English

From a large-deviations principle to the Wasserstein gradient flow: a new micro-macro passage

Probability 2015-05-18 v1 Mathematical Physics Analysis of PDEs math.MP

Abstract

We study the connection between a system of many independent Brownian particles on one hand and the deterministic diffusion equation on the other. For a fixed time step h>0h>0, a large-deviations rate functional JhJ_h characterizes the behaviour of the particle system at t=ht=h in terms of the initial distribution at t=0t=0. For the diffusion equation, a single step in the time-discretized entropy-Wasserstein gradient flow is characterized by the minimization of a functional KhK_h. We establish a new connection between these systems by proving that JhJ_h and KhK_h are equal up to second order in hh as h0h\to0. This result gives a microscopic explanation of the origin of the entropy-Wasserstein gradient flow formulation of the diffusion equation. Simultaneously, the limit passage presented here gives a physically natural description of the underlying particle system by describing it as an entropic gradient flow.

Keywords

Cite

@article{arxiv.1004.4076,
  title  = {From a large-deviations principle to the Wasserstein gradient flow: a new micro-macro passage},
  author = {Stefan Adams and Nicolas Dirr and Mark Peletier and Johannes Zimmer},
  journal= {arXiv preprint arXiv:1004.4076},
  year   = {2015}
}
R2 v1 2026-06-21T15:13:52.876Z