
&lt;br /&gt;
In three dimensions one has the &#039;&#039;density operator&#039;&#039;&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\hat{\rho} (\beta) = \exp\left[ -\beta \hat{H} \right]&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
which thanks to the [[Trotter formula]] we can tease out &amp;lt;math&amp;gt;\exp \left[ -\beta (U_{\mathrm {spring}}+ U_{\mathrm{internal}} ) \right]&amp;lt;/math&amp;gt;, where &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;U_{\mathrm {spring}} = \frac{mP}{2\beta^2 \hbar^2} \sum_{t=1}^P | \mathbf{r}_t - \mathbf{r}_{t+1} |^2&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
and&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;U_{\mathrm{internal}}= \frac{1}{P}  \sum_{t=1}^P  V(\mathbf{r}_t)&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The [[internal energy]] is given by &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\langle U \rangle = \frac{3NP}{2\beta}- \langle U_{\mathrm {spring}}   \rangle  + \langle U_{\mathrm{internal}} \rangle &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
The average kinetic energy is known as the &#039;&#039;primitive estimator&#039;&#039;, i.e. &lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\langle K_P \rangle = \frac{3NP}{2\beta}- \langle U_{\mathrm {spring}}   \rangle    &amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
==Harmonic oscillator==&lt;br /&gt;
The density matrix for a harmonic oscillator is given by (&amp;lt;ref&amp;gt;R. P. Feynman and A. R. Hibbs &amp;quot;Path-integrals and Quantum Mechanics&amp;quot;, McGraw-Hill, New York (1965) ISBN 0-07-020650-3&amp;lt;/ref&amp;gt; Eq. 10-44)&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;\rho(x&#039;,x)= \sqrt{ \frac{m \omega}{2 \pi \hbar \sinh \omega \beta \hbar} } \exp \left( - \frac{m \omega}{2  \hbar (\sinh \omega \beta \hbar)^2 }  \left( (x^2 + x&#039;^2 ) \cosh \omega \beta \hbar - 2xx&#039;\right)\right)&amp;lt;/math&amp;gt; &lt;br /&gt;
&lt;br /&gt;
See also refs&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1119/1.18910 Barry R. Holstein &amp;quot;The harmonic oscillator propagator&amp;quot;, American Journal of Physics &#039;&#039;&#039;66&#039;&#039;&#039; pp. 583-589 (1998)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1119/1.1715108 L. Moriconi &amp;quot;An elementary derivation of the harmonic oscillator propagator&amp;quot;, American Journal of Physics &#039;&#039;&#039;72&#039;&#039;&#039; pp. 1258-1259  (2004)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
==Wick rotation and imaginary time==&lt;br /&gt;
Wick rotation &amp;lt;ref&amp;gt;[http://dx.doi.org/10.1103/PhysRev.96.1124 G. C. Wick &amp;quot;Properties of Bethe-Salpeter Wave Functions&amp;quot;, Physical Review &#039;&#039;&#039;96&#039;&#039;&#039; pp. 1124-1134 (1954)]&amp;lt;/ref&amp;gt;. One can identify the [[Temperature#Inverse_temperature | inverse temperature]], &amp;lt;math&amp;gt;\beta&amp;lt;/math&amp;gt; with an imaginary time &amp;lt;math&amp;gt;it/\hbar&amp;lt;/math&amp;gt; (see &amp;lt;ref&amp;gt;M. J. Gillan &amp;quot;The path-integral simulation of quantum systems&amp;quot; in &amp;quot;Computer Modelling of Fluids Polymers and Solids&amp;quot; eds. C. R. A. Catlow, S. C. Parker and M. P. Allen,  NATO ASI Series C &#039;&#039;&#039;293&#039;&#039;&#039; pp. 155-188 (1990) ISBN 978-0-7923-0549-1&amp;lt;/ref&amp;gt; &amp;amp;sect; 2.4).&lt;br /&gt;
==Rotational degrees of freedom==&lt;br /&gt;
