From a Large-Deviations Principle to the Wasserstein Gradient Flow: A New Micro-Macro Passage

被引:71
作者
Adams, Stefan [1 ]
Dirr, Nicolas [2 ]
Peletier, Mark A. [3 ,4 ]
Zimmer, Johannes [5 ]
机构
[1] Univ Warwick, Inst Math, Coventry CV4 7AL, W Midlands, England
[2] Cardiff Univ, Sch Math, Cardiff CF24 7AG, S Glam, Wales
[3] Tech Univ Eindhoven, Dept Math & Comp Sci, NL-5600 MB Eindhoven, Netherlands
[4] Tech Univ Eindhoven, Inst Complex Mol Syst, NL-5600 MB Eindhoven, Netherlands
[5] Univ Bath, Dept Math Sci, Bath BA2 7AY, Avon, England
基金
英国工程与自然科学研究理事会;
关键词
FOKKER-PLANCK EQUATION; FORMULATION; TRANSPORT; MEDIA;
D O I
10.1007/s00220-011-1328-4
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
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 > 0, a large-deviations rate functional J(h) characterizes the behaviour of the particle system at t = h in terms of the initial distribution at t = 0. For the diffusion equation, a single step in the time-discretized entropy-Wasserstein gradient flow is characterized by the minimization of a functional K(h). We establish a new connection between these systems by proving that J(h) and K(h) are equal up to second order in h as h -> 0. 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.
引用
收藏
页码:791 / 815
页数:25
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