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

Bibliographic Details
Main Author: Cortinhal, M. J.
Publication Date: 2016
Other Authors: Mourão, M. C., Nunes, A. C.
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10071/12322
Summary: 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.Elsevier Science BV2017-01-10T11:04:07Z2016-01-01T00:00:00Z20162019-03-27T16:33:28Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttp://hdl.handle.net/10071/12322eng0377-221710.1016/j.ejor.2016.04.013Cortinhal, M. J.Mourão, M. C.Nunes, A. C.info:eu-repo/semantics/embargoedAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2024-07-07T03:08:52Zoai:repositorio.iscte-iul.pt:10071/12322Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T18:16:49.274986Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
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, M. J.
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, M. J.
author_facet Cortinhal, M. J.
Mourão, M. C.
Nunes, A. C.
author_role author
author2 Mourão, M. C.
Nunes, A. C.
author2_role author
author
dc.contributor.author.fl_str_mv Cortinhal, M. J.
Mourão, M. C.
Nunes, A. C.
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 2016-01-01T00:00:00Z
2016
2017-01-10T11:04:07Z
2019-03-27T16:33:28Z
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language eng
dc.relation.none.fl_str_mv 0377-2217
10.1016/j.ejor.2016.04.013
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dc.publisher.none.fl_str_mv Elsevier Science BV
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