Variational structures for the Fokker-Planck equation with general Dirichlet boundary conditions

具有一般狄利克雷边界条件的福克-普朗克方程的变分结构

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Abstract

We prove the convergence of a modified Jordan-Kinderlehrer-Otto scheme to a solution to the Fokker-Planck equation in  Ω ⋐ Rd with general-strictly positive and temporally constant-Dirichlet boundary conditions. We work under mild assumptions on the domain, the drift, and the initial datum. In the special case where  Ω is an interval in  R1 , we prove that such a solution is a gradient flow-curve of maximal slope-within a suitable space of measures, endowed with a modified Wasserstein distance. Our discrete scheme and modified distance draw inspiration from contributions by A. Figalli and N. Gigli [J. Math. Pures Appl. 94, (2010), pp. 107-130], and J. Morales [J. Math. Pures Appl. 112, (2018), pp. 41-88] on an optimal-transport approach to evolution equations with Dirichlet boundary conditions. Similarly to these works, we allow the mass to flow from/to the boundary  ∂Ω throughout the evolution. However, our leading idea is to also keep track of the mass at the boundary by working with measures defined on the whole closure  Ω¯ . The driving functional is a modification of the classical relative entropy that also makes use of the information at the boundary. As an intermediate result, when  Ω is an interval in  R1 , we find a formula for the descending slope of this geodesically nonconvex functional.

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