Heuristic Exchange 2Opt Best Improvement_r and Level of Efficacy of the solutions of the Symmetric Travelling Salesman Problem
Descripción del Articulo
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....
Autores: | , |
---|---|
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 |
id |
REVUNMSM_b6a50ebffa67bfedfc2b7a74e1579089 |
---|---|
oai_identifier_str |
oai:ojs.csi.unmsm:article/25806 |
network_acronym_str |
REVUNMSM |
network_name_str |
Revistas - Universidad Nacional Mayor de San Marcos |
repository_id_str |
|
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 |
|
_version_ |
1795238282130358272 |
score |
13.871978 |
Nota importante:
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).
La información contenida en este registro es de entera responsabilidad de la institución que gestiona el repositorio institucional donde esta contenido este documento o set de datos. El CONCYTEC no se hace responsable por los contenidos (publicaciones y/o datos) accesibles a través del Repositorio Nacional Digital de Ciencia, Tecnología e Innovación de Acceso Abierto (ALICIA).