Multi-objective Discrete Grey Wolf Optimizer for Solving Stochastic Multi-objective Disassembly Sequencing and Line Balancing Problem

被引:0
作者
Zhang, ZhiWei [1 ]
Guo, XiWang [1 ]
Zhou, MengChu [2 ]
Liu, ShiXin [3 ]
Qi, Liang [4 ]
机构
[1] Liaoning Shihua Univ, Coll Comp & Commun Engn, Fushun 113001, Peoples R China
[2] New Jersey Inst Technol, Dept Elect & Comp Engn, Newark, NJ USA
[3] Northeastern Univ, Coll Informat Sci & Engn, Shenyang 110819, Peoples R China
[4] Shandong Univ Sci & Technol, Dept Comp Intelligent Sci & Tech, Qingdao 266590, Peoples R China
来源
2020 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC) | 2020年
基金
中国国家自然科学基金;
关键词
Disassembly line balancing; disassembly sequence; energy-conscious optimization; carbon emission; multi-objective grey wolf optimizer; disassembly failure; stochastic simulation; GENETIC ALGORITHM; SEARCH ALGORITHM;
D O I
10.1109/smc42975.2020.9283184
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
There is a growing concern in recycling plants for minimizing the negative environmental impacts (such as carbon emissions) of disassembling end-of-life products. Uncertainty caused by their different usage stages exists when disassembling them. In this paper, we propose a stochastic multi-objective disassembly sequencing and line balancing problem based on an AND/OR graph. By considering disassembly failure risk, we construct objectives of maximizing profit and minimizing carbon emission and energy consumption to help sustain economic development. Then, we propose a novel multi-objective discrete grey wolf optimizer to solve it. We show its effectiveness via a product example. The results show the superiority of the proposed algorithm over classical non-dominated sorting genetic algorithm II and multi-objective evolutionary algorithm based on decomposition.
引用
收藏
页码:682 / 687
页数:6
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