The sustainable home health care process based on multi-criteria decision-support

Detalhes bibliográficos
Autor(a) principal: Alves, Filipe Marcelo Ferreira
Data de Publicação: 2023
Outros Autores: Costa, Lino A., Rocha, Ana Maria A. C., Pereira, Ana I., Leitão, Paulo
Tipo de documento: Artigo
Idioma: eng
Título da fonte: Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
Texto Completo: https://hdl.handle.net/1822/84633
Resumo: The increase in life expectancy has led to a growing demand for Home Health Care (HHC) services. However, some problems can arise in the management of these services, leading to high computational complexity and time-consuming to obtain an exact and/or optimal solution. This study intends to contribute to an automatic multi-criteria decision-support system that allows the optimization of several objective functions simultaneously, which are often conflicting, such as costs related to travel (distance and/or time) and available resources (health professionals and vehicles) to visit the patients. In this work, the HHC scheduling and routing problem is formulated as a multi-objective approach, aiming to minimize the travel distance, the travel time and the number of vehicles, taking into account specific constraints, such as the needs of patients, allocation variables, the health professionals and the transport availability. Thus, the multi-objective genetic algorithm, based on the NSGA-II, is applied to a real-world problem of HHC visits from a Health Unit in Bragança (Portugal), to identify and examine the different compromises between the objectives using a Pareto-based approach to operational planning. Moreover, this work provides several efficient end-user solutions, which were standardized and evaluated in terms of the proposed policy and compared with current practice. The outcomes demonstrate the significance of a multi-criteria approach to HHC services.
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spelling The sustainable home health care process based on multi-criteria decision-supportMulti-criteria optimizationHome health carePlanningMetaheuristicDecision-support systemScience & TechnologyThe increase in life expectancy has led to a growing demand for Home Health Care (HHC) services. However, some problems can arise in the management of these services, leading to high computational complexity and time-consuming to obtain an exact and/or optimal solution. This study intends to contribute to an automatic multi-criteria decision-support system that allows the optimization of several objective functions simultaneously, which are often conflicting, such as costs related to travel (distance and/or time) and available resources (health professionals and vehicles) to visit the patients. In this work, the HHC scheduling and routing problem is formulated as a multi-objective approach, aiming to minimize the travel distance, the travel time and the number of vehicles, taking into account specific constraints, such as the needs of patients, allocation variables, the health professionals and the transport availability. Thus, the multi-objective genetic algorithm, based on the NSGA-II, is applied to a real-world problem of HHC visits from a Health Unit in Bragança (Portugal), to identify and examine the different compromises between the objectives using a Pareto-based approach to operational planning. Moreover, this work provides several efficient end-user solutions, which were standardized and evaluated in terms of the proposed policy and compared with current practice. The outcomes demonstrate the significance of a multi-criteria approach to HHC services.The authors are grateful to the Foundation for Science and Technology (FCT, Portugal) for financial support through national funds FCT/MCTES (PIDDAC) to CeDRI (UIDB/05757/2020 and UIDP/05757/2020), SusTEC (LA/P/0007/2021) and ALGORITMI Research Centre / LASI (UIDB/00319/2020). Filipe Alves thanks the FCT for supporting its research with the Ph.D. grant SFRH/BD/143745/2019.Multidisciplinary Digital Publishing InstituteUniversidade do MinhoAlves, Filipe Marcelo FerreiraCosta, Lino A.Rocha, Ana Maria A. C.Pereira, Ana I.Leitão, Paulo20232023-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://hdl.handle.net/1822/84633engAlves, F.; Costa, L.A.; Rocha, A.M.A.C.; Pereira, A.I.; Leitão, P. The Sustainable Home Health Care Process Based on Multi-Criteria Decision-Support. Mathematics 2023, 11, 6. https://doi.org/10.3390/math110100062227-739010.3390/math110100066https://www.mdpi.com/2227-7390/11/1/6info: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:RCAAP2023-12-23T01:34:19Zoai:repositorium.sdum.uminho.pt:1822/84633Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireopendoar:71602024-03-19T19:34:29.455588Repositório 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 The sustainable home health care process based on multi-criteria decision-support
title The sustainable home health care process based on multi-criteria decision-support
spellingShingle The sustainable home health care process based on multi-criteria decision-support
Alves, Filipe Marcelo Ferreira
Multi-criteria optimization
Home health care
Planning
Metaheuristic
Decision-support system
Science & Technology
title_short The sustainable home health care process based on multi-criteria decision-support
title_full The sustainable home health care process based on multi-criteria decision-support
title_fullStr The sustainable home health care process based on multi-criteria decision-support
title_full_unstemmed The sustainable home health care process based on multi-criteria decision-support
title_sort The sustainable home health care process based on multi-criteria decision-support
author Alves, Filipe Marcelo Ferreira
author_facet Alves, Filipe Marcelo Ferreira
Costa, Lino A.
Rocha, Ana Maria A. C.
Pereira, Ana I.
Leitão, Paulo
author_role author
author2 Costa, Lino A.
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 Marcelo Ferreira
Costa, Lino A.
Rocha, Ana Maria A. C.
Pereira, Ana I.
Leitão, Paulo
dc.subject.por.fl_str_mv Multi-criteria optimization
Home health care
Planning
Metaheuristic
Decision-support system
Science & Technology
topic Multi-criteria optimization
Home health care
Planning
Metaheuristic
Decision-support system
Science & Technology
description The increase in life expectancy has led to a growing demand for Home Health Care (HHC) services. However, some problems can arise in the management of these services, leading to high computational complexity and time-consuming to obtain an exact and/or optimal solution. This study intends to contribute to an automatic multi-criteria decision-support system that allows the optimization of several objective functions simultaneously, which are often conflicting, such as costs related to travel (distance and/or time) and available resources (health professionals and vehicles) to visit the patients. In this work, the HHC scheduling and routing problem is formulated as a multi-objective approach, aiming to minimize the travel distance, the travel time and the number of vehicles, taking into account specific constraints, such as the needs of patients, allocation variables, the health professionals and the transport availability. Thus, the multi-objective genetic algorithm, based on the NSGA-II, is applied to a real-world problem of HHC visits from a Health Unit in Bragança (Portugal), to identify and examine the different compromises between the objectives using a Pareto-based approach to operational planning. Moreover, this work provides several efficient end-user solutions, which were standardized and evaluated in terms of the proposed policy and compared with current practice. The outcomes demonstrate the significance of a multi-criteria approach to HHC services.
publishDate 2023
dc.date.none.fl_str_mv 2023
2023-01-01T00:00:00Z
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 https://hdl.handle.net/1822/84633
url https://hdl.handle.net/1822/84633
dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv Alves, F.; Costa, L.A.; Rocha, A.M.A.C.; Pereira, A.I.; Leitão, P. The Sustainable Home Health Care Process Based on Multi-Criteria Decision-Support. Mathematics 2023, 11, 6. https://doi.org/10.3390/math11010006
2227-7390
10.3390/math11010006
6
https://www.mdpi.com/2227-7390/11/1/6
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dc.publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
publisher.none.fl_str_mv Multidisciplinary Digital Publishing Institute
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
instname_str Agência para a Sociedade do Conhecimento (UMIC) - FCT - Sociedade da Informação
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reponame_str Repositório Científico de Acesso Aberto de Portugal (Repositórios Cientìficos)
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