In the case of systems having (&amp;lt;math&amp;gt;d&amp;lt;/math&amp;gt;) rotational [[degree of freedom | degrees of freedom]] the [[Hamiltonian]] can be written in the form (&amp;lt;ref  name=&amp;quot;Marx&amp;quot;&amp;gt;[http://dx.doi.org/10.1088/0953-8984/11/11/003 Dominik Marx and Martin H Müser &amp;quot;Path integral simulations of rotors: theory and applications&amp;quot;, Journal of Physics: Condensed Matter &#039;&#039;&#039;11&#039;&#039;&#039; pp. R117-R155  (1999)]&amp;lt;/ref&amp;gt; Eq. 2.1):&lt;br /&gt;
:&amp;lt;math&amp;gt;\hat{H} = \hat{T}^{\mathrm {translational}} + \hat{T}^{\mathrm {rotational}}+ \hat{V}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where the rotational part of the kinetic energy operator is given by (&amp;lt;ref  name=&amp;quot;Marx&amp;quot;&amp;gt; &amp;lt;/ref&amp;gt; Eq. 2.2)&lt;br /&gt;
&lt;br /&gt;
:&amp;lt;math&amp;gt;T^{\mathrm {rotational}} = \sum_{i=1}^{d^{\mathrm {rotational}}} \frac{\hat{L}_i^2}{2\Theta_{ii}}&amp;lt;/math&amp;gt;&lt;br /&gt;
&lt;br /&gt;
where &amp;lt;math&amp;gt;\hat{L}_i&amp;lt;/math&amp;gt; are the components of the angular momentum operator, and &amp;lt;math&amp;gt;\Theta_{ii}&amp;lt;/math&amp;gt; are the moments of inertia. &lt;br /&gt;
==Rigid rotators==&lt;br /&gt;
:&#039;&#039;Main article: [[Rigid top propagator]]&#039;&#039;&lt;br /&gt;
==Computer simulation techniques==&lt;br /&gt;
The following are a number of commonly used [[computer simulation techniques]] that make use of the path integral formulation applied  to phases of condensed matter&lt;br /&gt;
====Path integral Monte Carlo====&lt;br /&gt;
Path integral Monte Carlo (PIMC)&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.437829 J. A. Barker &amp;quot;A quantum-statistical Monte Carlo method; path integrals with boundary conditions&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;70&#039;&#039;&#039; pp. 2914- (1979)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
====Path integral molecular dynamics====&lt;br /&gt;
Path integral molecular dynamics (PIMD)&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.446740 M. Parrinello and A. Rahman  &amp;quot;Study of an F center in molten KCl&amp;quot;, Journal of Chemical Physics  &#039;&#039;&#039;80&#039;&#039;&#039; pp. 860- (1984)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
====Centroid molecular dynamics====&lt;br /&gt;
Centroid molecular dynamics (CMD)&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.467175     Jianshu Cao and Gregory A. Voth &amp;quot;The formulation of quantum statistical mechanics based on the Feynman path centroid density. I. Equilibrium properties&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;100&#039;&#039;&#039; pp. 5093-5105 (1994)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.467176 Jianshu Cao and Gregory A. Voth &amp;quot;The formulation of quantum statistical mechanics based on the Feynman path centroid density. II. Dynamical properties&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;100&#039;&#039;&#039; pp. 5106- (1994)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.479515 Seogjoo Jang and Gregory A. Voth &amp;quot;A derivation of centroid molecular dynamics and other approximate time evolution methods for path integral centroid variables&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;111&#039;&#039;&#039; pp. 2371- (1999)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.479666     Rafael Ramírez and Telesforo López-Ciudad  &amp;quot;The Schrödinger formulation of the Feynman path centroid density&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;111&#039;&#039;&#039; pp. 3339-3348 (1999)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.3484490  E. A. Polyakov, A. P. Lyubartsev, and P. N. Vorontsov-Velyaminov &amp;quot;Centroid molecular dynamics: Comparison with exact results for model systems&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;133&#039;&#039;&#039; 194103 (2010)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
