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Singular flows with time-varying weights

Immanuel Ben Porat, José A. Carrillo, Pierre-Emmanuel Jabin

TL;DR

This work extends the mean-field analysis of singular Coulomb-type flows to the setting where interaction weights evolve in time. By marrying a renormalized modulated-energy framework with novel functional inequalities tailored to time-dependent source terms, the authors establish global well-posedness for the mean-field PDE $\partial_t\mu - \nabla\cdot(\mu\mathbb{J}\nabla V\star\mu)=h[\mu]$ and global well-posedness for the associated particle system with evolving weights. The main technical advance is a time-dependent commutator estimate that controls off-diagonal interactions and a regularized-energy argument that bounds the cross-term involving $h[\mu]$, enabling a Grönwall-type convergence of the empirical measure $\mu_N$ to $\mu$ in the mean-field limit. Overall, the paper provides a rigorous framework for mean-field limits with evolving weights in high dimensions, contributing to the theory of nonlocal transport with source terms and informing models of time-dependent opinion or agent-influence dynamics.

Abstract

We study the mean field limit for singular dynamics with time evolving weights. Our results are an extension of the work of Serfaty \cite{duerinckx2020mean} and Bresch-Jabin-Wang \cite{bresch2019modulated}, which consider singular Coulomb flows with weights which are constant time. The inclusion of time dependent weights necessitates the commutator estimates of \cite{duerinckx2020mean,bresch2019modulated}, as well as a new functional inequality. The well-posedness of the mean field PDE and the associated system of trajectories is also proved.

Singular flows with time-varying weights

TL;DR

This work extends the mean-field analysis of singular Coulomb-type flows to the setting where interaction weights evolve in time. By marrying a renormalized modulated-energy framework with novel functional inequalities tailored to time-dependent source terms, the authors establish global well-posedness for the mean-field PDE and global well-posedness for the associated particle system with evolving weights. The main technical advance is a time-dependent commutator estimate that controls off-diagonal interactions and a regularized-energy argument that bounds the cross-term involving , enabling a Grönwall-type convergence of the empirical measure to in the mean-field limit. Overall, the paper provides a rigorous framework for mean-field limits with evolving weights in high dimensions, contributing to the theory of nonlocal transport with source terms and informing models of time-dependent opinion or agent-influence dynamics.

Abstract

We study the mean field limit for singular dynamics with time evolving weights. Our results are an extension of the work of Serfaty \cite{duerinckx2020mean} and Bresch-Jabin-Wang \cite{bresch2019modulated}, which consider singular Coulomb flows with weights which are constant time. The inclusion of time dependent weights necessitates the commutator estimates of \cite{duerinckx2020mean,bresch2019modulated}, as well as a new functional inequality. The well-posedness of the mean field PDE and the associated system of trajectories is also proved.

Paper Structure

This paper contains 12 sections, 21 theorems, 316 equations.

Key Result

Theorem 1.1

Let assumptions (H1)-(H2) hold. Then, there exists a unique solution to the problem eq:-13 with initial data $\mu_{0}$. Moreover, this solution satisfies $\mu \in C\left([0,T];L^{p}(\mathbb{R}^{d})\right)$ for all $1\leq p \leq \infty$ and $\mu \in L^{\infty}\left([0,T];W^{1,p}(\mathbb{R}^{d})\right where $\overline{R}=\overline{R}(\left\Vert \mu_{0}\right\Vert _{L^\infty },R,T,\left\Vert S\right\

Theorems & Definitions (33)

  • Theorem 1.1
  • Theorem 1.2
  • Definition 2.1
  • Theorem 2.2
  • Remark 2.3
  • Remark 2.4
  • Definition 2.5
  • Remark 2.6
  • Remark 2.7
  • Proposition 2.8
  • ...and 23 more