Published August 1, 2026 | Version v1

Further Approaches of Dynamical Low-Rank Approximation for SDEs

  • 1. ROR icon University of Manchester
  • 2. ROR icon École Polytechnique Fédérale de Lausanne

Description

In this article, we propose two other DLRA-type dynamics for stochastic differential equations (SDEs) than the one studied in arXiv:2308.11581, derived from a minimization of functionals and (informally) from a Stratonovich formulation, respectively. The former approach resembles the DLRA for SDE system proposed in arXiv:1803.00499. Providing the differentiability of the diffusion, the latter procedure registers an additional term in the drift. Indeed, its derivation exploits the Stratonovich formulation to write stochastic processes on manifold, and, hence, possesses a term that depends on the geometry of the manifold itself. These developments open the debate on which formalism is more suitable and what DLRA for SDEs really is.

MSC classes: 58J65, 60H10, 60H35, 65C30

Files

csqi_other_dlra-sde.pdf

Files (509.5 kB)

Name Size Download all
md5:8fdb060f0658707f0c522b248eef4710
509.5 kB Preview Download

Additional details

Funding

Swiss National Science Foundation
Dynamical low rank methods for uncertainty quantification and data assimilation 200518