From a large-deviations principle to the Wasserstein gradient flow: a new micro-macro passage
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 , a large-deviations rate functional characterizes the behaviour of the particle system at in terms of the initial distribution at . For the diffusion equation, a single step in the time-discretized entropy-Wasserstein gradient flow is characterized by the minimization of a functional . We establish a new connection between these systems by proving that and are equal up to second order in as . 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.
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}
}