English

Computational Mean-field information dynamics associated with Reaction diffusion equations

Optimization and Control 2022-07-20 v2 Mathematical Physics math.MP

Abstract

We formulate and compute a class of mean-field information dynamics for reaction-diffusion equations. Given a class of nonlinear reaction-diffusion equations and entropy type Lyapunov functionals, we study their gradient flows formulations with generalized optimal transport metrics and mean-field control problems. We apply the primal-dual hybrid gradient algorithm to compute the mean-field control problems with potential energies. A byproduct of the proposed method contains a new and efficient variational scheme for solving implicit in time schemes of mean-field control problems. Several numerical examples demonstrate the solutions of mean-field control problems.

Keywords

Cite

@article{arxiv.2107.11501,
  title  = {Computational Mean-field information dynamics associated with Reaction diffusion equations},
  author = {Wuchen Li and Wonjun Lee and Stanley Osher},
  journal= {arXiv preprint arXiv:2107.11501},
  year   = {2022}
}

Comments

38 pages

R2 v1 2026-06-24T04:28:48.915Z