Iterative thresholding low-rank time integration

Fuente: arXiv
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Main Authors: Bachmayr, Markus, Dolbeault, Matthieu, Sachsenmaier, Polina
Format: Preprint
Published: 2025
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author Bachmayr, Markus
Dolbeault, Matthieu
Sachsenmaier, Polina
author_facet Bachmayr, Markus
Dolbeault, Matthieu
Sachsenmaier, Polina
contents We develop time integration methods in low-rank representation that can adaptively adjust approximation ranks to achieve a prescribed accuracy, while ensuring that these ranks remain proportional to the corresponding best approximation ranks. Our approach relies on an iterative scheme combined with soft thresholding of the iterates. A model case of a time-dependent Schrödinger equation with low-rank matrix approximation is analyzed in detail, and the required modifications for second-order parabolic problems are described. Numerical tests illustrate the results for both cases.
format Preprint
id arxiv_https___arxiv_org_abs_2507_15848
institution arXiv
publishDate 2025
record_format arxiv
spellingShingle Iterative thresholding low-rank time integration
Bachmayr, Markus
Dolbeault, Matthieu
Sachsenmaier, Polina
Numerical Analysis
Primary 65F55, 65M12, Secondary 65Y20, 65L70
We develop time integration methods in low-rank representation that can adaptively adjust approximation ranks to achieve a prescribed accuracy, while ensuring that these ranks remain proportional to the corresponding best approximation ranks. Our approach relies on an iterative scheme combined with soft thresholding of the iterates. A model case of a time-dependent Schrödinger equation with low-rank matrix approximation is analyzed in detail, and the required modifications for second-order parabolic problems are described. Numerical tests illustrate the results for both cases.
title Iterative thresholding low-rank time integration
topic Numerical Analysis
Primary 65F55, 65M12, Secondary 65Y20, 65L70
url https://arxiv.org/abs/2507.15848