A multi-objective approach to the optimization of home care visits scheduling
Main Author: | |
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Publication Date: | 2019 |
Other Authors: | , , , |
Language: | eng |
Source: | Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
Download full: | https://hdl.handle.net/1822/61016 |
Summary: | Due to the increasing of life expectancy in the developed countries, the demand for home health care services is growing dramatically. Usually, home services are planned manually and lead to various optimization problems in their activities. In this sense, health units are confronted with appropriate scheduling which may contain multiple, often conflicting, objectives such as minimizing the costs related to the traveling distance while minimizing the traveling time. In order to analyze and discuss different trade-offs between these objectives, it is proposed a multi-objective approach to home health care scheduling in which the problem is solved using the Tchebycheff method and a Genetic algorithm. Different alternative solutions are presented to the decision maker that taking into account his/her preferences chooses the appropriate solution. A problem with real data from a home health care service is solved. The results highlight the importance of a multi-objective approach to optimize and support decision making in home health care services. Moreover, this approach provides efficient and good solutions in a reasonable time. |
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A multi-objective approach to the optimization of home care visits schedulingHome health careMulti-objectiveOptimizationSchedulingScience & TechnologyDue to the increasing of life expectancy in the developed countries, the demand for home health care services is growing dramatically. Usually, home services are planned manually and lead to various optimization problems in their activities. In this sense, health units are confronted with appropriate scheduling which may contain multiple, often conflicting, objectives such as minimizing the costs related to the traveling distance while minimizing the traveling time. In order to analyze and discuss different trade-offs between these objectives, it is proposed a multi-objective approach to home health care scheduling in which the problem is solved using the Tchebycheff method and a Genetic algorithm. Different alternative solutions are presented to the decision maker that taking into account his/her preferences chooses the appropriate solution. A problem with real data from a home health care service is solved. The results highlight the importance of a multi-objective approach to optimize and support decision making in home health care services. Moreover, this approach provides efficient and good solutions in a reasonable time.Programa Operacional Temático Factores de Competitividade(POCI-01-0145-FEDER-007043.SCITEPRESSUniversidade do MinhoAlves, FilipeCosta, LinoRocha, Ana Maria A. C.Pereira, Ana I.Leitão, Paulo20192019-01-01T00:00:00Zconference paperinfo:eu-repo/semantics/publishedVersionapplication/pdfhttps://hdl.handle.net/1822/61016eng978989758352010.5220/0007565704350442info: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:RCAAP2024-05-11T05:42:30Zoai:repositorium.sdum.uminho.pt:1822/61016Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T15:27:27.347673Repositórios 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 |
A multi-objective approach to the optimization of home care visits scheduling |
title |
A multi-objective approach to the optimization of home care visits scheduling |
spellingShingle |
A multi-objective approach to the optimization of home care visits scheduling Alves, Filipe Home health care Multi-objective Optimization Scheduling Science & Technology |
title_short |
A multi-objective approach to the optimization of home care visits scheduling |
title_full |
A multi-objective approach to the optimization of home care visits scheduling |
title_fullStr |
A multi-objective approach to the optimization of home care visits scheduling |
title_full_unstemmed |
A multi-objective approach to the optimization of home care visits scheduling |
title_sort |
A multi-objective approach to the optimization of home care visits scheduling |
author |
Alves, Filipe |
author_facet |
Alves, Filipe Costa, Lino Rocha, Ana Maria A. C. Pereira, Ana I. Leitão, Paulo |
author_role |
author |
author2 |
Costa, Lino Rocha, Ana Maria A. C. Pereira, Ana I. Leitão, Paulo |
author2_role |
author author author author |
dc.contributor.none.fl_str_mv |
Universidade do Minho |
dc.contributor.author.fl_str_mv |
Alves, Filipe Costa, Lino Rocha, Ana Maria A. C. Pereira, Ana I. Leitão, Paulo |
dc.subject.por.fl_str_mv |
Home health care Multi-objective Optimization Scheduling Science & Technology |
topic |
Home health care Multi-objective Optimization Scheduling Science & Technology |
description |
Due to the increasing of life expectancy in the developed countries, the demand for home health care services is growing dramatically. Usually, home services are planned manually and lead to various optimization problems in their activities. In this sense, health units are confronted with appropriate scheduling which may contain multiple, often conflicting, objectives such as minimizing the costs related to the traveling distance while minimizing the traveling time. In order to analyze and discuss different trade-offs between these objectives, it is proposed a multi-objective approach to home health care scheduling in which the problem is solved using the Tchebycheff method and a Genetic algorithm. Different alternative solutions are presented to the decision maker that taking into account his/her preferences chooses the appropriate solution. A problem with real data from a home health care service is solved. The results highlight the importance of a multi-objective approach to optimize and support decision making in home health care services. Moreover, this approach provides efficient and good solutions in a reasonable time. |
publishDate |
2019 |
dc.date.none.fl_str_mv |
2019 2019-01-01T00:00:00Z |
dc.type.driver.fl_str_mv |
conference paper |
dc.type.status.fl_str_mv |
info:eu-repo/semantics/publishedVersion |
status_str |
publishedVersion |
dc.identifier.uri.fl_str_mv |
https://hdl.handle.net/1822/61016 |
url |
https://hdl.handle.net/1822/61016 |
dc.language.iso.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
9789897583520 10.5220/0007565704350442 |
dc.rights.driver.fl_str_mv |
info:eu-repo/semantics/openAccess |
eu_rights_str_mv |
openAccess |
dc.format.none.fl_str_mv |
application/pdf |
dc.publisher.none.fl_str_mv |
SCITEPRESS |
publisher.none.fl_str_mv |
SCITEPRESS |
dc.source.none.fl_str_mv |
reponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia instacron:RCAAP |
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RCAAP |
institution |
RCAAP |
reponame_str |
Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) |
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Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologia |
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1833595326086250496 |