Operator-splitting schemes for degenerate, non-local, conservative-dissipative systems

Abstract

In this paper, we develop a natural operator-splitting variational scheme for a general class of non-local, degenerate conservative-dissipative evolutionary equations. The splitting-scheme consists of two phases, a conservative (transport) phase and a dissipative (diffusion) phase. The first phase is solved exactly using the method of characteristic and DiPerna-Lions theory while the second phase is solved approximately using a JKO-type variational scheme that minimizes an energy functional with respect to a certain Kantorovich optimal transport cost functional. In addition, we also introduce an entropic-regularisation of the scheme. We prove the convergence of both schemes to a weak solution of the evolutionary equation. We illustrate the generality of our work by providing a number of examples, including the kinetic Fokker-Planck equation and the (regularized) Vlasov-Poisson-Fokker-Planck equation.

Publication
Discrete and Continuous Dynamical Systems-Series A

Supplementary notes can be added here, including code, math, and images.

Daniel Adams
Daniel Adams
Maths and Stats Developer

My research interests include Wasserstein gradient flows, large deviations, interacting particle systems, non-equilibrium dynamics and homogenization.