Cargando…
On the Impact of Fuzzy Constraints in the Variable Size and Cost Bin Packing Problem
The Variable Size and Cost Bin Packing Problem (VSCBPP) consists of minimizing the cost of all bins used to pack a set of items without exceeding the bins capacities. It is a well known NP-Hard problem with many practical applications. In this contribution we assume that the capacity of a bin can be...
Autores principales: | , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274307/ http://dx.doi.org/10.1007/978-3-030-50146-4_18 |
_version_ | 1783542552538906624 |
---|---|
author | Herrera-Franklin, Jorge Rosete, Alejandro García-Borroto, Milton Cruz-Corona, Carlos Pelta, David A. |
author_facet | Herrera-Franklin, Jorge Rosete, Alejandro García-Borroto, Milton Cruz-Corona, Carlos Pelta, David A. |
author_sort | Herrera-Franklin, Jorge |
collection | PubMed |
description | The Variable Size and Cost Bin Packing Problem (VSCBPP) consists of minimizing the cost of all bins used to pack a set of items without exceeding the bins capacities. It is a well known NP-Hard problem with many practical applications. In this contribution we assume that the capacity of a bin can be understood in a flexible way (so it may allow some overload) thus leading to a fuzzy version of the VSCBPP with fuzzy constraints. We solve the proposed fuzzy VSCBPP by using the parametric approach based on [Formula: see text]-cuts, thus defining a set of related crisp problems. By using three different solving algorithms and several instances, we explore the impact of different degrees of relaxation not only in terms of cost, but also in the structure of the solutions. |
format | Online Article Text |
id | pubmed-7274307 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
record_format | MEDLINE/PubMed |
spelling | pubmed-72743072020-06-05 On the Impact of Fuzzy Constraints in the Variable Size and Cost Bin Packing Problem Herrera-Franklin, Jorge Rosete, Alejandro García-Borroto, Milton Cruz-Corona, Carlos Pelta, David A. Information Processing and Management of Uncertainty in Knowledge-Based Systems Article The Variable Size and Cost Bin Packing Problem (VSCBPP) consists of minimizing the cost of all bins used to pack a set of items without exceeding the bins capacities. It is a well known NP-Hard problem with many practical applications. In this contribution we assume that the capacity of a bin can be understood in a flexible way (so it may allow some overload) thus leading to a fuzzy version of the VSCBPP with fuzzy constraints. We solve the proposed fuzzy VSCBPP by using the parametric approach based on [Formula: see text]-cuts, thus defining a set of related crisp problems. By using three different solving algorithms and several instances, we explore the impact of different degrees of relaxation not only in terms of cost, but also in the structure of the solutions. 2020-05-18 /pmc/articles/PMC7274307/ http://dx.doi.org/10.1007/978-3-030-50146-4_18 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Article Herrera-Franklin, Jorge Rosete, Alejandro García-Borroto, Milton Cruz-Corona, Carlos Pelta, David A. On the Impact of Fuzzy Constraints in the Variable Size and Cost Bin Packing Problem |
title | On the Impact of Fuzzy Constraints in the Variable Size and Cost Bin Packing Problem |
title_full | On the Impact of Fuzzy Constraints in the Variable Size and Cost Bin Packing Problem |
title_fullStr | On the Impact of Fuzzy Constraints in the Variable Size and Cost Bin Packing Problem |
title_full_unstemmed | On the Impact of Fuzzy Constraints in the Variable Size and Cost Bin Packing Problem |
title_short | On the Impact of Fuzzy Constraints in the Variable Size and Cost Bin Packing Problem |
title_sort | on the impact of fuzzy constraints in the variable size and cost bin packing problem |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7274307/ http://dx.doi.org/10.1007/978-3-030-50146-4_18 |
work_keys_str_mv | AT herrerafranklinjorge ontheimpactoffuzzyconstraintsinthevariablesizeandcostbinpackingproblem AT rosetealejandro ontheimpactoffuzzyconstraintsinthevariablesizeandcostbinpackingproblem AT garciaborrotomilton ontheimpactoffuzzyconstraintsinthevariablesizeandcostbinpackingproblem AT cruzcoronacarlos ontheimpactoffuzzyconstraintsinthevariablesizeandcostbinpackingproblem AT peltadavida ontheimpactoffuzzyconstraintsinthevariablesizeandcostbinpackingproblem |