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Chebyshev model arithmetic for factorable functions

This article presents an arithmetic for the computation of Chebyshev models for factorable functions and an analysis of their convergence properties. Similar to Taylor models, Chebyshev models consist of a pair of a multivariate polynomial approximating the factorable function and an interval remain...

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Autores principales: Rajyaguru, Jai, Villanueva, Mario E., Houska, Boris, Chachuat, Benoît
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6991987/
https://www.ncbi.nlm.nih.gov/pubmed/32055105
http://dx.doi.org/10.1007/s10898-016-0474-9
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author Rajyaguru, Jai
Villanueva, Mario E.
Houska, Boris
Chachuat, Benoît
author_facet Rajyaguru, Jai
Villanueva, Mario E.
Houska, Boris
Chachuat, Benoît
author_sort Rajyaguru, Jai
collection PubMed
description This article presents an arithmetic for the computation of Chebyshev models for factorable functions and an analysis of their convergence properties. Similar to Taylor models, Chebyshev models consist of a pair of a multivariate polynomial approximating the factorable function and an interval remainder term bounding the actual gap with this polynomial approximant. Propagation rules and local convergence bounds are established for the addition, multiplication and composition operations with Chebyshev models. The global convergence of this arithmetic as the polynomial expansion order increases is also discussed. A generic implementation of Chebyshev model arithmetic is available in the library MC++. It is shown through several numerical case studies that Chebyshev models provide tighter bounds than their Taylor model counterparts, but this comes at the price of extra computational burden.
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spelling pubmed-69919872020-02-11 Chebyshev model arithmetic for factorable functions Rajyaguru, Jai Villanueva, Mario E. Houska, Boris Chachuat, Benoît J Glob Optim Article This article presents an arithmetic for the computation of Chebyshev models for factorable functions and an analysis of their convergence properties. Similar to Taylor models, Chebyshev models consist of a pair of a multivariate polynomial approximating the factorable function and an interval remainder term bounding the actual gap with this polynomial approximant. Propagation rules and local convergence bounds are established for the addition, multiplication and composition operations with Chebyshev models. The global convergence of this arithmetic as the polynomial expansion order increases is also discussed. A generic implementation of Chebyshev model arithmetic is available in the library MC++. It is shown through several numerical case studies that Chebyshev models provide tighter bounds than their Taylor model counterparts, but this comes at the price of extra computational burden. Springer US 2016-10-12 2017 /pmc/articles/PMC6991987/ /pubmed/32055105 http://dx.doi.org/10.1007/s10898-016-0474-9 Text en © The Author(s) 2016 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
Rajyaguru, Jai
Villanueva, Mario E.
Houska, Boris
Chachuat, Benoît
Chebyshev model arithmetic for factorable functions
title Chebyshev model arithmetic for factorable functions
title_full Chebyshev model arithmetic for factorable functions
title_fullStr Chebyshev model arithmetic for factorable functions
title_full_unstemmed Chebyshev model arithmetic for factorable functions
title_short Chebyshev model arithmetic for factorable functions
title_sort chebyshev model arithmetic for factorable functions
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6991987/
https://www.ncbi.nlm.nih.gov/pubmed/32055105
http://dx.doi.org/10.1007/s10898-016-0474-9
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