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

preprint2010arXivOpen access

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 h→0h\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.

Explore this paper’s authors, topics and related work.

Building this map preview

BZPEER is loading the nearby papers, people, topics and institutions for this page.

Reviews 0

Write a reviewWrite

No reviews yet.

Discussion 0

Add a commentWrite

No comments yet.