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Main Authors: Cancès, Clément, Matthes, Daniel, Medina, Ismael, Schmitzer, Bernhard
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2411.13969
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author Cancès, Clément
Matthes, Daniel
Medina, Ismael
Schmitzer, Bernhard
author_facet Cancès, Clément
Matthes, Daniel
Medina, Ismael
Schmitzer, Bernhard
contents We study a system of drift-diffusion PDEs for a potentially infinite number of incompressible phases, subject to a joint pointwise volume constraint. Our analysis is based on the interpretation as a collection of coupled Wasserstein gradient flows or, equivalently, as a gradient flow in the space of couplings under a `fibered' Wasserstein distance. We prove existence of weak solutions, long-time asymptotics, and stability with respect to the mass distribution of the phases, including the discrete to continuous limit. A key step is to establish convergence of the product of pressure gradient and density, jointly over the infinite number of phases. The underlying energy functional is the objective of entropy regularized optimal transport, which allows us to interpret the model as the relaxation of the classical Angenent-Haker-Tannenbaum (AHT) scheme to the entropic setting. However, in contrast to the AHT scheme's lack of convergence guarantees, the relaxed scheme is unconditionally convergent. We conclude with numerical illustrations of the main results.
format Preprint
id arxiv_https___arxiv_org_abs_2411_13969
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Continuum of coupled Wasserstein gradient flows
Cancès, Clément
Matthes, Daniel
Medina, Ismael
Schmitzer, Bernhard
Analysis of PDEs
35K51, 35A15, 35A35
We study a system of drift-diffusion PDEs for a potentially infinite number of incompressible phases, subject to a joint pointwise volume constraint. Our analysis is based on the interpretation as a collection of coupled Wasserstein gradient flows or, equivalently, as a gradient flow in the space of couplings under a `fibered' Wasserstein distance. We prove existence of weak solutions, long-time asymptotics, and stability with respect to the mass distribution of the phases, including the discrete to continuous limit. A key step is to establish convergence of the product of pressure gradient and density, jointly over the infinite number of phases. The underlying energy functional is the objective of entropy regularized optimal transport, which allows us to interpret the model as the relaxation of the classical Angenent-Haker-Tannenbaum (AHT) scheme to the entropic setting. However, in contrast to the AHT scheme's lack of convergence guarantees, the relaxed scheme is unconditionally convergent. We conclude with numerical illustrations of the main results.
title Continuum of coupled Wasserstein gradient flows
topic Analysis of PDEs
35K51, 35A15, 35A35
url https://arxiv.org/abs/2411.13969