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Research on multi-objective optimal scheduling considering the balance of labor workload distribution
In order to solve the problem of unbalanced workload of employees in parallel flow shop scheduling, a method of job standard balance is proposed to describe the work balance of employees. The minimum delay time of completion and the imbalance of employee work are taken as the two goals of the model....
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8341636/ https://www.ncbi.nlm.nih.gov/pubmed/34352014 http://dx.doi.org/10.1371/journal.pone.0255737 |
_version_ | 1783733954620162048 |
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author | Hu, Zhengyu Liu, Wenrui Ling, Shengchen Fan, Kuan |
author_facet | Hu, Zhengyu Liu, Wenrui Ling, Shengchen Fan, Kuan |
author_sort | Hu, Zhengyu |
collection | PubMed |
description | In order to solve the problem of unbalanced workload of employees in parallel flow shop scheduling, a method of job standard balance is proposed to describe the work balance of employees. The minimum delay time of completion and the imbalance of employee work are taken as the two goals of the model. A bi-objective nonlinear integer programming model is proposed. NSGA-II-EDSP, NSGA-II-KES, and NSGA-II-QKES heuristic rule algorithms are designed to solve the problem. A number of computational experiments of different sizes are conducted, and compared with solutions generated by NSGA-II. The experimental results show the advantages of the proposed model and method, which error is reduced 14.56%, 15.16% and 15.67%. |
format | Online Article Text |
id | pubmed-8341636 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-83416362021-08-06 Research on multi-objective optimal scheduling considering the balance of labor workload distribution Hu, Zhengyu Liu, Wenrui Ling, Shengchen Fan, Kuan PLoS One Research Article In order to solve the problem of unbalanced workload of employees in parallel flow shop scheduling, a method of job standard balance is proposed to describe the work balance of employees. The minimum delay time of completion and the imbalance of employee work are taken as the two goals of the model. A bi-objective nonlinear integer programming model is proposed. NSGA-II-EDSP, NSGA-II-KES, and NSGA-II-QKES heuristic rule algorithms are designed to solve the problem. A number of computational experiments of different sizes are conducted, and compared with solutions generated by NSGA-II. The experimental results show the advantages of the proposed model and method, which error is reduced 14.56%, 15.16% and 15.67%. Public Library of Science 2021-08-05 /pmc/articles/PMC8341636/ /pubmed/34352014 http://dx.doi.org/10.1371/journal.pone.0255737 Text en © 2021 Hu et al https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Hu, Zhengyu Liu, Wenrui Ling, Shengchen Fan, Kuan Research on multi-objective optimal scheduling considering the balance of labor workload distribution |
title | Research on multi-objective optimal scheduling considering the balance of labor workload distribution |
title_full | Research on multi-objective optimal scheduling considering the balance of labor workload distribution |
title_fullStr | Research on multi-objective optimal scheduling considering the balance of labor workload distribution |
title_full_unstemmed | Research on multi-objective optimal scheduling considering the balance of labor workload distribution |
title_short | Research on multi-objective optimal scheduling considering the balance of labor workload distribution |
title_sort | research on multi-objective optimal scheduling considering the balance of labor workload distribution |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8341636/ https://www.ncbi.nlm.nih.gov/pubmed/34352014 http://dx.doi.org/10.1371/journal.pone.0255737 |
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