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Backward error analysis of the shift-and-invert Arnoldi algorithm
We perform a backward error analysis of the inexact shift-and-invert Arnoldi algorithm. We consider inexactness in the solution of the arising linear systems, as well as in the orthonormalization steps, and take the non-orthonormality of the computed Krylov basis into account. We show that the compu...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2015
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5445523/ https://www.ncbi.nlm.nih.gov/pubmed/28615740 http://dx.doi.org/10.1007/s00211-015-0759-9 |
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author | Schröder , Christian Taslaman, Leo |
author_facet | Schröder , Christian Taslaman, Leo |
author_sort | Schröder , Christian |
collection | PubMed |
description | We perform a backward error analysis of the inexact shift-and-invert Arnoldi algorithm. We consider inexactness in the solution of the arising linear systems, as well as in the orthonormalization steps, and take the non-orthonormality of the computed Krylov basis into account. We show that the computed basis and Hessenberg matrix satisfy an exact shift-and-invert Krylov relation for a perturbed matrix, and we give bounds for the perturbation. We show that the shift-and-invert Arnoldi algorithm is backward stable if the condition number of the small Hessenberg matrix is not too large. This condition is then relaxed using implicit restarts. Moreover, we give notes on the Hermitian case, considering Hermitian backward errors, and finally, we use our analysis to derive a sensible breakdown condition. |
format | Online Article Text |
id | pubmed-5445523 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2015 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-54455232017-06-12 Backward error analysis of the shift-and-invert Arnoldi algorithm Schröder , Christian Taslaman, Leo Numer Math (Heidelb) Article We perform a backward error analysis of the inexact shift-and-invert Arnoldi algorithm. We consider inexactness in the solution of the arising linear systems, as well as in the orthonormalization steps, and take the non-orthonormality of the computed Krylov basis into account. We show that the computed basis and Hessenberg matrix satisfy an exact shift-and-invert Krylov relation for a perturbed matrix, and we give bounds for the perturbation. We show that the shift-and-invert Arnoldi algorithm is backward stable if the condition number of the small Hessenberg matrix is not too large. This condition is then relaxed using implicit restarts. Moreover, we give notes on the Hermitian case, considering Hermitian backward errors, and finally, we use our analysis to derive a sensible breakdown condition. Springer Berlin Heidelberg 2015-07-30 2016 /pmc/articles/PMC5445523/ /pubmed/28615740 http://dx.doi.org/10.1007/s00211-015-0759-9 Text en © The Author(s) 2015 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License ( http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. |
spellingShingle | Article Schröder , Christian Taslaman, Leo Backward error analysis of the shift-and-invert Arnoldi algorithm |
title | Backward error analysis of the shift-and-invert Arnoldi algorithm |
title_full | Backward error analysis of the shift-and-invert Arnoldi algorithm |
title_fullStr | Backward error analysis of the shift-and-invert Arnoldi algorithm |
title_full_unstemmed | Backward error analysis of the shift-and-invert Arnoldi algorithm |
title_short | Backward error analysis of the shift-and-invert Arnoldi algorithm |
title_sort | backward error analysis of the shift-and-invert arnoldi algorithm |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5445523/ https://www.ncbi.nlm.nih.gov/pubmed/28615740 http://dx.doi.org/10.1007/s00211-015-0759-9 |
work_keys_str_mv | AT schroderchristian backwarderroranalysisoftheshiftandinvertarnoldialgorithm AT taslamanleo backwarderroranalysisoftheshiftandinvertarnoldialgorithm |