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Mixed integer programming and multi-objective enhanced differential evolution algorithm for human-robot responsive collaborative disassembly in remanufacturing system

delete2024-10-01
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PRE
AI
Z
Zeqiang Zhang *
W
Wei Liang
D
Dan Ji
Y
Yanqing Zeng
Y
Yu Zhang
李
李艳 (Yan Li)
Z
Zhu Li-xia *
DOI:10.1016/j.aei.2024.102895delete
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摘要

摘要

En 中文
The recycling of waste products is essential for resource reuse. However, turning operation direction causes significant fatigue to operators handling end-of-life (EoL) products, consequently degrading the recycling efficiency. Accordingly, this study employs responsive collaboration robots to aid operators in turning the operation direction of disassembled products. To solve the human-robot responsive collaboration disassembly line balancing problem (HRRC-DLBP), a mixed integer programming (MIP) model is constructed, and a decoding mechanism is designed in this study. Additionally, a multi-objective enhanced differential evolution algorithm (MEDE) in which the decoding mechanism is incorporated is devised and applied to solve the HRRC-DLBP. The MEDE algorithm is validated by comparing its solution results with those of the MIP model. Finally, the MEDE is used to optimise the EoL printer case for the HRRC-DLBP and the disassembly line balancing problem in which the operation direction is turned by humans (H-DLBP). The optimisation results show that the recycling of EoL products is more efficient using the HRRC-DLBP than employing the H-DLBP.
Keyword:
Remanufacturing system
Disassembly line balancing
Human-robot responsive collaboration
Mixed integer programming
Multi-objective enhanced differential evolution algorithm

期刊

Advanced Engineering Informatics 封面图
Advanced Engineering Informatics
IF:
9.9
论文数:
4.4K
被引数:
1.7W

机构

S
Southwest Jiaotong University
学者数:
2.9W
论文数: 2.1W
被引数: 2.3W
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