An optimal transport approach of hypocoercivity for the 1d kinetic Fokker-Plank equation
Samir Salem

TL;DR
This paper introduces a new quadratic optimal transport metric tailored for the 1D kinetic Fokker-Planck equation, providing novel estimates for convergence to equilibrium even with non-convex potentials.
Contribution
It develops a new quadratic transport metric that is equivalent to Wasserstein-2 and establishes trend to equilibrium estimates for the kinetic Fokker-Planck equation.
Findings
Bounded the dissipation of the distance to equilibrium in terms of the distance itself.
Derived new trend to equilibrium estimates in Wasserstein-2 like metric.
Applicable to cases with non-convex confinement potentials.
Abstract
A quadratic optimal transport metric on the set of probability measure over is introduced. The quadratic cost is given by the euclidean norm on associated to some well chosen symmetric positive matrix, which makes the metric equivalent to the usual Wasserstein-2 metric. The dissipation of the distance to the equilibrium along the kinetic Fokker-Planck flow, is bounded by below in terms of the distance itself. It enables to obtain some new type of trend to equilibrium estimate in Wasserstein-2 like metric, in the case of non-convex confinement potential.
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Taxonomy
TopicsMarkov Chains and Monte Carlo Methods · Geometric Analysis and Curvature Flows · Statistical Mechanics and Entropy
