# Path integral formulation

The **path integral formulation**, here from the statistical mechanical point of view, is an elegant method by which quantum mechanical contributions can be incorporated
within a classical simulation using Feynman path integrals (see the 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.

## Contents

## Principles[edit]

In the path integral formulation the canonical partition function (in one dimension) is written as
(^{[1]} Eq. 1)
\[Q(\beta, V)= \int {\mathrm d} x_1 \int_{x_1}^{x_1} Dx(\tau)e^{-S[x(\tau)]}\]
where \(S[x(\tau)]\) is the Euclidean action, given by (^{[1]} Eq. 2)
\[S[x(\tau)] = \int_0^{\beta \hbar} H(x(\tau)) ~{\mathrm d}\tau\]
where \(x(\tau)\) is the path in time \(\tau\) and \(H\) is the Hamiltonian.
This leads to (^{[1]} Eq. 3)
\[Q_P = \left( \frac{mP}{2 \pi \beta \hbar^2} \right)^{P/2} \int ... \int {\mathrm d}x_1... {\mathrm d}x_P e^{-\beta \Phi_P (x_1...x_P;\beta)}\]
where the Euclidean time is discretised in units of
\[\varepsilon = \frac{\beta \hbar}{P}, P \in {\mathbb Z}\]
\[x_t = x(t \beta \hbar/P)\]
\[x_{P+1}=x_1\]
and (^{[1]} Eq. 4)
\[\Phi_P (x_1...x_P;\beta)= \frac{mP}{2\beta^2 \hbar^2} \sum_{t=1}^P (x_t - x_{t+1})^2 + \frac{1}{P} \sum_{t=1}^P V(x_t)\]

where \(P\) is the Trotter number. In the Trotter limit, where \(P \rightarrow \infty\) these equations become exact. In the case where \(P=1\) 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^{[2]}, due to the periodic boundary conditions in imaginary time. It can be seen from the first term of the above equation that each particle \(x_t\) interacts with is neighbours \(x_{t-1}\) and \(x_{t+1}\) via a harmonic spring. The second term provides the internal potential energy.

The following is a schematic for the interaction between atom \(i\) (green) and atom \(j\) (orange). Here we show the atoms having five Trotter slices (\(P=5\)), forming what can be thought of as a "ring polymer molecule". The harmonic springs between Trotter slices are in yellow, and white/blue bonds represent the classical intermolecular pair potential.

Classical limit (P=1) Path integral (here with P=5)

In three dimensions one has the *density operator*

\[\hat{\rho} (\beta) = \exp\left[ -\beta \hat{H} \right]\]

which thanks to the Trotter formula we can tease out \(\exp \left[ -\beta (U_{\mathrm {spring}}+ U_{\mathrm{internal}} ) \right]\), where

\[U_{\mathrm {spring}} = \frac{mP}{2\beta^2 \hbar^2} \sum_{t=1}^P | \mathbf{r}_t - \mathbf{r}_{t+1} |^2\]

and

\[U_{\mathrm{internal}}= \frac{1}{P} \sum_{t=1}^P V(\mathbf{r}_t)\]

The internal energy is given by

\[\langle U \rangle = \frac{3NP}{2\beta}- \langle U_{\mathrm {spring}} \rangle + \langle U_{\mathrm{internal}} \rangle \]

The average kinetic energy is known as the *primitive estimator*, i.e.

\[\langle K_P \rangle = \frac{3NP}{2\beta}- \langle U_{\mathrm {spring}} \rangle \]

## Harmonic oscillator[edit]

The density matrix for a harmonic oscillator is given by (^{[3]} Eq. 10-44)

\[\rho(x',x)= \sqrt{ \frac{m \omega}{2 \pi \hbar \sinh \omega \beta \hbar} } \exp \left( - \frac{m \omega}{2 \hbar (\sinh \omega \beta \hbar)^2 } \left( (x^2 + x'^2 ) \cosh \omega \beta \hbar - 2xx'\right)\right)\]

See also refs
^{[4]}
^{[5]}

## Wick rotation and imaginary time[edit]

Wick rotation ^{[6]}. One can identify the inverse temperature, \(\beta\) with an imaginary time \(it/\hbar\) (see ^{[7]} § 2.4).

