English

The Two-Particle Irreducible Effective Action for Classical Stochastic Processes

Disordered Systems and Neural Networks 2022-05-31 v2 Statistical Mechanics Computational Physics

Abstract

By combining the two-particle-irreducible (2PI) effective action common in non-equilibrium quantum field theory with the classical Martin-Siggia-Rose formalism, self-consistent equations of motion for the first and second cumulants of non-linear classical stochastic processes are constructed. Such dynamical equations for correlation and response functions are important in describing non-equilibrium systems, where equilibrium fluctuation-dissipation relations are unavailable. The method allows to evolve stochastic systems from arbitrary Gaussian initial conditions. In the non-linear case, it is found that the resulting integro-differential equations can be solved with considerably reduced computational effort compared to state-of-the-art stochastic Runge-Kutta methods. The details of the method are illustrated by several physical examples.

Keywords

Cite

@article{arxiv.2111.14559,
  title  = {The Two-Particle Irreducible Effective Action for Classical Stochastic Processes},
  author = {Tim Bode},
  journal= {arXiv preprint arXiv:2111.14559},
  year   = {2022}
}

Comments

23 pages, 8 figures

R2 v1 2026-06-24T07:55:44.709Z