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Application and planning of an energy-oriented stochastic disassembly line balancing problem
End-of-life (EOL) products are getting more and more attention as a result of the rapid decline in environmental resources and the dramatic rise in population at the moment. Disassembly is a crucial step in the reuse of EOL products. However, the disassembly process for EOL products is highly uncert...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10205562/ https://www.ncbi.nlm.nih.gov/pubmed/37222888 http://dx.doi.org/10.1007/s11356-023-27288-4 |
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author | Zhang, Xuesong Zhou, Hao Fu, Chenxi Mi, Menghan Zhan, Changshu Pham, Duc Truong Fathollahi-Fard, Amir M. |
author_facet | Zhang, Xuesong Zhou, Hao Fu, Chenxi Mi, Menghan Zhan, Changshu Pham, Duc Truong Fathollahi-Fard, Amir M. |
author_sort | Zhang, Xuesong |
collection | PubMed |
description | End-of-life (EOL) products are getting more and more attention as a result of the rapid decline in environmental resources and the dramatic rise in population at the moment. Disassembly is a crucial step in the reuse of EOL products. However, the disassembly process for EOL products is highly uncertain, and the disassembly planning method may not produce the anticipated outcomes in actual implementation. Based on the physical nature of the product disassembly process with multiple uncertain variables, certainty disassembly cannot adequately characterize the uncertain variables effectively. Uncertainty disassembly takes into account the changes in parts caused by product use, such as wear and corrosion, which can better coordinate the arrangement of disassembly tasks and better match the actual remanufacturing process. After analysis, it was found that most of studies on uncertain disassembly focus on the economic efficiency perspective and lack of energy consumption considerations. For the gaps in the current study, this paper proposes a stochastic energy consumption disassembly line balance problem (SEDLBP) and constructs a mathematical model of SEDLBP based on the disassembly of spatial interference matrix, In this model, the energy consumption generated by the disassembly operation and workstation standby is not a constant value but is generated stochastically in a uniformly distributed interval. In addition, an improved social engineering optimization algorithm that incorporates stochastic simulation (SSEO) is proposed in this paper to effectively address the issue. The incorporation of swap operators and swap sequences in SSEO makes it possible to solve discrete optimization problems efficiently. A comparison of a case study with some well-tested intelligent algorithms demonstrates the efficacy of the solutions produced by the proposed SSEO. |
format | Online Article Text |
id | pubmed-10205562 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-102055622023-05-25 Application and planning of an energy-oriented stochastic disassembly line balancing problem Zhang, Xuesong Zhou, Hao Fu, Chenxi Mi, Menghan Zhan, Changshu Pham, Duc Truong Fathollahi-Fard, Amir M. Environ Sci Pollut Res Int Opportunities and Challenges of Industrial Sustainable Development in the Post-Pandemic World End-of-life (EOL) products are getting more and more attention as a result of the rapid decline in environmental resources and the dramatic rise in population at the moment. Disassembly is a crucial step in the reuse of EOL products. However, the disassembly process for EOL products is highly uncertain, and the disassembly planning method may not produce the anticipated outcomes in actual implementation. Based on the physical nature of the product disassembly process with multiple uncertain variables, certainty disassembly cannot adequately characterize the uncertain variables effectively. Uncertainty disassembly takes into account the changes in parts caused by product use, such as wear and corrosion, which can better coordinate the arrangement of disassembly tasks and better match the actual remanufacturing process. After analysis, it was found that most of studies on uncertain disassembly focus on the economic efficiency perspective and lack of energy consumption considerations. For the gaps in the current study, this paper proposes a stochastic energy consumption disassembly line balance problem (SEDLBP) and constructs a mathematical model of SEDLBP based on the disassembly of spatial interference matrix, In this model, the energy consumption generated by the disassembly operation and workstation standby is not a constant value but is generated stochastically in a uniformly distributed interval. In addition, an improved social engineering optimization algorithm that incorporates stochastic simulation (SSEO) is proposed in this paper to effectively address the issue. The incorporation of swap operators and swap sequences in SSEO makes it possible to solve discrete optimization problems efficiently. A comparison of a case study with some well-tested intelligent algorithms demonstrates the efficacy of the solutions produced by the proposed SSEO. Springer Berlin Heidelberg 2023-05-24 /pmc/articles/PMC10205562/ /pubmed/37222888 http://dx.doi.org/10.1007/s11356-023-27288-4 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2023, Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law. This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Opportunities and Challenges of Industrial Sustainable Development in the Post-Pandemic World Zhang, Xuesong Zhou, Hao Fu, Chenxi Mi, Menghan Zhan, Changshu Pham, Duc Truong Fathollahi-Fard, Amir M. Application and planning of an energy-oriented stochastic disassembly line balancing problem |
title | Application and planning of an energy-oriented stochastic disassembly line balancing problem |
title_full | Application and planning of an energy-oriented stochastic disassembly line balancing problem |
title_fullStr | Application and planning of an energy-oriented stochastic disassembly line balancing problem |
title_full_unstemmed | Application and planning of an energy-oriented stochastic disassembly line balancing problem |
title_short | Application and planning of an energy-oriented stochastic disassembly line balancing problem |
title_sort | application and planning of an energy-oriented stochastic disassembly line balancing problem |
topic | Opportunities and Challenges of Industrial Sustainable Development in the Post-Pandemic World |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10205562/ https://www.ncbi.nlm.nih.gov/pubmed/37222888 http://dx.doi.org/10.1007/s11356-023-27288-4 |
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