## Rotational degrees of freedom[edit]

In the case of systems having (\(d\)) rotational degrees of freedom the Hamiltonian can be written in the form (^{[8]} Eq. 2.1):
\[\hat{H} = \hat{T}^{\mathrm {translational}} + \hat{T}^{\mathrm {rotational}}+ \hat{V}\]

where the rotational part of the kinetic energy operator is given by (^{[8]} Eq. 2.2)

\[T^{\mathrm {rotational}} = \sum_{i=1}^{d^{\mathrm {rotational}}} \frac{\hat{L}_i^2}{2\Theta_{ii}}\]

where \(\hat{L}_i\) are the components of the angular momentum operator, and \(\Theta_{ii}\) are the moments of inertia.

## Rigid rotators[edit]

*Main article: Rigid top propagator*

## Computer simulation techniques[edit]

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

#### Path integral Monte Carlo[edit]

Path integral Monte Carlo (PIMC)
^{[9]}

#### Path integral molecular dynamics[edit]

Path integral molecular dynamics (PIMD)
^{[10]}

#### Centroid molecular dynamics[edit]

Centroid molecular dynamics (CMD)
^{[11]}
^{[12]}
^{[13]}
^{[14]}
^{[15]}

#### Ring polymer molecular dynamics[edit]

Ring polymer molecular dynamics (RPMD)
^{[16]}
^{[17]}
(Contraction scheme
^{[18]}
^{[19]})

#### Normal mode PIMD[edit]

#### Grand canonical Monte Carlo[edit]

A path integral version of the Widom test-particle method for grand canonical Monte Carlo simulations:
^{[20]}

