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Evolutionary $\Gamma$-Convergence of Entropic Gradient Flow Structures for Fokker--Planck Equations in Multiple Dimensions

Dominik Forkert, Jan Maas, Lorenzo Portinale

2022SIAM Journal on Mathematical Analysis12 citationsDOIOpen Access PDF

Abstract

We consider finite-volume approximations of Fokker--Planck equations on bounded convex domains in $\mathbb{R}^d$ and study the corresponding gradient flow structures. We reprove the convergence of the discrete to continuous Fokker--Planck equation via the method of evolutionary $\Gamma$-convergence, i.e., we pass to the limit at the level of the gradient flow structures, generalizing the one-dimensional result obtained by Disser and Liero. The proof is of variational nature and relies on a Mosco convergence result for functionals in the discrete-to-continuum limit that is of independent interest. Our results apply to arbitrary regular meshes, even though the associated discrete transport distances may fail to converge to the Wasserstein distance in this generality.

Topics & Concepts

MathematicsBalanced flowFokker–Planck equationBounded functionConvergence (economics)Limit (mathematics)Flow (mathematics)Mathematical analysisRegular polygonPolygon meshApplied mathematicsGeometryPartial differential equationEconomic growthEconomicsGeometric Analysis and Curvature FlowsNonlinear Partial Differential EquationsNumerical methods in inverse problems
Evolutionary $\Gamma$-Convergence of Entropic Gradient Flow Structures for Fokker--Planck Equations in Multiple Dimensions | Litcius