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Viable closed-loop supply chain network by considering robustness and risk as a circular economy
The viable closed-loop supply chain network (VCLSCND) is a new concept that integrates sustainability, resiliency, and agility into a circular economy. We suggest a hybrid robust stochastic optimization by minimizing the weighted expected, maximum, and entropic value at risk (EVaR) of the cost funct...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Berlin Heidelberg
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9119683/ https://www.ncbi.nlm.nih.gov/pubmed/35589898 http://dx.doi.org/10.1007/s11356-022-20713-0 |
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author | Lotfi, Reza Nazarpour, Hossein Gharehbaghi, Alireza Sarkhosh, Seyyed Mahdi Hosseini Khanbaba, Amirhossein |
author_facet | Lotfi, Reza Nazarpour, Hossein Gharehbaghi, Alireza Sarkhosh, Seyyed Mahdi Hosseini Khanbaba, Amirhossein |
author_sort | Lotfi, Reza |
collection | PubMed |
description | The viable closed-loop supply chain network (VCLSCND) is a new concept that integrates sustainability, resiliency, and agility into a circular economy. We suggest a hybrid robust stochastic optimization by minimizing the weighted expected, maximum, and entropic value at risk (EVaR) of the cost function for this problem. This form considers robustness against demand disruption. Finally, CLSC components are located, and quantity flows are determined in the automotive industry. The results show that the VCLSCND cost is less than not considering viability and has a − 0.44% gap. We analyze essential parameters. By increasing the conservative coefficient, confidence level, and the scale of the main model, decreasing the allowed maximum energy, the cost function, time solution, and energy consumption grow. We suggested applying the Fix-and-Optimize algorithm for producing an upper bound for large-scale. As can be seen, the gap between this algorithm and the main problem for cost, energy, and time solution is approximately 6.10%, − 8.28%, and 75.01%. |
format | Online Article Text |
id | pubmed-9119683 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer Berlin Heidelberg |
record_format | MEDLINE/PubMed |
spelling | pubmed-91196832022-05-20 Viable closed-loop supply chain network by considering robustness and risk as a circular economy Lotfi, Reza Nazarpour, Hossein Gharehbaghi, Alireza Sarkhosh, Seyyed Mahdi Hosseini Khanbaba, Amirhossein Environ Sci Pollut Res Int Research Article The viable closed-loop supply chain network (VCLSCND) is a new concept that integrates sustainability, resiliency, and agility into a circular economy. We suggest a hybrid robust stochastic optimization by minimizing the weighted expected, maximum, and entropic value at risk (EVaR) of the cost function for this problem. This form considers robustness against demand disruption. Finally, CLSC components are located, and quantity flows are determined in the automotive industry. The results show that the VCLSCND cost is less than not considering viability and has a − 0.44% gap. We analyze essential parameters. By increasing the conservative coefficient, confidence level, and the scale of the main model, decreasing the allowed maximum energy, the cost function, time solution, and energy consumption grow. We suggested applying the Fix-and-Optimize algorithm for producing an upper bound for large-scale. As can be seen, the gap between this algorithm and the main problem for cost, energy, and time solution is approximately 6.10%, − 8.28%, and 75.01%. Springer Berlin Heidelberg 2022-05-19 2022 /pmc/articles/PMC9119683/ /pubmed/35589898 http://dx.doi.org/10.1007/s11356-022-20713-0 Text en © The Author(s), under exclusive licence to Springer-Verlag GmbH Germany, part of Springer Nature 2022 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 | Research Article Lotfi, Reza Nazarpour, Hossein Gharehbaghi, Alireza Sarkhosh, Seyyed Mahdi Hosseini Khanbaba, Amirhossein Viable closed-loop supply chain network by considering robustness and risk as a circular economy |
title | Viable closed-loop supply chain network by considering robustness and risk as a circular economy |
title_full | Viable closed-loop supply chain network by considering robustness and risk as a circular economy |
title_fullStr | Viable closed-loop supply chain network by considering robustness and risk as a circular economy |
title_full_unstemmed | Viable closed-loop supply chain network by considering robustness and risk as a circular economy |
title_short | Viable closed-loop supply chain network by considering robustness and risk as a circular economy |
title_sort | viable closed-loop supply chain network by considering robustness and risk as a circular economy |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9119683/ https://www.ncbi.nlm.nih.gov/pubmed/35589898 http://dx.doi.org/10.1007/s11356-022-20713-0 |
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