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Modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products
The types and numbers of components in end-of-life (EOL) products are often uncertain during remanufacturing, leading to low disassembly efficiencies for traditional remanufacturing disassembly lines. To address this problem, a parallel mixed-flow workstation layout was designed, and a novel paralle...
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/PMC9470737/ https://www.ncbi.nlm.nih.gov/pubmed/36100695 http://dx.doi.org/10.1038/s41598-022-19783-4 |
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author | Yu, Gang Zhang, Xiufen Meng, Wei |
author_facet | Yu, Gang Zhang, Xiufen Meng, Wei |
author_sort | Yu, Gang |
collection | PubMed |
description | The types and numbers of components in end-of-life (EOL) products are often uncertain during remanufacturing, leading to low disassembly efficiencies for traditional remanufacturing disassembly lines. To address this problem, a parallel mixed-flow workstation layout was designed, and a novel parallel mixed remanufacturing disassembly line balancing optimization method for multi-variety products was proposed. A mixed-flow product disassembly task hierarchical assignment matrix was constructed to perform disassembly task allocations for similar components. Furthermore, a parallel mixed-flow remanufacturing disassembly line balancing (PMRDLB) optimization model was developed with the optimization objectives of minimizing the number of workstations, the disassembly line balancing rate, and the remanufacturing value indexes of the components. Furthermore, the multi-objective non-dominated genetic optimization method (NSGA-III) was improved, in which a chromosome construction method, based on the parallel mixed-flow disassembly task allocation matrix, was proposed to conduct mapping between the chromosomes and the PMRDLB model. In addition, non-dominated solution sorting was performed based on a Pareto hierarchy, which increased the searching rate of the algorithm during optimization. Finally, a case study verified the effectiveness and feasibility of the proposed method. |
format | Online Article Text |
id | pubmed-9470737 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-94707372022-09-15 Modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products Yu, Gang Zhang, Xiufen Meng, Wei Sci Rep Article The types and numbers of components in end-of-life (EOL) products are often uncertain during remanufacturing, leading to low disassembly efficiencies for traditional remanufacturing disassembly lines. To address this problem, a parallel mixed-flow workstation layout was designed, and a novel parallel mixed remanufacturing disassembly line balancing optimization method for multi-variety products was proposed. A mixed-flow product disassembly task hierarchical assignment matrix was constructed to perform disassembly task allocations for similar components. Furthermore, a parallel mixed-flow remanufacturing disassembly line balancing (PMRDLB) optimization model was developed with the optimization objectives of minimizing the number of workstations, the disassembly line balancing rate, and the remanufacturing value indexes of the components. Furthermore, the multi-objective non-dominated genetic optimization method (NSGA-III) was improved, in which a chromosome construction method, based on the parallel mixed-flow disassembly task allocation matrix, was proposed to conduct mapping between the chromosomes and the PMRDLB model. In addition, non-dominated solution sorting was performed based on a Pareto hierarchy, which increased the searching rate of the algorithm during optimization. Finally, a case study verified the effectiveness and feasibility of the proposed method. Nature Publishing Group UK 2022-09-13 /pmc/articles/PMC9470737/ /pubmed/36100695 http://dx.doi.org/10.1038/s41598-022-19783-4 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 Yu, Gang Zhang, Xiufen Meng, Wei Modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products |
title | Modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products |
title_full | Modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products |
title_fullStr | Modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products |
title_full_unstemmed | Modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products |
title_short | Modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products |
title_sort | modeling and solving the parallel mixed-flow remanufacturing disassembly line balancing problem for multi-variety products |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9470737/ https://www.ncbi.nlm.nih.gov/pubmed/36100695 http://dx.doi.org/10.1038/s41598-022-19783-4 |
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