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A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands
In the field of model order reduction for frequency response problems, the minimal rational interpolation (MRI) method has been shown to be quite effective. However, in some cases, numerical instabilities may arise when applying MRI to build a surrogate model over a large frequency range, spanning s...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8724177/ https://www.ncbi.nlm.nih.gov/pubmed/35036278 http://dx.doi.org/10.1186/s13362-021-00117-4 |
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author | Pradovera, Davide Nobile, Fabio |
author_facet | Pradovera, Davide Nobile, Fabio |
author_sort | Pradovera, Davide |
collection | PubMed |
description | In the field of model order reduction for frequency response problems, the minimal rational interpolation (MRI) method has been shown to be quite effective. However, in some cases, numerical instabilities may arise when applying MRI to build a surrogate model over a large frequency range, spanning several orders of magnitude. We propose a strategy to overcome these instabilities, replacing an unstable global MRI surrogate with a union of stable local rational models. The partitioning of the frequency range into local frequency sub-ranges is performed automatically and adaptively, and is complemented by a (greedy) adaptive selection of the sampled frequencies over each sub-range. We verify the effectiveness of our proposed method with two numerical examples. |
format | Online Article Text |
id | pubmed-8724177 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-87241772022-01-13 A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands Pradovera, Davide Nobile, Fabio J Math Ind Research In the field of model order reduction for frequency response problems, the minimal rational interpolation (MRI) method has been shown to be quite effective. However, in some cases, numerical instabilities may arise when applying MRI to build a surrogate model over a large frequency range, spanning several orders of magnitude. We propose a strategy to overcome these instabilities, replacing an unstable global MRI surrogate with a union of stable local rational models. The partitioning of the frequency range into local frequency sub-ranges is performed automatically and adaptively, and is complemented by a (greedy) adaptive selection of the sampled frequencies over each sub-range. We verify the effectiveness of our proposed method with two numerical examples. Springer Berlin Heidelberg 2022-01-03 2022 /pmc/articles/PMC8724177/ /pubmed/35036278 http://dx.doi.org/10.1186/s13362-021-00117-4 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This 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 | Research Pradovera, Davide Nobile, Fabio A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands |
title | A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands |
title_full | A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands |
title_fullStr | A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands |
title_full_unstemmed | A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands |
title_short | A technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands |
title_sort | technique for non-intrusive greedy piecewise-rational model reduction of frequency response problems over wide frequency bands |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8724177/ https://www.ncbi.nlm.nih.gov/pubmed/35036278 http://dx.doi.org/10.1186/s13362-021-00117-4 |
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