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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...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2017
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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. |
format | Online Article Text |
id | pubmed-5767222 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
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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