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Spectral methods for Langevin dynamics and associated error estimates

Research output: Contribution to journalArticlepeer-review

Abstract

We prove the consistency of Galerkin methods to solve Poisson equations where the differential operator under consideration is hypocoercive. We show in particular how the hypocoercive nature of the generator associated with Langevin dynamics can be used at the discrete level to first prove the invertibility of the rigidity matrix, and next provide error bounds on the approximation of the solution of the Poisson equation. We present general convergence results in an abstract setting, as well as explicit convergence rates for a simple example discretized using a tensor basis. Our theoretical findings are illustrated by numerical simulations.

Original languageEnglish
Pages (from-to)1051-1083
Number of pages33
JournalMathematical Modelling and Numerical Analysis
Volume52
Issue number3
DOIs
Publication statusPublished - 1 May 2018

Keywords

  • Error estimates.
  • Langevin dynamics
  • Poisson equation
  • Spectral methods

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