{Euclidean, metric, and Wasserstein} gradient flows: an overview

F Santambrogio - Bulletin of Mathematical Sciences, 2017 - Springer
This is an expository paper on the theory of gradient flows, and in particular of those PDEs
which can be interpreted as gradient flows for the Wasserstein metric on the space of …

A blob method for diffusion

JA Carrillo, K Craig, FS Patacchini - Calculus of Variations and Partial …, 2019 - Springer
As a counterpoint to classical stochastic particle methods for diffusion, we develop a
deterministic particle method for linear and nonlinear diffusion. At first glance, deterministic …

On the relation between gradient flows and the large-deviation principle, with applications to Markov chains and diffusion

A Mielke, MA Peletier, DRM Renger - Potential Analysis, 2014 - Springer
Motivated by the occurrence in rate functions of time-dependent large-deviation principles,
we study a class of non-negative functions ℒ that induce a flow, given by ℒ (ρ t, ρ ̇ t)= 0 …

SVGD as a kernelized Wasserstein gradient flow of the chi-squared divergence

S Chewi, T Le Gouic, C Lu… - Advances in Neural …, 2020 - proceedings.neurips.cc
Abstract Stein Variational Gradient Descent (SVGD), a popular sampling algorithm, is often
described as the kernelized gradient flow for the Kullback-Leibler divergence in the …

Nonlocal approximation of nonlinear diffusion equations

JA Carrillo, A Esposito, JSH Wu - Calculus of Variations and Partial …, 2024 - Springer
We show that degenerate nonlinear diffusion equations can be asymptotically obtained as a
limit from a class of nonlocal partial differential equations. The nonlocal equations are …

Functional inequalities, thick tails and asymptotics for the critical mass Patlak–Keller–Segel model

A Blanchet, EA Carlen, JA Carrillo - Journal of Functional Analysis, 2012 - Elsevier
We investigate the long time behavior of the critical mass Patlak–Keller–Segel equation.
This equation has a one parameter family of steady-state solutions ϱλ, λ> 0, with thick tails …

Lagrangian schemes for Wasserstein gradient flows

JA Carrillo, D Matthes, MT Wolfram - Handbook of Numerical Analysis, 2021 - Elsevier
This chapter reviews different numerical methods for specific examples of Wasserstein
gradient flows: we focus on nonlinear Fokker-Planck equations, but also discuss …

Unconditionally positivity preserving and energy dissipative schemes for Poisson–Nernst–Planck equations

J Shen, J Xu - Numerische Mathematik, 2021 - Springer
We develop a set of numerical schemes for the Poisson–Nernst–Planck equations. We
prove that our schemes are mass conservative, uniquely solvable and keep positivity …

[HTML][HTML] Porous medium equation and cross-diffusion systems as limit of nonlocal interaction

M Burger, A Esposito - Nonlinear Analysis, 2023 - Elsevier
This paper studies the derivation of the quadratic porous medium equation and a class of
cross-diffusion systems from nonlocal interactions. We prove convergence of solutions of a …

Degenerate Cahn-Hilliard systems: From nonlocal to local

JA Carrillo, C Elbar, J Skrzeczkowski - arxiv preprint arxiv:2303.11929, 2023 - arxiv.org
We provide a rigorous mathematical framework to establish the limit of a nonlocal model of
cell-cell adhesion system to a local model. When the parameter of the nonlocality goes to 0 …