Dynamical low-rank tensor approximations to high-dimensional parabolic problems: existence and convergence of spatial discretizations
Abstract We consider dynamical low-rank approximations to parabolic problems on higher-order tensor manifolds in Hilbert spaces. In addition to existence of solutions and their stability with respect to perturbations to the problem data, we show convergence of spatial discretizations. Our framework accommodates various standard low-rank tensor formats for multivariate functions, including tensor train and hierarchical tensors.
Authors
- Henrik Eisenmann (ORCID: https://orcid.org/0000-0002-0732-5719)
- Markus Bachmayr (ORCID: https://orcid.org/0000-0002-8051-2270)
- André Uschmajew
Institutions
- University of Augsburg (DE)
- RWTH Aachen University (DE)
Publication Details
- Journal
- Numerische Mathematik
- Published
- 2025-04-23
- DOI
- https://doi.org/10.1007/s00211-025-01465-8
- Primary Topic
- Tensor decomposition and applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Deutsche Forschungsgemeinschaft
- RWTH Aachen University