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Low-rank Parareal: a low-rank parallel-in-time integrator

In this work, the Parareal algorithm is applied to evolution problems that admit good low-rank approximations and for which the dynamical low-rank approximation (DLRA) can be used as time stepper. Many discrete integrators for DLRA have recently been proposed, based on splitting the projected vector...

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Detalles Bibliográficos
Autores principales: Carrel, Benjamin, Gander, Martin J., Vandereycken, Bart
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Netherlands 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9899195/
https://www.ncbi.nlm.nih.gov/pubmed/36756608
http://dx.doi.org/10.1007/s10543-023-00953-3
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author Carrel, Benjamin
Gander, Martin J.
Vandereycken, Bart
author_facet Carrel, Benjamin
Gander, Martin J.
Vandereycken, Bart
author_sort Carrel, Benjamin
collection PubMed
description In this work, the Parareal algorithm is applied to evolution problems that admit good low-rank approximations and for which the dynamical low-rank approximation (DLRA) can be used as time stepper. Many discrete integrators for DLRA have recently been proposed, based on splitting the projected vector field or by applying projected Runge–Kutta methods. The cost and accuracy of these methods are mostly governed by the rank chosen for the approximation. These properties are used in a new method, called low-rank Parareal, in order to obtain a time-parallel DLRA solver for evolution problems. The algorithm is analyzed on affine linear problems and the results are illustrated numerically.
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spelling pubmed-98991952023-02-06 Low-rank Parareal: a low-rank parallel-in-time integrator Carrel, Benjamin Gander, Martin J. Vandereycken, Bart BIT Numer Math Article In this work, the Parareal algorithm is applied to evolution problems that admit good low-rank approximations and for which the dynamical low-rank approximation (DLRA) can be used as time stepper. Many discrete integrators for DLRA have recently been proposed, based on splitting the projected vector field or by applying projected Runge–Kutta methods. The cost and accuracy of these methods are mostly governed by the rank chosen for the approximation. These properties are used in a new method, called low-rank Parareal, in order to obtain a time-parallel DLRA solver for evolution problems. The algorithm is analyzed on affine linear problems and the results are illustrated numerically. Springer Netherlands 2023-02-04 2023 /pmc/articles/PMC9899195/ /pubmed/36756608 http://dx.doi.org/10.1007/s10543-023-00953-3 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Article
Carrel, Benjamin
Gander, Martin J.
Vandereycken, Bart
Low-rank Parareal: a low-rank parallel-in-time integrator
title Low-rank Parareal: a low-rank parallel-in-time integrator
title_full Low-rank Parareal: a low-rank parallel-in-time integrator
title_fullStr Low-rank Parareal: a low-rank parallel-in-time integrator
title_full_unstemmed Low-rank Parareal: a low-rank parallel-in-time integrator
title_short Low-rank Parareal: a low-rank parallel-in-time integrator
title_sort low-rank parareal: a low-rank parallel-in-time integrator
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9899195/
https://www.ncbi.nlm.nih.gov/pubmed/36756608
http://dx.doi.org/10.1007/s10543-023-00953-3
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