====Ring polymer molecular dynamics====&lt;br /&gt;
Ring polymer molecular dynamics (RPMD)&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.1777575  Ian R. Craig and David E. Manolopoulos &amp;quot;Quantum statistics and classical mechanics: Real time correlation functions from ring polymer molecular dynamics&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;121&#039;&#039;&#039; pp. 3368- (2004)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.2357599 Bastiaan J. Braams and David E. Manolopoulos &amp;quot;On the short-time limit of ring polymer molecular dynamics&amp;quot;,  Journal of Chemical Physics  &#039;&#039;&#039;125&#039;&#039;&#039; 124105 (2006)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
(Contraction scheme&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.2953308 Thomas E. Markland and David E. Manolopoulos &amp;quot;An efficient ring polymer contraction scheme for imaginary time path integral simulations&amp;quot;,  Journal of Chemical Physics &#039;&#039;&#039;129&#039;&#039;&#039; 024105 (2008)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1016/j.cplett.2008.09.019 Thomas E. Markland and David E. Manolopoulos &amp;quot;A refined ring polymer contraction scheme for systems with electrostatic interactions&amp;quot; Chemical Physics Letters &#039;&#039;&#039;464&#039;&#039;&#039; pp. 256-261 (2008)]&amp;lt;/ref&amp;gt;)&lt;br /&gt;
====Normal mode PIMD====&lt;br /&gt;
====Grand canonical Monte Carlo====&lt;br /&gt;
A path integral version of the [[Widom test-particle method]] for [[grand canonical Monte Carlo]] simulations:&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.474874 Qinyu Wang, J. Karl Johnson and Jeremy Q. Broughton &amp;quot;Path integral grand canonical Monte Carlo&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;107&#039;&#039;&#039; pp. 5108-5117 (1997)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
==Applications==&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.470898     Jianshu Cao and Gregory A. Voth &amp;quot;Semiclassical approximations to quantum dynamical time correlation functions&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;104&#039;&#039;&#039; pp. 273-285 (1996)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
&amp;lt;ref&amp;gt;[http://dx.doi.org/10.1063/1.1316105 C. Chakravarty and R. M. Lynden-Bell &amp;quot;Landau free energy curves for melting of quantum solids&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;113&#039;&#039;&#039; pp. 9239-9247 (2000)]&amp;lt;/ref&amp;gt;&lt;br /&gt;
==References==&lt;br /&gt;
&amp;lt;references/&amp;gt;&lt;br /&gt;
==Additional reading==&lt;br /&gt;
* P. A. M. Dirac &amp;quot;The Lagrangian in Quantum Mechanics&amp;quot;, Physikalische Zeitschrift der Sowjetunion &#039;&#039;&#039;3&#039;&#039;&#039; pp. 64-72 (1933)&lt;br /&gt;
*R. P. Feynman &amp;quot;Statistical Mechanics&amp;quot;, Benjamin, Reading, Massachusetts, (1972) ISBN 0-201-36076-4  Chapter 3.&lt;br /&gt;
