Local search heuristics for sectoring routing in a household waste collection context

Detalhes bibliográficos
Autor(a) principal: Cortinhal, Maria João
Data de Publicação: 2016
Outros Autores: Mourão, M. Cândida, Nunes, Ana Catarina
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: http://hdl.handle.net/10400.5/27848
Resumo: This paper addresses the problem of residential waste collection, as a real life application of a sectoring-arc routing problem (SARP). Tactical decisions comprise the partition of the service territory into a number of sectors so that each sector can be covered by a set of vehicle trips. In addition, operational decisions involving the design of the vehicle trips that minimize total routing time are to be made. Apart from supporting good vehicle trips, sectors should also be planned such that the workload time imbalance as well as the number of connected components are minimized. These later try to promote service areas (sectors) geographically concentrated and grouped into delimited regions. We propose two local search methods: a hill climbing and a tabu search based heuristic. A constructive heuristic for obtaining an initial solution is also suggested. By means of a normalized weighted sum of criteria for evaluating solutions, the local search heuristics were tailored to improve the features of the initial solution. The algorithms are tested on random instances and also on real life based instances. The results show that the proposed local search methods are an efficient way of obtaining good quality solutions to implement in practice. Results also highlight that the proposed function for evaluating solutions during the search phase plays an essential role.
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spelling Local search heuristics for sectoring routing in a household waste collection contextRoutingDistrict DesignHeuristicsCapacitated Arc RoutingThis paper addresses the problem of residential waste collection, as a real life application of a sectoring-arc routing problem (SARP). Tactical decisions comprise the partition of the service territory into a number of sectors so that each sector can be covered by a set of vehicle trips. In addition, operational decisions involving the design of the vehicle trips that minimize total routing time are to be made. Apart from supporting good vehicle trips, sectors should also be planned such that the workload time imbalance as well as the number of connected components are minimized. These later try to promote service areas (sectors) geographically concentrated and grouped into delimited regions. We propose two local search methods: a hill climbing and a tabu search based heuristic. A constructive heuristic for obtaining an initial solution is also suggested. By means of a normalized weighted sum of criteria for evaluating solutions, the local search heuristics were tailored to improve the features of the initial solution. The algorithms are tested on random instances and also on real life based instances. The results show that the proposed local search methods are an efficient way of obtaining good quality solutions to implement in practice. Results also highlight that the proposed function for evaluating solutions during the search phase plays an essential role.ElsevierRepositório da Universidade de LisboaCortinhal, Maria JoãoMourão, M. CândidaNunes, Ana Catarina2023-05-31T09:50:40Z20162016-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10400.5/27848engCortinhal, Maria João; M. Cândida Mourão and Ana Catarina Nunes .(2016). “Local search heuristics for sectoring routing in a household waste collection context”. European Journal of Operational Research. Volume 255: Issue 1: pp. 68-79 . (Search PDF in 2023).0377-2217doi.org/10.1016/j.ejor.2016.04.013info: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:RCAAP2023-06-04T01:30:54Zoai:www.repository.utl.pt:10400.5/27848Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T17:59:49.973040Repositório 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 Local search heuristics for sectoring routing in a household waste collection context
title Local search heuristics for sectoring routing in a household waste collection context
spellingShingle Local search heuristics for sectoring routing in a household waste collection context
Cortinhal, Maria João
Routing
District Design
Heuristics
Capacitated Arc Routing
title_short Local search heuristics for sectoring routing in a household waste collection context
title_full Local search heuristics for sectoring routing in a household waste collection context
title_fullStr Local search heuristics for sectoring routing in a household waste collection context
title_full_unstemmed Local search heuristics for sectoring routing in a household waste collection context
title_sort Local search heuristics for sectoring routing in a household waste collection context
author Cortinhal, Maria João
author_facet Cortinhal, Maria João
Mourão, M. Cândida
Nunes, Ana Catarina
author_role author
author2 Mourão, M. Cândida
Nunes, Ana Catarina
author2_role author
author
dc.contributor.none.fl_str_mv Repositório da Universidade de Lisboa
dc.contributor.author.fl_str_mv Cortinhal, Maria João
Mourão, M. Cândida
Nunes, Ana Catarina
dc.subject.por.fl_str_mv Routing
District Design
Heuristics
Capacitated Arc Routing
topic Routing
District Design
Heuristics
Capacitated Arc Routing
description This paper addresses the problem of residential waste collection, as a real life application of a sectoring-arc routing problem (SARP). Tactical decisions comprise the partition of the service territory into a number of sectors so that each sector can be covered by a set of vehicle trips. In addition, operational decisions involving the design of the vehicle trips that minimize total routing time are to be made. Apart from supporting good vehicle trips, sectors should also be planned such that the workload time imbalance as well as the number of connected components are minimized. These later try to promote service areas (sectors) geographically concentrated and grouped into delimited regions. We propose two local search methods: a hill climbing and a tabu search based heuristic. A constructive heuristic for obtaining an initial solution is also suggested. By means of a normalized weighted sum of criteria for evaluating solutions, the local search heuristics were tailored to improve the features of the initial solution. The algorithms are tested on random instances and also on real life based instances. The results show that the proposed local search methods are an efficient way of obtaining good quality solutions to implement in practice. Results also highlight that the proposed function for evaluating solutions during the search phase plays an essential role.
publishDate 2016
dc.date.none.fl_str_mv 2016
2016-01-01T00:00:00Z
2023-05-31T09:50:40Z
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/10400.5/27848
url http://hdl.handle.net/10400.5/27848
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Cortinhal, Maria João; M. Cândida Mourão and Ana Catarina Nunes .(2016). “Local search heuristics for sectoring routing in a household waste collection context”. European Journal of Operational Research. Volume 255: Issue 1: pp. 68-79 . (Search PDF in 2023).
0377-2217
doi.org/10.1016/j.ejor.2016.04.013
dc.rights.driver.fl_str_mv info:eu-repo/semantics/openAccess
eu_rights_str_mv openAccess
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dc.publisher.none.fl_str_mv Elsevier
publisher.none.fl_str_mv Elsevier
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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