Modelling and optimisation of energy consumption and profit-oriented multi-parallel partial disassembly line balancing problem
Based on the actual requirements of recycling enterprises, this study proposes a multi-parallel partial disassembly line balancing problem (MPPDLBP). Four objectives, the number of shared workstations, workstation load balancing index, energy consumption, and profit, need to be optimised in MPPDLBP....
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| Published in: | International journal of production economics Vol. 262; p. 108928 |
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| Main Authors: | , , , , |
| Format: | Journal Article |
| Language: | English |
| Published: |
Elsevier B.V
01.08.2023
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| Subjects: | |
| ISSN: | 0925-5273, 1873-7579 |
| Online Access: | Get full text |
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| Abstract | Based on the actual requirements of recycling enterprises, this study proposes a multi-parallel partial disassembly line balancing problem (MPPDLBP). Four objectives, the number of shared workstations, workstation load balancing index, energy consumption, and profit, need to be optimised in MPPDLBP. To address the MPPDLBP, this study further constructs a mixed-integer nonlinear programming (MINLP) model and designs a suitable mechanism of encoding and decoding. Meanwhile, partial disassembly is adopted in this study because recycling enterprises aim for low energy consumption and high profits. In addition, the positions of the best values for each objective are defined as the best disassembly levels. Furthermore, this study proposes a genetic and tabu search algorithm (GATS) for optimising the MPPDLBP effectively. The superior performance of the proposed GATS is verified by comparing it with other effective algorithms in existing literature. Finally, this study optimises a hybrid instance and provides decision-makers with multiple low-energy and high-profit disassembly schemes.
•A multi-parallel partial disassembly line balancing problem was investigated.•A mixed-integer non-linear programming model was established.•An encoding and decoding method based on the proposed problem was constructed.•A genetic and tabu search algorithm was developed.•Variation trend of energy consumption and profit with disposal depth was analyzed. |
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| AbstractList | Based on the actual requirements of recycling enterprises, this study proposes a multi-parallel partial disassembly line balancing problem (MPPDLBP). Four objectives, the number of shared workstations, workstation load balancing index, energy consumption, and profit, need to be optimised in MPPDLBP. To address the MPPDLBP, this study further constructs a mixed-integer nonlinear programming (MINLP) model and designs a suitable mechanism of encoding and decoding. Meanwhile, partial disassembly is adopted in this study because recycling enterprises aim for low energy consumption and high profits. In addition, the positions of the best values for each objective are defined as the best disassembly levels. Furthermore, this study proposes a genetic and tabu search algorithm (GATS) for optimising the MPPDLBP effectively. The superior performance of the proposed GATS is verified by comparing it with other effective algorithms in existing literature. Finally, this study optimises a hybrid instance and provides decision-makers with multiple low-energy and high-profit disassembly schemes.
•A multi-parallel partial disassembly line balancing problem was investigated.•A mixed-integer non-linear programming model was established.•An encoding and decoding method based on the proposed problem was constructed.•A genetic and tabu search algorithm was developed.•Variation trend of energy consumption and profit with disposal depth was analyzed. |
| ArticleNumber | 108928 |
| Author | Wu, Tengfei Zhang, Zeqiang Zhang, Yu Liang, Wei Yin, Tao |
| Author_xml | – sequence: 1 givenname: Wei orcidid: 0000-0003-3000-9017 surname: Liang fullname: Liang, Wei email: liangwei@my.swjtu.edu.cn organization: School of Mechanical Engineering, Southwest Jiaotong University, 610031, Chengdu, China – sequence: 2 givenname: Zeqiang orcidid: 0000-0001-8781-3618 surname: Zhang fullname: Zhang, Zeqiang email: zhangzq@home.swjtu.edu.cn organization: School of Mechanical Engineering, Southwest Jiaotong University, 610031, Chengdu, China – sequence: 3 givenname: Tao surname: Yin fullname: Yin, Tao email: amniyim@my.swjtu.edu.cn organization: School of Mechanical Engineering, Southwest Jiaotong University, 610031, Chengdu, China – sequence: 4 givenname: Yu surname: Zhang fullname: Zhang, Yu email: chaizhong1997@gmail.com organization: School of Mechanical Engineering, Southwest Jiaotong University, 610031, Chengdu, China – sequence: 5 givenname: Tengfei surname: Wu fullname: Wu, Tengfei email: wtenfi@gmail.com organization: School of Mechanical Engineering, Southwest Jiaotong University, 610031, Chengdu, China |
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| Keywords | Partial disassembly mode Genetic and tabu search algorithm Multi-parallel line layout Hybrid products Exact solution |
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