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Heuristic algorithms for the minmax regret flow-shop problem with interval processing times

An uncertain version of the permutation flow-shop with unlimited buffers and the makespan as a criterion is considered. The investigated parametric uncertainty is represented by given interval-valued processing times. The maximum regret is used for the evaluation of uncertainty. Consequently, the mi...

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Detalles Bibliográficos
Autores principales: Ćwik, Michał, Józefczyk, Jerzy
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Berlin Heidelberg 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5767222/
https://www.ncbi.nlm.nih.gov/pubmed/29375268
http://dx.doi.org/10.1007/s10100-017-0485-8
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author Ćwik, Michał
Józefczyk, Jerzy
author_facet Ćwik, Michał
Józefczyk, Jerzy
author_sort Ćwik, Michał
collection PubMed
description An uncertain version of the permutation flow-shop with unlimited buffers and the makespan as a criterion is considered. The investigated parametric uncertainty is represented by given interval-valued processing times. The maximum regret is used for the evaluation of uncertainty. Consequently, the minmax regret discrete optimization problem is solved. Due to its high complexity, two relaxations are applied to simplify the optimization procedure. First of all, a greedy procedure is used for calculating the criterion’s value, as such calculation is NP-hard problem itself. Moreover, the lower bound is used instead of solving the internal deterministic flow-shop. The constructive heuristic algorithm is applied for the relaxed optimization problem. The algorithm is compared with previously elaborated other heuristic algorithms basing on the evolutionary and the middle interval approaches. The conducted computational experiments showed the advantage of the constructive heuristic algorithm with regards to both the criterion and the time of computations. The Wilcoxon paired-rank statistical test confirmed this conclusion.
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spelling pubmed-57672222018-01-25 Heuristic algorithms for the minmax regret flow-shop problem with interval processing times Ćwik, Michał Józefczyk, Jerzy Cent Eur J Oper Res Original Paper An uncertain version of the permutation flow-shop with unlimited buffers and the makespan as a criterion is considered. The investigated parametric uncertainty is represented by given interval-valued processing times. The maximum regret is used for the evaluation of uncertainty. Consequently, the minmax regret discrete optimization problem is solved. Due to its high complexity, two relaxations are applied to simplify the optimization procedure. First of all, a greedy procedure is used for calculating the criterion’s value, as such calculation is NP-hard problem itself. Moreover, the lower bound is used instead of solving the internal deterministic flow-shop. The constructive heuristic algorithm is applied for the relaxed optimization problem. The algorithm is compared with previously elaborated other heuristic algorithms basing on the evolutionary and the middle interval approaches. The conducted computational experiments showed the advantage of the constructive heuristic algorithm with regards to both the criterion and the time of computations. The Wilcoxon paired-rank statistical test confirmed this conclusion. Springer Berlin Heidelberg 2017-07-29 2018 /pmc/articles/PMC5767222/ /pubmed/29375268 http://dx.doi.org/10.1007/s10100-017-0485-8 Text en © The Author(s) 2017 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made.
spellingShingle Original Paper
Ćwik, Michał
Józefczyk, Jerzy
Heuristic algorithms for the minmax regret flow-shop problem with interval processing times
title Heuristic algorithms for the minmax regret flow-shop problem with interval processing times
title_full Heuristic algorithms for the minmax regret flow-shop problem with interval processing times
title_fullStr Heuristic algorithms for the minmax regret flow-shop problem with interval processing times
title_full_unstemmed Heuristic algorithms for the minmax regret flow-shop problem with interval processing times
title_short Heuristic algorithms for the minmax regret flow-shop problem with interval processing times
title_sort heuristic algorithms for the minmax regret flow-shop problem with interval processing times
topic Original Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5767222/
https://www.ncbi.nlm.nih.gov/pubmed/29375268
http://dx.doi.org/10.1007/s10100-017-0485-8
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