A gradient-type algorithm for constrained optimization with application to microstructure optimization
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/10400.21/11459 |
Resumo: | We propose a method to optimize periodic microstructures for obtaining homogenized materials with negative Poisson ratio, using shape and/or topology variations in the model hole. The proposed approach employs worst case design in order to minimize the Poisson ratio of the (possibly anisotropic) homogenized elastic tensor in several prescribed directions. We use a minimization algorithm for inequality constraints based on an active set strategy and on a new algorithm for solving minimization problems with equality constraints, belonging to the class of null-space gradient methods. It uses first order derivatives of both the objective function and the constraints. The step is computed as a sum between a steepest descent step (minimizing the objective functional) and a correction step related to the Newton method (aiming to solve the equality constraints). The linear combination between these two steps involves coefficients similar to Lagrange multipliers which are computed in a natural way based on the Newton method. The algorithm uses no projection and thus the iterates are not feasible; the constraints are only satisfied in the limit (after convergence). A local convergence result is proven for a general nonlinear setting, where both the objective functional and the constraints are not necessarily convex functions. |
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A gradient-type algorithm for constrained optimization with application to microstructure optimizationNonlinear programmingConstrained minimizationWorst case designOptimization of microstructuresPorous materialsMicrostructureAuxetic materialsWe propose a method to optimize periodic microstructures for obtaining homogenized materials with negative Poisson ratio, using shape and/or topology variations in the model hole. The proposed approach employs worst case design in order to minimize the Poisson ratio of the (possibly anisotropic) homogenized elastic tensor in several prescribed directions. We use a minimization algorithm for inequality constraints based on an active set strategy and on a new algorithm for solving minimization problems with equality constraints, belonging to the class of null-space gradient methods. It uses first order derivatives of both the objective function and the constraints. The step is computed as a sum between a steepest descent step (minimizing the objective functional) and a correction step related to the Newton method (aiming to solve the equality constraints). The linear combination between these two steps involves coefficients similar to Lagrange multipliers which are computed in a natural way based on the Newton method. The algorithm uses no projection and thus the iterates are not feasible; the constraints are only satisfied in the limit (after convergence). A local convergence result is proven for a general nonlinear setting, where both the objective functional and the constraints are not necessarily convex functions.American Institute of Mathematical SciencesRCIPLBarbarosie, CristianToader, Anca-MariaLopes, S.2020-04-16T17:17:32Z2020-052020-05-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.21/11459engBARBAROSTE,Cristian; TOADER, Anca-Maria; LOPES, Sérgio – A gradient-type algorithm for constrained optimization with application to microstructure optimization. Discrete and Continuous Dynamical Systems – Série B. ISSN 1531-3492. Vol. 25, N.º 5 (2020), pp. 1729–17551531-349210.3934/dcdsb.2019249metadata only accessinfo: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:RCAAP2023-08-03T10:02:44Zoai:repositorio.ipl.pt:10400.21/11459Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T20:19:42.576251Repositório 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 gradient-type algorithm for constrained optimization with application to microstructure optimization |
title |
A gradient-type algorithm for constrained optimization with application to microstructure optimization |
spellingShingle |
A gradient-type algorithm for constrained optimization with application to microstructure optimization Barbarosie, Cristian Nonlinear programming Constrained minimization Worst case design Optimization of microstructures Porous materials Microstructure Auxetic materials |
title_short |
A gradient-type algorithm for constrained optimization with application to microstructure optimization |
title_full |
A gradient-type algorithm for constrained optimization with application to microstructure optimization |
title_fullStr |
A gradient-type algorithm for constrained optimization with application to microstructure optimization |
title_full_unstemmed |
A gradient-type algorithm for constrained optimization with application to microstructure optimization |
title_sort |
A gradient-type algorithm for constrained optimization with application to microstructure optimization |
author |
Barbarosie, Cristian |
author_facet |
Barbarosie, Cristian Toader, Anca-Maria Lopes, S. |
author_role |
author |
author2 |
Toader, Anca-Maria Lopes, S. |
author2_role |
author author |
dc.contributor.none.fl_str_mv |
RCIPL |
dc.contributor.author.fl_str_mv |
Barbarosie, Cristian Toader, Anca-Maria Lopes, S. |
dc.subject.por.fl_str_mv |
Nonlinear programming Constrained minimization Worst case design Optimization of microstructures Porous materials Microstructure Auxetic materials |
topic |
Nonlinear programming Constrained minimization Worst case design Optimization of microstructures Porous materials Microstructure Auxetic materials |
description |
We propose a method to optimize periodic microstructures for obtaining homogenized materials with negative Poisson ratio, using shape and/or topology variations in the model hole. The proposed approach employs worst case design in order to minimize the Poisson ratio of the (possibly anisotropic) homogenized elastic tensor in several prescribed directions. We use a minimization algorithm for inequality constraints based on an active set strategy and on a new algorithm for solving minimization problems with equality constraints, belonging to the class of null-space gradient methods. It uses first order derivatives of both the objective function and the constraints. The step is computed as a sum between a steepest descent step (minimizing the objective functional) and a correction step related to the Newton method (aiming to solve the equality constraints). The linear combination between these two steps involves coefficients similar to Lagrange multipliers which are computed in a natural way based on the Newton method. The algorithm uses no projection and thus the iterates are not feasible; the constraints are only satisfied in the limit (after convergence). A local convergence result is proven for a general nonlinear setting, where both the objective functional and the constraints are not necessarily convex functions. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-04-16T17:17:32Z 2020-05 2020-05-01T00:00:00Z |
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/10400.21/11459 |
url |
http://hdl.handle.net/10400.21/11459 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
BARBAROSTE,Cristian; TOADER, Anca-Maria; LOPES, Sérgio – A gradient-type algorithm for constrained optimization with application to microstructure optimization. Discrete and Continuous Dynamical Systems – Série B. ISSN 1531-3492. Vol. 25, N.º 5 (2020), pp. 1729–1755 1531-3492 10.3934/dcdsb.2019249 |
dc.rights.driver.fl_str_mv |
metadata only access info:eu-repo/semantics/openAccess |
rights_invalid_str_mv |
metadata only access |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
American Institute of Mathematical Sciences |
publisher.none.fl_str_mv |
American Institute of Mathematical Sciences |
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 |
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Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação |
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RCAAP |
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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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1799133464106106880 |