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Conscious Exploration of Alpha-Cuts in the Parametric Solution of the School Bus Routing Problem with Fuzzy Walking Distance

Combinatorial optimization problems allow for modeling multiple situations in which proper allocation of resources is needed. For some real-world problems, the use of fuzzy elements in the models allows for incorporating certain levels of uncertainty to better approximate such real-world situations....

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Autores principales: Sánchez-Ansola, Eduardo, Pérez-Pérez, Ana C., Rosete, Alejandro, Torres-Pérez, Isis, Rojas, Omar, Sosa-Gómez, Guillermo
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9200534/
https://www.ncbi.nlm.nih.gov/pubmed/35720943
http://dx.doi.org/10.1155/2022/4821927
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author Sánchez-Ansola, Eduardo
Pérez-Pérez, Ana C.
Rosete, Alejandro
Torres-Pérez, Isis
Rojas, Omar
Sosa-Gómez, Guillermo
author_facet Sánchez-Ansola, Eduardo
Pérez-Pérez, Ana C.
Rosete, Alejandro
Torres-Pérez, Isis
Rojas, Omar
Sosa-Gómez, Guillermo
author_sort Sánchez-Ansola, Eduardo
collection PubMed
description Combinatorial optimization problems allow for modeling multiple situations in which proper allocation of resources is needed. For some real-world problems, the use of fuzzy elements in the models allows for incorporating certain levels of uncertainty to better approximate such real-world situations. One way to solve combinatorial optimization problems with fuzzy elements is the parametric approach, where it is necessary to define how to explore different relaxation levels using alpha-cuts. Researchers tend to select such alpha-cuts uniformly. The current investigation proposes a novel strategy for selecting alpha-cuts in the School Bus Routing Problem with fuzzy students' maximum walking distance. This proposal bases its foundations on the number of student-bus stop pairs available according to the different levels of relaxations allowed. Results demonstrate how the proposed strategy gives attractive solutions with more diverse trade-offs, contrasted with other methods in the literature. Furthermore, it decreases the computational cost for those instances where the maximum relaxation does not provide new pairs of students-bus stops.
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spelling pubmed-92005342022-06-16 Conscious Exploration of Alpha-Cuts in the Parametric Solution of the School Bus Routing Problem with Fuzzy Walking Distance Sánchez-Ansola, Eduardo Pérez-Pérez, Ana C. Rosete, Alejandro Torres-Pérez, Isis Rojas, Omar Sosa-Gómez, Guillermo Comput Intell Neurosci Research Article Combinatorial optimization problems allow for modeling multiple situations in which proper allocation of resources is needed. For some real-world problems, the use of fuzzy elements in the models allows for incorporating certain levels of uncertainty to better approximate such real-world situations. One way to solve combinatorial optimization problems with fuzzy elements is the parametric approach, where it is necessary to define how to explore different relaxation levels using alpha-cuts. Researchers tend to select such alpha-cuts uniformly. The current investigation proposes a novel strategy for selecting alpha-cuts in the School Bus Routing Problem with fuzzy students' maximum walking distance. This proposal bases its foundations on the number of student-bus stop pairs available according to the different levels of relaxations allowed. Results demonstrate how the proposed strategy gives attractive solutions with more diverse trade-offs, contrasted with other methods in the literature. Furthermore, it decreases the computational cost for those instances where the maximum relaxation does not provide new pairs of students-bus stops. Hindawi 2022-06-08 /pmc/articles/PMC9200534/ /pubmed/35720943 http://dx.doi.org/10.1155/2022/4821927 Text en Copyright © 2022 Eduardo Sánchez-Ansola et al. https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Sánchez-Ansola, Eduardo
Pérez-Pérez, Ana C.
Rosete, Alejandro
Torres-Pérez, Isis
Rojas, Omar
Sosa-Gómez, Guillermo
Conscious Exploration of Alpha-Cuts in the Parametric Solution of the School Bus Routing Problem with Fuzzy Walking Distance
title Conscious Exploration of Alpha-Cuts in the Parametric Solution of the School Bus Routing Problem with Fuzzy Walking Distance
title_full Conscious Exploration of Alpha-Cuts in the Parametric Solution of the School Bus Routing Problem with Fuzzy Walking Distance
title_fullStr Conscious Exploration of Alpha-Cuts in the Parametric Solution of the School Bus Routing Problem with Fuzzy Walking Distance
title_full_unstemmed Conscious Exploration of Alpha-Cuts in the Parametric Solution of the School Bus Routing Problem with Fuzzy Walking Distance
title_short Conscious Exploration of Alpha-Cuts in the Parametric Solution of the School Bus Routing Problem with Fuzzy Walking Distance
title_sort conscious exploration of alpha-cuts in the parametric solution of the school bus routing problem with fuzzy walking distance
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9200534/
https://www.ncbi.nlm.nih.gov/pubmed/35720943
http://dx.doi.org/10.1155/2022/4821927
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