A global hybrid derivative-free method for high-dimensional systems of nonlinear equations
Autor(a) principal: | |
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Data de Publicação: | 2020 |
Outros Autores: | , |
Tipo de documento: | Artigo |
Idioma: | eng |
Título da fonte: | Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
Texto Completo: | http://hdl.handle.net/10362/116219 |
Resumo: | Fundação para a Ciência e a Tecnologia (Portuguese Foundation for Science and Technology) under the projects PTDC/MAT-APL/28400/2017 and UID/MAT/00297/2019. Marcia A. Gomes-Ruggiero: Partially supported by PRONEX-Optimization; CNPq (Grants 306220/2009-1 and 309733/2013-8); FAPESP (Grants 2013/05475-7 and 2013/07375-0) and CAPES. |
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Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
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7160 |
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A global hybrid derivative-free method for high-dimensional systems of nonlinear equationsDerivative-free optimization methodsInexact NewtonNonlinear systems of equationsNonmonotone line searchSpectral residualControl and OptimizationComputational MathematicsApplied MathematicsFundação para a Ciência e a Tecnologia (Portuguese Foundation for Science and Technology) under the projects PTDC/MAT-APL/28400/2017 and UID/MAT/00297/2019. Marcia A. Gomes-Ruggiero: Partially supported by PRONEX-Optimization; CNPq (Grants 306220/2009-1 and 309733/2013-8); FAPESP (Grants 2013/05475-7 and 2013/07375-0) and CAPES.This work concerns the numerical solution of high-dimensional systems of nonlinear equations, when derivatives are not available for use, but assuming that all functions defining the problem are continuously differentiable. A hybrid approach is taken, based on a derivative-free iterative method, organized in two phases. The first phase is defined by derivative-free versions of a fixed-point method that employs spectral parameters to define the steplength along the residual direction. The second phase consists on a matrix-free inexact Newton method that employs the Generalized Minimal Residual algorithm to solve the linear system that computes the search direction. This second phase will only take place if the first one fails to find a better point after a predefined number of reductions in the step size. In all stages, the criterion to accept a new point considers a nonmonotone decrease condition upon a merit function. Convergence results are established and the numerical performance is assessed through experiments in a set of problems collected from the literature. Both the theoretical and the experimental analysis support the feasibility of the proposed hybrid strategy.DM - Departamento de MatemáticaCMA - Centro de Matemática e AplicaçõesRUNBegiato, Rodolfo G.Custódio, Ana LuisaGomes-Ruggiero, Márcia A.2021-04-26T22:55:03Z2020-01-012020-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/article20application/pdfhttp://hdl.handle.net/10362/116219eng0926-6003PURE: 15483455https://doi.org/10.1007/s10589-019-00149-yinfo:eu-repo/semantics/openAccessreponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãoinstacron:RCAAP2024-03-11T04:58:41Zoai:run.unl.pt:10362/116219Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-20T03:42:59.699158Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informaçãofalse |
dc.title.none.fl_str_mv |
A global hybrid derivative-free method for high-dimensional systems of nonlinear equations |
title |
A global hybrid derivative-free method for high-dimensional systems of nonlinear equations |
spellingShingle |
A global hybrid derivative-free method for high-dimensional systems of nonlinear equations Begiato, Rodolfo G. Derivative-free optimization methods Inexact Newton Nonlinear systems of equations Nonmonotone line search Spectral residual Control and Optimization Computational Mathematics Applied Mathematics |
title_short |
A global hybrid derivative-free method for high-dimensional systems of nonlinear equations |
title_full |
A global hybrid derivative-free method for high-dimensional systems of nonlinear equations |
title_fullStr |
A global hybrid derivative-free method for high-dimensional systems of nonlinear equations |
title_full_unstemmed |
A global hybrid derivative-free method for high-dimensional systems of nonlinear equations |
title_sort |
A global hybrid derivative-free method for high-dimensional systems of nonlinear equations |
author |
Begiato, Rodolfo G. |
author_facet |
Begiato, Rodolfo G. Custódio, Ana Luisa Gomes-Ruggiero, Márcia A. |
author_role |
author |
author2 |
Custódio, Ana Luisa Gomes-Ruggiero, Márcia A. |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
DM - Departamento de Matemática CMA - Centro de Matemática e Aplicações RUN |
dc.contributor.author.fl_str_mv |
Begiato, Rodolfo G. Custódio, Ana Luisa Gomes-Ruggiero, Márcia A. |
dc.subject.por.fl_str_mv |
Derivative-free optimization methods Inexact Newton Nonlinear systems of equations Nonmonotone line search Spectral residual Control and Optimization Computational Mathematics Applied Mathematics |
topic |
Derivative-free optimization methods Inexact Newton Nonlinear systems of equations Nonmonotone line search Spectral residual Control and Optimization Computational Mathematics Applied Mathematics |
description |
Fundação para a Ciência e a Tecnologia (Portuguese Foundation for Science and Technology) under the projects PTDC/MAT-APL/28400/2017 and UID/MAT/00297/2019. Marcia A. Gomes-Ruggiero: Partially supported by PRONEX-Optimization; CNPq (Grants 306220/2009-1 and 309733/2013-8); FAPESP (Grants 2013/05475-7 and 2013/07375-0) and CAPES. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-01-01 2020-01-01T00:00:00Z 2021-04-26T22:55:03Z |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
dc.type.driver.fl_str_mv |
info:eu-repo/semantics/article |
format |
article |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
http://hdl.handle.net/10362/116219 |
url |
http://hdl.handle.net/10362/116219 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
0926-6003 PURE: 15483455 https://doi.org/10.1007/s10589-019-00149-y |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
20 application/pdf |
dc.source.none.fl_str_mv |
reponame:Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) instname:Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação instacron:RCAAP |
instname_str |
Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
instacron_str |
RCAAP |
institution |
RCAAP |
reponame_str |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
collection |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) |
repository.name.fl_str_mv |
Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos) - Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
repository.mail.fl_str_mv |
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1799138040531124224 |