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Solving a capacitated waste collection problem using an open-source tool

Bibliographic Details
Main Author: Silva, Adriano S.
Publication Date: 2022
Other Authors: Alves, Filipe, Díaz de Tuesta, Jose Luis, Rocha, Ana Maria A.C., Pereira, Ana I., Silva, Adrián, Leitão, Paulo, Gomes, Helder
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: http://hdl.handle.net/10198/27312
Summary: Increasing complexity in municipal solid waste streams worldwide is pressing Solid Waste Management Systems (SWMS), which need solutions to manage the waste properly. Waste collection and transport is the first task, traditionally carried out by countries/municipalities responsible for waste management. In this approach, drivers are responsible for decision-making regarding collection routes, leading to inefficient resource expenses. In this sense, strategies to optimize waste collection routes are receiving increasing interest from authorities, companies and the scientific community. Works in this strand usually focus on waste collection route optimization in big cities, but small towns could also benefit from technological development to improve their SWMS. Waste collection is related to combinatorial optimization that can be modeled as the capacitated vehicle routing problem. In this paper, a Capacitated Waste Collection Problem will be considered to evaluate the performance of metaheuristic approaches in waste collection optimization in the city of Bragança, Portugal. The algorithms used are available on Google OR-tools, an open-source tool with modules for solving routing problems. The Guided Local Search obtained the best results in optimizing waste collection planning. Furthermore, a comparison with real waste collection data showed that the results obtained with the application of OR-Tools are promising to save resources in waste collection.
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spelling Solving a capacitated waste collection problem using an open-source toolGoogle OR-toolsOptimizationVehicle routing problemWaste collectionIncreasing complexity in municipal solid waste streams worldwide is pressing Solid Waste Management Systems (SWMS), which need solutions to manage the waste properly. Waste collection and transport is the first task, traditionally carried out by countries/municipalities responsible for waste management. In this approach, drivers are responsible for decision-making regarding collection routes, leading to inefficient resource expenses. In this sense, strategies to optimize waste collection routes are receiving increasing interest from authorities, companies and the scientific community. Works in this strand usually focus on waste collection route optimization in big cities, but small towns could also benefit from technological development to improve their SWMS. Waste collection is related to combinatorial optimization that can be modeled as the capacitated vehicle routing problem. In this paper, a Capacitated Waste Collection Problem will be considered to evaluate the performance of metaheuristic approaches in waste collection optimization in the city of Bragança, Portugal. The algorithms used are available on Google OR-tools, an open-source tool with modules for solving routing problems. The Guided Local Search obtained the best results in optimizing waste collection planning. Furthermore, a comparison with real waste collection data showed that the results obtained with the application of OR-Tools are promising to save resources in waste collection.Biblioteca Digital do IPBSilva, Adriano S.Alves, FilipeDíaz de Tuesta, Jose LuisRocha, Ana Maria A.C.Pereira, Ana I.Silva, AdriánLeitão, PauloGomes, Helder2023-02-28T15:03:56Z20222022-01-01T00:00:00Zconference objectinfo:eu-repo/semantics/publishedVersionapplication/pdfhttp://hdl.handle.net/10198/27312eng0302974310.1007/978-3-031-10562-3_11info:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-02-25T12:18:51Zoai:bibliotecadigital.ipb.pt:10198/27312Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T11:46:18.547338Repositórios 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 Solving a capacitated waste collection problem using an open-source tool
title Solving a capacitated waste collection problem using an open-source tool
spellingShingle Solving a capacitated waste collection problem using an open-source tool
Silva, Adriano S.
Google OR-tools
Optimization
Vehicle routing problem
Waste collection
title_short Solving a capacitated waste collection problem using an open-source tool
title_full Solving a capacitated waste collection problem using an open-source tool
title_fullStr Solving a capacitated waste collection problem using an open-source tool
title_full_unstemmed Solving a capacitated waste collection problem using an open-source tool
title_sort Solving a capacitated waste collection problem using an open-source tool
author Silva, Adriano S.
author_facet Silva, Adriano S.
Alves, Filipe
Díaz de Tuesta, Jose Luis
Rocha, Ana Maria A.C.
Pereira, Ana I.
Silva, Adrián
Leitão, Paulo
Gomes, Helder
author_role author
author2 Alves, Filipe
Díaz de Tuesta, Jose Luis
Rocha, Ana Maria A.C.
Pereira, Ana I.
Silva, Adrián
Leitão, Paulo
Gomes, Helder
author2_role author
author
author
author
author
author
author
dc.contributor.none.fl_str_mv Biblioteca Digital do IPB
dc.contributor.author.fl_str_mv Silva, Adriano S.
Alves, Filipe
Díaz de Tuesta, Jose Luis
Rocha, Ana Maria A.C.
Pereira, Ana I.
Silva, Adrián
Leitão, Paulo
Gomes, Helder
dc.subject.por.fl_str_mv Google OR-tools
Optimization
Vehicle routing problem
Waste collection
topic Google OR-tools
Optimization
Vehicle routing problem
Waste collection
description Increasing complexity in municipal solid waste streams worldwide is pressing Solid Waste Management Systems (SWMS), which need solutions to manage the waste properly. Waste collection and transport is the first task, traditionally carried out by countries/municipalities responsible for waste management. In this approach, drivers are responsible for decision-making regarding collection routes, leading to inefficient resource expenses. In this sense, strategies to optimize waste collection routes are receiving increasing interest from authorities, companies and the scientific community. Works in this strand usually focus on waste collection route optimization in big cities, but small towns could also benefit from technological development to improve their SWMS. Waste collection is related to combinatorial optimization that can be modeled as the capacitated vehicle routing problem. In this paper, a Capacitated Waste Collection Problem will be considered to evaluate the performance of metaheuristic approaches in waste collection optimization in the city of Bragança, Portugal. The algorithms used are available on Google OR-tools, an open-source tool with modules for solving routing problems. The Guided Local Search obtained the best results in optimizing waste collection planning. Furthermore, a comparison with real waste collection data showed that the results obtained with the application of OR-Tools are promising to save resources in waste collection.
publishDate 2022
dc.date.none.fl_str_mv 2022
2022-01-01T00:00:00Z
2023-02-28T15:03:56Z
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url http://hdl.handle.net/10198/27312
dc.language.iso.fl_str_mv eng
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10.1007/978-3-031-10562-3_11
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