Stochastic variational integrators

Nawaf Bou-Rabee, Houman Owhadi

Research output: Contribution to journalArticlepeer-review

91 Scopus citations

Abstract

This paper presents a continuous and discrete Lagrangian theory for stochastic Hamiltonian systems on manifolds, akin to the Ornstein-Uhlenbeck theory of Brownian motion in a force field. The main result is to derive governing SDEs for such systems from a critical point of a stochastic action. Using this result, the paper derives Langevin-type equations for constrained mechanical systems and implements a stochastic analogue of Lagrangian reduction. These are easy consequences of the fact that the stochastic action is intrinsically defined. Stochastic variational integrators (SVIs) are developed using a discrete variational principle. The paper shows that the discrete flow of an SVI is almost surely symplectic and in the presence of symmetry almost surely momentum-map preserving. A first-order mean-squared convergent SVI for mechanical systems on Lie groups is introduced. As an application of the theory, SVIs are exhibited for multiple, randomly forced and torqued rigid bodies interacting via a potential.

Original languageEnglish (US)
Pages (from-to)421-443
Number of pages23
JournalIMA Journal of Numerical Analysis
Volume29
Issue number2
DOIs
StatePublished - Apr 2009
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • General Mathematics
  • Computational Mathematics
  • Applied Mathematics

Keywords

  • Ornstein-Uhlenbeck process
  • Stochastic Hamiltonian systems
  • Variational integrators

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