Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem

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In this research, a hybrid algorithm called VMC_2OptBI_r was developed, which improved the solution search criteria applied by the 2Opt Exchange Heuristic based on a node exchange policy called Best Improvement (BI) and introducing an additional factor "1+r" to perform the 2Opt exchanges....

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Detalles Bibliográficos
Autores: Astoquillca-Yaranga, David J., Berger-Vidal, Esther
Formato: artículo
Fecha de Publicación:2023
Institución:Universidad Nacional Mayor de San Marcos
Repositorio:Revistas - Universidad Nacional Mayor de San Marcos
Lenguaje:español
OAI Identifier:oai:ojs.csi.unmsm:article/25806
Enlace del recurso:https://revistasinvestigacion.unmsm.edu.pe/index.php/rpcsis/article/view/25806
Nivel de acceso:acceso abierto
Materia:Symmetric Travelling Salesman Problem
2Opt Exchange
Nearest Neighbor
Metaheuristics
Problema del Agente Viajero Simétrico
Intercambio 2Opt
Vecino más Cercano
Metaheurísticas
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spelling Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman ProblemHeurística de Intercambio 2Opt Best Improvement_r y Nivel de Eficacia de las soluciones del Problema del Agente Viajero SimétricoAstoquillca-Yaranga, David J.Berger-Vidal, EstherAstoquillca-Yaranga, David J.Berger-Vidal, EstherSymmetric Travelling Salesman Problem2Opt ExchangeNearest NeighborMetaheuristicsProblema del Agente Viajero SimétricoIntercambio 2OptVecino más CercanoMetaheurísticasIn this research, a hybrid algorithm called VMC_2OptBI_r was developed, which improved the solution search criteria applied by the 2Opt Exchange Heuristic based on a node exchange policy called Best Improvement (BI) and introducing an additional factor "1+r" to perform the 2Opt exchanges. The "1+r" factor allows slightly modifying the selection of nodes to be exchanged, thus exploring new solutions. To measure the level of efficacy of the new algorithm, instances of the Symmetric Traveling Salesman Problem from TSPLIB were selected and compared with their basic versions: Nearest Neighbor (VMC) and VMC_2OptBI. Then, they were compared with the solutions of the SCA_2Opt and SCA_2Opt_r algorithms, where they were compared with the solutions of four metaheuristics published in recent articles (2019-2022). The results showed that the solutions obtained by the new VMC_2OptBI_r algorithm achieved an efficacy level of 100% compared to VMC, VMC_2OptBI, SCA_2Opt, a value higher than 81% compared to SCA_2Opt_r, and a range between 11% to 88% compared to the four reviewed metaheuristics for the compared instances.En esta investigación se desarrolló un algoritmo híbrido denominado VMC_2OptBI_r, que a partir de la solución inicial construida bajo el pensamiento del Vecino más Cercano se buscó mejorar el criterio de búsqueda de soluciones aplicado por la Heurística de Intercambio 2Opt basada en una política de intercambio de nodos denominada Best Improvement (BI) e introduciendo un factor adicional “1+r” al criterio para realizar los intercambios 2Opt. El factor “1+r” permite modificar ligeramente la selección de nodos a intercambiar provocando así la exploración de nuevas soluciones. Para medir el nivel de eficacia del nuevo algoritmo se seleccionaron instancias del problema del agente viajero simétrico de TSPLIB, las cuales en primer lugar se compararon con sus versiones básicas: El Vecino más Cercano (VMC) y el VMC_2OptBI; luego se compararon con las soluciones de los algoritmos SCA_2Opt, SCA_2Opt_r, donde se comparó con las soluciones de cuatro metaheurísticas publicadas en artículos recientes (2019-2022). Los resultados mostraron que las soluciones obtenidas por el nuevo algoritmo VMC_2OptBI_r alcanzaron un nivel de eficacia de 100% con respecto al VMC, VMC_2OptBI, SCA_2Opt, un valor mayor al 81% con respecto al SCA_2Opt_r y un rango entre el 11% al 88% con respecto a las cuatro metaheurísticas revisadas para las instancias comparadas.Universidad Nacional Mayor de San Marcos, Facultad de Ingeniería de Sistemas e Informática2023-06-30info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://revistasinvestigacion.unmsm.edu.pe/index.php/rpcsis/article/view/2580610.15381/rpcs.v5i1.25806Revista Peruana de Computación y Sistemas; Vol. 5 No. 1 (2023); 65-81Revista peruana de computación y sistemas; Vol. 5 Núm. 1 (2023); 65-812617-2003reponame:Revistas - Universidad Nacional Mayor de San Marcosinstname:Universidad Nacional Mayor de San Marcosinstacron:UNMSMspahttps://revistasinvestigacion.unmsm.edu.pe/index.php/rpcsis/article/view/25806/19780Derechos de autor 2023 David J. Astoquillca-Yaranga, Esther Berger-Vidalhttps://creativecommons.org/licenses/by/4.0info:eu-repo/semantics/openAccessoai:ojs.csi.unmsm:article/258062023-07-19T11:33:59Z
dc.title.none.fl_str_mv Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
Heurística de Intercambio 2Opt Best Improvement_r y Nivel de Eficacia de las soluciones del Problema del Agente Viajero Simétrico
title Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
spellingShingle Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
Astoquillca-Yaranga, David J.
