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Single machine scheduling problems with sequence-dependent setup times and precedence delays
Sequence-dependent setup times and precedence delays occur frequently in various production environments. This study investigates the single machine scheduling problem with setup times and precedence delays that occur in an amplifier assembly company. This study proposes a novel mixed-integer linear...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9177696/ https://www.ncbi.nlm.nih.gov/pubmed/35676306 http://dx.doi.org/10.1038/s41598-022-13278-y |
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author | Lin, Shih-Wei Ying, Kuo-Ching |
author_facet | Lin, Shih-Wei Ying, Kuo-Ching |
author_sort | Lin, Shih-Wei |
collection | PubMed |
description | Sequence-dependent setup times and precedence delays occur frequently in various production environments. This study investigates the single machine scheduling problem with setup times and precedence delays that occur in an amplifier assembly company. This study proposes a novel mixed-integer linear programming model and a lean iterated greedy algorithm to minimize the makespan for this problem. Based on the property of delayed precedence constraints, the lean iterated greedy (LIG) algorithm uses a simple but effective lean construction mechanism that can discard infeasible solutions to reduce the waste of unnecessary searches and quickly converge to the (near) global optimum. The computational results show that LIG significantly outperforms the state-of-the-art algorithm in terms of solution quality and computational efficiency. This study mainly contributes to providing a simple, effective, and efficient algorithm that can facilitate industrial applications and serve as a new benchmark approach for future research. |
format | Online Article Text |
id | pubmed-9177696 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-91776962022-06-10 Single machine scheduling problems with sequence-dependent setup times and precedence delays Lin, Shih-Wei Ying, Kuo-Ching Sci Rep Article Sequence-dependent setup times and precedence delays occur frequently in various production environments. This study investigates the single machine scheduling problem with setup times and precedence delays that occur in an amplifier assembly company. This study proposes a novel mixed-integer linear programming model and a lean iterated greedy algorithm to minimize the makespan for this problem. Based on the property of delayed precedence constraints, the lean iterated greedy (LIG) algorithm uses a simple but effective lean construction mechanism that can discard infeasible solutions to reduce the waste of unnecessary searches and quickly converge to the (near) global optimum. The computational results show that LIG significantly outperforms the state-of-the-art algorithm in terms of solution quality and computational efficiency. This study mainly contributes to providing a simple, effective, and efficient algorithm that can facilitate industrial applications and serve as a new benchmark approach for future research. Nature Publishing Group UK 2022-06-08 /pmc/articles/PMC9177696/ /pubmed/35676306 http://dx.doi.org/10.1038/s41598-022-13278-y Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Lin, Shih-Wei Ying, Kuo-Ching Single machine scheduling problems with sequence-dependent setup times and precedence delays |
title | Single machine scheduling problems with sequence-dependent setup times and precedence delays |
title_full | Single machine scheduling problems with sequence-dependent setup times and precedence delays |
title_fullStr | Single machine scheduling problems with sequence-dependent setup times and precedence delays |
title_full_unstemmed | Single machine scheduling problems with sequence-dependent setup times and precedence delays |
title_short | Single machine scheduling problems with sequence-dependent setup times and precedence delays |
title_sort | single machine scheduling problems with sequence-dependent setup times and precedence delays |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9177696/ https://www.ncbi.nlm.nih.gov/pubmed/35676306 http://dx.doi.org/10.1038/s41598-022-13278-y |
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