Lexicographic Multiobjective Scatter Search for the Optimization of Sequence-Dependent Selective Disassembly Subject to Multiresource Constraints | |
Guo XW(郭希旺)1,2,3; Zhou MC(周孟初)3,4; Liu SX(刘士新)5; Qi, Liang6 | |
刊名 | IEEE TRANSACTIONS ON CYBERNETICS |
2020 | |
卷号 | 50期号:7页码:3307-3317 |
关键词 | Optimization Planning Energy consumption Genetic algorithms Sequential analysis Particle swarm optimization Adaptation models Disassembly sequence multiobjective optimization multiresource constraints scatter search (SS) sequence-dependent |
ISSN号 | 2168-2267 |
产权排序 | 1 |
英文摘要 | Industrial products' reuse, recovery, and recycling are very important because of their environmental and economic benefits. Effective product disassembly planning methods can improve their recovery efficiency and reduce their bad environmental impact. However, the existing approaches pay little attention to sequence-dependent disassembly with resource constraints, such as limited disassembly operators and tools, which makes the current planning methods ineffective in practice. This paper considers a multiobjective resource-constrained and sequence-dependent disassembly optimization problem with disassembly precedence constraints. Energy consumption is adopted to evaluate the disassembly efficiency. Its use with traditional optimization criterion leads to a novel multiobjective optimization model such that the energy consumption and disassembly time are minimized while disassembly profit is maximized. Since the problem complexity increases with the number of components in a product, a lexicographic multiobjective scatter search (SS) method is proposed to solve the proposed multiobjective optimization problem. Its effectiveness is verified by comparing the results of linear weight SS and genetic algorithms. The results show that it is able to provide a better solution in a short execution time and fulfills the precedence requirement in a product structure and resource constraints. |
语种 | 英语 |
WOS记录号 | WOS:000544035300037 |
资助机构 | National Key Research and Development Program of China [2017YFB0306400] ; National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61573089, 51405075] ; Liaoning Province Doctoral Research Foundation of China [20175032] |
内容类型 | 期刊论文 |
源URL | [http://ir.sia.cn/handle/173321/29059] |
专题 | 沈阳自动化研究所_数字工厂研究室 |
通讯作者 | Zhou MC(周孟初) |
作者单位 | 1.Computer and Communication Engineering College, Liaoning Shihua University, Fushun 113001, China 2.Key Laboratory of Network Control System, Shenyang Institute of Automation, Chinese Academy of Sciences, Shenyang 110016, China 3.Department of Electrical and Computer Engineering, New Jersey Institute of Technology, Newark, NJ 07102 USA 4.Institute of Systems Engineering, Macau University of Science and Technology, Macau 999078, China 5.College of Information Science and Engineering, Northeastern University, Shenyang 110819, China 6.Department of Computer Science and Technology, Shandong University of Science and Technology, Qingdao 266590, China |
推荐引用方式 GB/T 7714 | Guo XW,Zhou MC,Liu SX,et al. Lexicographic Multiobjective Scatter Search for the Optimization of Sequence-Dependent Selective Disassembly Subject to Multiresource Constraints[J]. IEEE TRANSACTIONS ON CYBERNETICS,2020,50(7):3307-3317. |
APA | Guo XW,Zhou MC,Liu SX,&Qi, Liang.(2020).Lexicographic Multiobjective Scatter Search for the Optimization of Sequence-Dependent Selective Disassembly Subject to Multiresource Constraints.IEEE TRANSACTIONS ON CYBERNETICS,50(7),3307-3317. |
MLA | Guo XW,et al."Lexicographic Multiobjective Scatter Search for the Optimization of Sequence-Dependent Selective Disassembly Subject to Multiresource Constraints".IEEE TRANSACTIONS ON CYBERNETICS 50.7(2020):3307-3317. |
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