An introduction to chaos-based algorithms for numerical optimization

Use of chaotic sequences as part of optimization algorithms is a novel approach to the problem. In this paper, we present, review, discuss and analyze the main chaos optimization algorithms used when the objective function is defined in a compact domain. We found that the algorithms developed in the...

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Autores:
Velásquez Henao, Juan David
Tipo de recurso:
Article of journal
Fecha de publicación:
2011
Institución:
Universidad Nacional de Colombia
Repositorio:
Universidad Nacional de Colombia
Idioma:
spa
OAI Identifier:
oai:repositorio.unal.edu.co:unal/38730
Acceso en línea:
https://repositorio.unal.edu.co/handle/unal/38730
http://bdigital.unal.edu.co/28827/
Palabra clave:
Chaos optimization algorithms
nonlinear test functions
minimization
evaluation of algor ithms.
Rights
openAccess
License
Atribución-NoComercial 4.0 Internacional
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oai_identifier_str oai:repositorio.unal.edu.co:unal/38730
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network_name_str Universidad Nacional de Colombia
repository_id_str
spelling Atribución-NoComercial 4.0 InternacionalDerechos reservados - Universidad Nacional de Colombiahttp://creativecommons.org/licenses/by-nc/4.0/info:eu-repo/semantics/openAccesshttp://purl.org/coar/access_right/c_abf2Velásquez Henao, Juan David6e2af894-3c59-45bb-95d4-43331c36572d3002019-06-28T02:55:30Z2019-06-28T02:55:30Z2011https://repositorio.unal.edu.co/handle/unal/38730http://bdigital.unal.edu.co/28827/Use of chaotic sequences as part of optimization algorithms is a novel approach to the problem. In this paper, we present, review, discuss and analyze the main chaos optimization algorithms used when the objective function is defined in a compact domain. We found that the algorithms developed in the literature are composed by one or sever al building blocks: the first wave carrier block, the second wave carrier block and a gradient-based optimization block. Experimentation, allow us to conclude that first wave carrier block is unnecessary, and the successful of algorithms is due to the combination of second wave carrier block and gradient based optimizationapplication/pdfspaUniversidad Nacional de Colombia -Sede Medellínhttp://revistas.unal.edu.co/index.php/avances/article/view/26714Universidad Nacional de Colombia Revistas electrónicas UN Avances en Sistemas e InformáticaAvances en Sistemas e InformáticaAvances en Sistemas e Informática; Vol. 8, núm. 1 (2011); 51-60 Avances en Sistemas e Informática; Vol. 8, núm. 1 (2011); 51-60 1909-0056 1657-7663Velásquez Henao, Juan David (2011) An introduction to chaos-based algorithms for numerical optimization. Avances en Sistemas e Informática; Vol. 8, núm. 1 (2011); 51-60 Avances en Sistemas e Informática; Vol. 8, núm. 1 (2011); 51-60 1909-0056 1657-7663 .An introduction to chaos-based algorithms for numerical optimizationArtículo de revistainfo:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501http://purl.org/coar/resource_type/c_2df8fbb1http://purl.org/coar/version/c_970fb48d4fbd8a85Texthttp://purl.org/redcol/resource_type/ARTChaos optimization algorithmsnonlinear test functionsminimizationevaluation of algor ithms.ORIGINAL26714-93588-1-PB.pdfapplication/pdf881878https://repositorio.unal.edu.co/bitstream/unal/38730/1/26714-93588-1-PB.pdfa179de594554075460ed7539758722f5MD51THUMBNAIL26714-93588-1-PB.pdf.jpg26714-93588-1-PB.pdf.jpgGenerated Thumbnailimage/jpeg9172https://repositorio.unal.edu.co/bitstream/unal/38730/2/26714-93588-1-PB.pdf.jpg5963b8f0d2b24eb58aa88016d668e575MD52unal/38730oai:repositorio.unal.edu.co:unal/387302023-01-20 23:04:07.757Repositorio Institucional Universidad Nacional de Colombiarepositorio_nal@unal.edu.co
dc.title.spa.fl_str_mv An introduction to chaos-based algorithms for numerical optimization
title An introduction to chaos-based algorithms for numerical optimization
spellingShingle An introduction to chaos-based algorithms for numerical optimization
Chaos optimization algorithms
nonlinear test functions
minimization
evaluation of algor ithms.