*[http://dx.doi.org/10.1143/JPSJ.35.980 Tohru Morita &amp;quot;Solution of the Bloch Equation for Many-Particle Systems in Terms of the Path Integral&amp;quot;, Journal of the Physical Society of Japan &#039;&#039;&#039;35&#039;&#039;&#039; pp. 980-984 (1973)]&lt;br /&gt;
*[http://dx.doi.org/10.1016/0370-1573(75)90030-7 F. W. Wiegel &amp;quot;Path integral methods in statistical mechanics&amp;quot;, Physics Reports &#039;&#039;&#039;16&#039;&#039;&#039; pp. 57-114 (1975)] &lt;br /&gt;
*[http://dx.doi.org/10.1063/1.437829 J. A. Barker &amp;quot;A quantum-statistical Monte Carlo method; path integrals with boundary conditions&amp;quot;, Journal of Chemical Physics  &#039;&#039;&#039;70&#039;&#039;&#039; pp. 2914-2918 (1979)]&lt;br /&gt;
*[http://dx.doi.org/10.1103/RevModPhys.67.279 D. M. Ceperley &amp;quot;Path integrals in the theory of condensed helium&amp;quot;, Reviews of Modern Physics &#039;&#039;&#039;67&#039;&#039;&#039; 279 - 355 (1995)]&lt;br /&gt;
*[http://dx.doi.org/10.1080/014423597230190 Charusita Chakravarty &amp;quot;Path integral simulations of atomic and molecular systems&amp;quot;, International Reviews in Physical Chemistry &#039;&#039;&#039;16&#039;&#039;&#039; pp. 421-444 (1997)]&lt;br /&gt;
*[http://www.scholarpedia.org/article/Path_integral Jean Zinn-Justin &amp;quot;Path integral&amp;quot;  Scholarpedia, 4(2):8674 (2009)]&lt;br /&gt;
&lt;br /&gt;
==External links==&lt;br /&gt;
*[http://www.smac.lps.ens.fr/index.php/Programs_Chapter_3:_Density_matrices_and_path_integrals Density matrices and path integrals] computer code on SMAC-wiki.&lt;br /&gt;
*[http://www.deleramentum.net/codes/repimd/ A simple implementation of PIMD integrator (C++).]&lt;br /&gt;
[[Category: Monte Carlo]]&lt;br /&gt;
[[category: Quantum mechanics]]&lt;/div&gt;</summary>
		<author><name>132.239.72.175</name></author>
	</entry>
	<entry>
		<id>http://www.sklogwiki.org/SklogWiki/index.php?title=TTM2.1-F_model_of_water&amp;diff=13660</id>
		<title>TTM2.1-F model of water</title>
		<link rel="alternate" type="text/html" href="http://www.sklogwiki.org/SklogWiki/index.php?title=TTM2.1-F_model_of_water&amp;diff=13660"/>
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		<summary type="html">&lt;p&gt;132.239.72.175: Added link to a code.&lt;/p&gt;
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&lt;div&gt;{{Stub-water}}&lt;br /&gt;
The &#039;&#039;&#039;TTM2.1-F&#039;&#039;&#039; is a flexible &#039;&#039;ab initio&#039;&#039; model of [[water]]. This model is a revision of the flexible, polarizable, Thole-type interaction potential for water, [[TTM2-F]].&lt;br /&gt;
==References==&lt;br /&gt;
#[http://dx.doi.org/10.1021/jp056477k George S. Fanourgakis and Sotiris S. Xantheas &amp;quot;The Flexible, Polarizable, Thole-Type Interaction Potential for Water (TTM2-F) Revisited&amp;quot;, The Journal of Physical Chemistry A &#039;&#039;&#039;110&#039;&#039;&#039; pp. 4100 -4106  (2006)]&lt;br /&gt;
;Related reading&lt;br /&gt;
*[http://dx.doi.org/10.1063/1.2759484  Francesco Paesani, Satoru Iuchi, and Gregory A. Voth &amp;quot;Quantum effects in liquid water from an ab initio-based polarizable force field&amp;quot;, Journal of Chemical Physics &#039;&#039;&#039;127&#039;&#039;&#039; 074506 (2007)]&lt;br /&gt;
;Implementation&lt;br /&gt;
*[http://www.deleramentum.net/codes/ttm/ A simple implementation (C++) of the TTM2, TTM3 and TTM4 potentials.]&lt;br /&gt;
&lt;br /&gt;
[[category: water]]&lt;br /&gt;
[[category: models]]&lt;/div&gt;</summary>
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	</entry>
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