Symmetric Travelling Salesman Problem
2Opt Exchange
Nearest Neighbor
Metaheuristics
Problema del Agente Viajero Simétrico
Intercambio 2Opt
Vecino más Cercano
Metaheurísticas
title_short Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
title_full Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
title_fullStr Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
title_full_unstemmed Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
title_sort Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
dc.creator.none.fl_str_mv Astoquillca-Yaranga, David J.
Berger-Vidal, Esther
Astoquillca-Yaranga, David J.
Berger-Vidal, Esther
author Astoquillca-Yaranga, David J.
author_facet Astoquillca-Yaranga, David J.
Berger-Vidal, Esther
author_role author
author2 Berger-Vidal, Esther
author2_role author
dc.subject.none.fl_str_mv Symmetric Travelling Salesman Problem
2Opt Exchange
Nearest Neighbor
Metaheuristics
Problema del Agente Viajero Simétrico
Intercambio 2Opt
Vecino más Cercano
Metaheurísticas
topic Symmetric Travelling Salesman Problem
2Opt Exchange
Nearest Neighbor
Metaheuristics
Problema del Agente Viajero Simétrico
Intercambio 2Opt
Vecino más Cercano
Metaheurísticas
description In this research, a hybrid algorithm called VMC_2OptBI_r was developed, which improved the solution search criteria applied by the 2Opt Exchange Heuristic based on a node exchange policy called Best Improvement (BI) and introducing an additional factor "1+r" to perform the 2Opt exchanges. The "1+r" factor allows slightly modifying the selection of nodes to be exchanged, thus exploring new solutions. To measure the level of efficacy of the new algorithm, instances of the Symmetric Traveling Salesman Problem from TSPLIB were selected and compared with their basic versions: Nearest Neighbor (VMC) and VMC_2OptBI. Then, they were compared with the solutions of the SCA_2Opt and SCA_2Opt_r algorithms, where they were compared with the solutions of four metaheuristics published in recent articles (2019-2022). The results showed that the solutions obtained by the new VMC_2OptBI_r algorithm achieved an efficacy level of 100% compared to VMC, VMC_2OptBI, SCA_2Opt, a value higher than 81% compared to SCA_2Opt_r, and a range between 11% to 88% compared to the four reviewed metaheuristics for the compared instances.
publishDate 2023
dc.date.none.fl_str_mv 2023-06-30
dc.type.none.fl_str_mv info:eu-repo/semantics/article
info:eu-repo/semantics/publishedVersion
format article
status_str publishedVersion
dc.identifier.none.fl_str_mv https://revistasinvestigacion.unmsm.edu.pe/index.php/rpcsis/article/view/25806
10.15381/rpcs.v5i1.25806
url https://revistasinvestigacion.unmsm.edu.pe/index.php/rpcsis/article/view/25806
identifier_str_mv 10.15381/rpcs.v5i1.25806
dc.language.none.fl_str_mv spa
language spa
dc.relation.none.fl_str_mv https://revistasinvestigacion.unmsm.edu.pe/index.php/rpcsis/article/view/25806/19780
dc.rights.none.fl_str_mv Derechos de autor 2023 David J. Astoquillca-Yaranga, Esther Berger-Vidal
https://creativecommons.org/licenses/by/4.0
info:eu-repo/semantics/openAccess
rights_invalid_str_mv Derechos de autor 2023 David J. Astoquillca-Yaranga, Esther Berger-Vidal
https://creativecommons.org/licenses/by/4.0
eu_rights_str_mv openAccess
dc.format.none.fl_str_mv application/pdf
dc.publisher.none.fl_str_mv Universidad Nacional Mayor de San Marcos, Facultad de Ingeniería de Sistemas e Informática
publisher.none.fl_str_mv Universidad Nacional Mayor de San Marcos, Facultad de Ingeniería de Sistemas e Informática
dc.source.none.fl_str_mv Revista Peruana de Computación y Sistemas; Vol. 5 No. 1 (2023); 65-81
Revista peruana de computación y sistemas; Vol. 5 Núm. 1 (2023); 65-81
2617-2003
reponame:Revistas - Universidad Nacional Mayor de San Marcos
instname:Universidad Nacional Mayor de San Marcos
instacron:UNMSM
instname_str Universidad Nacional Mayor de San Marcos
instacron_str UNMSM
institution UNMSM
reponame_str Revistas - Universidad Nacional Mayor de San Marcos
collection Revistas - Universidad Nacional Mayor de San Marcos
repository.name.fl_str_mv
repository.mail.fl_str_mv
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