Designing an innovative closed-loop supply chain network considering economic and environmental aspects
In this paper, the modeling of a closed-loop supply chain problem is discussed concerning economic and environmental aspects. The considered supply chain simultaneously makes strategic and tactical decisions, such as locating potential facilities, optimal allocation of product flow, and determining...
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| Format: | Article |
| Language: | English |
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Ayandegan Institute of Higher Education,
2023-09-01
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| Series: | International Journal of Research in Industrial Engineering |
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| Online Access: | https://www.riejournal.com/article_180656_bc0ba253752d261736216f93f8851057.pdf |
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| author | Maryam Rahmaty |
| author_facet | Maryam Rahmaty |
| author_sort | Maryam Rahmaty |
| collection | DOAJ |
| description | In this paper, the modeling of a closed-loop supply chain problem is discussed concerning economic and environmental aspects. The considered supply chain simultaneously makes strategic and tactical decisions, such as locating potential facilities, optimal allocation of product flow, and determining the optimal level of discount. Since the presented model is an NP-Hard model, MOPSO and SPEA II algorithms have been used to solve the problem. For this purpose, a priority-based encoding is presented, and the Pareto front resulting from solving different problems is compared. The results show that the MOPSO algorithm has obtained the most significant number of Pareto solutions in the large size. In contrast, the SPEA algorithm has included more Pareto solutions in the small and medium sizes. This is despite the fact that in different sizes, the MOPSO algorithm has the lowest calculation time among all algorithms. Also, according to the results obtained from the TOPSIS method, it was observed that the MOPSO algorithm in small and medium sizes and the SPEA2 algorithm in larger sizes have better performance than other proposed algorithms. |
| format | Article |
| id | doaj-art-eaa758b3909241339fe16350a70fc154 |
| institution | Kabale University |
| issn | 2783-1337 2717-2937 |
| language | English |
| publishDate | 2023-09-01 |
| publisher | Ayandegan Institute of Higher Education, |
| record_format | Article |
| series | International Journal of Research in Industrial Engineering |
| spelling | doaj-art-eaa758b3909241339fe16350a70fc1542025-01-30T15:09:57ZengAyandegan Institute of Higher Education,International Journal of Research in Industrial Engineering2783-13372717-29372023-09-0112327328610.22105/riej.2023.391773.1374180656Designing an innovative closed-loop supply chain network considering economic and environmental aspectsMaryam Rahmaty0Department of Management, Chalous Branch, Islamic Azad University, Chalous, Iran.In this paper, the modeling of a closed-loop supply chain problem is discussed concerning economic and environmental aspects. The considered supply chain simultaneously makes strategic and tactical decisions, such as locating potential facilities, optimal allocation of product flow, and determining the optimal level of discount. Since the presented model is an NP-Hard model, MOPSO and SPEA II algorithms have been used to solve the problem. For this purpose, a priority-based encoding is presented, and the Pareto front resulting from solving different problems is compared. The results show that the MOPSO algorithm has obtained the most significant number of Pareto solutions in the large size. In contrast, the SPEA algorithm has included more Pareto solutions in the small and medium sizes. This is despite the fact that in different sizes, the MOPSO algorithm has the lowest calculation time among all algorithms. Also, according to the results obtained from the TOPSIS method, it was observed that the MOPSO algorithm in small and medium sizes and the SPEA2 algorithm in larger sizes have better performance than other proposed algorithms.https://www.riejournal.com/article_180656_bc0ba253752d261736216f93f8851057.pdfnetwork designclosed-loop supply chaineconomic and environmental aspectsmeta-heuristic algorithms |
| spellingShingle | Maryam Rahmaty Designing an innovative closed-loop supply chain network considering economic and environmental aspects International Journal of Research in Industrial Engineering network design closed-loop supply chain economic and environmental aspects meta-heuristic algorithms |
| title | Designing an innovative closed-loop supply chain network considering economic and environmental aspects |
| title_full | Designing an innovative closed-loop supply chain network considering economic and environmental aspects |
| title_fullStr | Designing an innovative closed-loop supply chain network considering economic and environmental aspects |
| title_full_unstemmed | Designing an innovative closed-loop supply chain network considering economic and environmental aspects |
| title_short | Designing an innovative closed-loop supply chain network considering economic and environmental aspects |
| title_sort | designing an innovative closed loop supply chain network considering economic and environmental aspects |
| topic | network design closed-loop supply chain economic and environmental aspects meta-heuristic algorithms |
| url | https://www.riejournal.com/article_180656_bc0ba253752d261736216f93f8851057.pdf |
| work_keys_str_mv | AT maryamrahmaty designinganinnovativeclosedloopsupplychainnetworkconsideringeconomicandenvironmentalaspects |