## Applications[edit]

^{[21]}
^{[22]}

## References[edit]

- ↑
^{1.0}^{1.1}^{1.2}^{1.3}B. J. Berne and D. Thirumalai "On the Simulation of Quantum Systems: Path Integral Methods", Annual Review of Physical Chemistry**37**pp. 401-424 (1986) - ↑ David Chandler and Peter G. Wolynes "Exploiting the isomorphism between quantum theory and classical statistical mechanics of polyatomic fluids", Journal of Chemical Physics
**74**pp. 4078-4095 (1981) - ↑ R. P. Feynman and A. R. Hibbs "Path-integrals and Quantum Mechanics", McGraw-Hill, New York (1965) ISBN 0-07-020650-3
- ↑ Barry R. Holstein "The harmonic oscillator propagator", American Journal of Physics
**66**pp. 583-589 (1998) - ↑ L. Moriconi "An elementary derivation of the harmonic oscillator propagator", American Journal of Physics
**72**pp. 1258-1259 (2004) - ↑ G. C. Wick "Properties of Bethe-Salpeter Wave Functions", Physical Review
**96**pp. 1124-1134 (1954) - ↑ M. J. Gillan "The path-integral simulation of quantum systems" in "Computer Modelling of Fluids Polymers and Solids" eds. C. R. A. Catlow, S. C. Parker and M. P. Allen, NATO ASI Series C
**293**pp. 155-188 (1990) ISBN 978-0-7923-0549-1 - ↑
^{8.0}^{8.1}Dominik Marx and Martin H Müser "Path integral simulations of rotors: theory and applications", Journal of Physics: Condensed Matter**11**pp. R117-R155 (1999) - ↑ J. A. Barker "A quantum-statistical Monte Carlo method; path integrals with boundary conditions", Journal of Chemical Physics
**70**pp. 2914- (1979) - ↑ M. Parrinello and A. Rahman "Study of an F center in molten KCl", Journal of Chemical Physics
**80**pp. 860- (1984) - ↑ Jianshu Cao and Gregory A. Voth "The formulation of quantum statistical mechanics based on the Feynman path centroid density. I. Equilibrium properties", Journal of Chemical Physics
**100**pp. 5093-5105 (1994) - ↑ Jianshu Cao and Gregory A. Voth "The formulation of quantum statistical mechanics based on the Feynman path centroid density. II. Dynamical properties", Journal of Chemical Physics
**100**pp. 5106- (1994) - ↑ Seogjoo Jang and Gregory A. Voth "A derivation of centroid molecular dynamics and other approximate time evolution methods for path integral centroid variables", Journal of Chemical Physics
**111**pp. 2371- (1999) - ↑ Rafael Ramírez and Telesforo López-Ciudad "The Schrödinger formulation of the Feynman path centroid density", Journal of Chemical Physics
**111**pp. 3339-3348 (1999) - ↑ E. A. Polyakov, A. P. Lyubartsev, and P. N. Vorontsov-Velyaminov "Centroid molecular dynamics: Comparison with exact results for model systems", Journal of Chemical Physics
**133**194103 (2010) - ↑ Ian R. Craig and David E. Manolopoulos "Quantum statistics and classical mechanics: Real time correlation functions from ring polymer molecular dynamics", Journal of Chemical Physics
**121**pp. 3368- (2004) - ↑ Bastiaan J. Braams and David E. Manolopoulos "On the short-time limit of ring polymer molecular dynamics", Journal of Chemical Physics
**125**124105 (2006) - ↑ Thomas E. Markland and David E. Manolopoulos "An efficient ring polymer contraction scheme for imaginary time path integral simulations", Journal of Chemical Physics
**129**024105 (2008) - ↑ Thomas E. Markland and David E. Manolopoulos "A refined ring polymer contraction scheme for systems with electrostatic interactions" Chemical Physics Letters
**464**pp. 256-261 (2008) - ↑ Qinyu Wang, J. Karl Johnson and Jeremy Q. Broughton "Path integral grand canonical Monte Carlo", Journal of Chemical Physics
**107**pp. 5108-5117 (1997) - ↑ Jianshu Cao and Gregory A. Voth "Semiclassical approximations to quantum dynamical time correlation functions", Journal of Chemical Physics
**104**pp. 273-285 (1996) - ↑ C. Chakravarty and R. M. Lynden-Bell "Landau free energy curves for melting of quantum solids", Journal of Chemical Physics
**113**pp. 9239-9247 (2000)

## Additional reading[edit]

- P. A. M. Dirac "The Lagrangian in Quantum Mechanics", Physikalische Zeitschrift der Sowjetunion
**3**pp. 64-72 (1933) - R. P. Feynman "Statistical Mechanics", Benjamin, Reading, Massachusetts, (1972) ISBN 0-201-36076-4 Chapter 3.
- Tohru Morita "Solution of the Bloch Equation for Many-Particle Systems in Terms of the Path Integral", Journal of the Physical Society of Japan
**35**pp. 980-984 (1973) - F. W. Wiegel "Path integral methods in statistical mechanics", Physics Reports
**16**pp. 57-114 (1975) - J. A. Barker "A quantum-statistical Monte Carlo method; path integrals with boundary conditions", Journal of Chemical Physics
**70**pp. 2914-2918 (1979) - D. M. Ceperley "Path integrals in the theory of condensed helium", Reviews of Modern Physics
**67**279 - 355 (1995) - Charusita Chakravarty "Path integral simulations of atomic and molecular systems", International Reviews in Physical Chemistry
**16**pp. 421-444 (1997) - Jean Zinn-Justin "Path integral" Scholarpedia, 4(2):8674 (2009)

## External links[edit]

- Density matrices and path integrals computer code on SMAC-wiki.
- A simple implementation of PIMD integrator (C++).