title_short An introduction to chaos-based algorithms for numerical optimization
title_full An introduction to chaos-based algorithms for numerical optimization
title_fullStr An introduction to chaos-based algorithms for numerical optimization
title_full_unstemmed An introduction to chaos-based algorithms for numerical optimization
title_sort An introduction to chaos-based algorithms for numerical optimization
dc.creator.fl_str_mv Velásquez Henao, Juan David
dc.contributor.author.spa.fl_str_mv Velásquez Henao, Juan David
dc.subject.proposal.spa.fl_str_mv Chaos optimization algorithms
nonlinear test functions
minimization
evaluation of algor ithms.
topic Chaos optimization algorithms
nonlinear test functions
minimization
evaluation of algor ithms.
description Use of chaotic sequences as part of optimization algorithms is a novel approach to the problem. In this paper, we present, review, discuss and analyze the main chaos optimization algorithms used when the objective function is defined in a compact domain. We found that the algorithms developed in the literature are composed by one or sever al building blocks: the first wave carrier block, the second wave carrier block and a gradient-based optimization block. Experimentation, allow us to conclude that first wave carrier block is unnecessary, and the successful of algorithms is due to the combination of second wave carrier block and gradient based optimization
publishDate 2011
dc.date.issued.spa.fl_str_mv 2011
dc.date.accessioned.spa.fl_str_mv 2019-06-28T02:55:30Z
dc.date.available.spa.fl_str_mv 2019-06-28T02:55:30Z
dc.type.spa.fl_str_mv Artículo de revista
dc.type.coar.fl_str_mv http://purl.org/coar/resource_type/c_2df8fbb1
dc.type.driver.spa.fl_str_mv info:eu-repo/semantics/article
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dc.type.content.spa.fl_str_mv Text
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format http://purl.org/coar/resource_type/c_6501
status_str publishedVersion
dc.identifier.uri.none.fl_str_mv https://repositorio.unal.edu.co/handle/unal/38730
dc.identifier.eprints.spa.fl_str_mv http://bdigital.unal.edu.co/28827/
url https://repositorio.unal.edu.co/handle/unal/38730
http://bdigital.unal.edu.co/28827/
dc.language.iso.spa.fl_str_mv spa
language spa
dc.relation.spa.fl_str_mv http://revistas.unal.edu.co/index.php/avances/article/view/26714
dc.relation.ispartof.spa.fl_str_mv Universidad Nacional de Colombia Revistas electrónicas UN Avances en Sistemas e Informática
Avances en Sistemas e Informática
dc.relation.ispartofseries.none.fl_str_mv Avances en Sistemas e Informática; Vol. 8, núm. 1 (2011); 51-60 Avances en Sistemas e Informática; Vol. 8, núm. 1 (2011); 51-60 1909-0056 1657-7663
dc.relation.references.spa.fl_str_mv Velásquez Henao, Juan David (2011) An introduction to chaos-based algorithms for numerical optimization. Avances en Sistemas e Informática; Vol. 8, núm. 1 (2011); 51-60 Avances en Sistemas e Informática; Vol. 8, núm. 1 (2011); 51-60 1909-0056 1657-7663 .
dc.rights.spa.fl_str_mv Derechos reservados - Universidad Nacional de Colombia
dc.rights.coar.fl_str_mv http://purl.org/coar/access_right/c_abf2
dc.rights.license.spa.fl_str_mv Atribución-NoComercial 4.0 Internacional
dc.rights.uri.spa.fl_str_mv http://creativecommons.org/licenses/by-nc/4.0/
dc.rights.accessrights.spa.fl_str_mv info:eu-repo/semantics/openAccess
rights_invalid_str_mv Atribución-NoComercial 4.0 Internacional
Derechos reservados - Universidad Nacional de Colombia
http://creativecommons.org/licenses/by-nc/4.0/
http://purl.org/coar/access_right/c_abf2
eu_rights_str_mv openAccess
dc.format.mimetype.spa.fl_str_mv application/pdf
dc.publisher.spa.fl_str_mv Universidad Nacional de Colombia -Sede Medellín
institution Universidad Nacional de Colombia
bitstream.url.fl_str_mv https://repositorio.unal.edu.co/bitstream/unal/38730/1/26714-93588-1-PB.pdf
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repository.name.fl_str_mv Repositorio Institucional Universidad Nacional de Colombia
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