Bat Optimizer for Stochastic Multiple-Objective Disassembly Line Balancing Problem Subject to Disassembly Failure Cost

被引:0
|
作者
Huang, Fuguang [1 ]
Liu, Peisheng [1 ]
Guo, Xiwang [1 ]
Wang, Jiacun [2 ]
Qi, Liang [3 ]
Qin, Shujin [4 ]
Xu, Gongdan [5 ]
机构
[1] Liaoning Petrochem Univ, Dept Comp & Commun Engn Coll, Fushun, Peoples R China
[2] Monmouth Univ, Dept Comp Sci & Software Engn, Wes Long Branch, NJ USA
[3] Shandong Univ Sci & Technol, Dept Comp Intelligent Sci & Tech, Qingdao, Peoples R China
[4] Shangqiu Normal Univ, Dept Coll Econ & Management, Shangqiu, Peoples R China
[5] Macao Univ Sci & Technol, Inst Syst Engn, Macau, Peoples R China
来源
4TH INTERNATIONAL CONFERENCE ON INFORMATICS ENGINEERING AND INFORMATION SCIENCE (ICIEIS2021) | 2022年 / 12161卷
基金
中国国家自然科学基金;
关键词
disassembly; end-of-life products; disassembly line balancing; AND/OR graph; multi-objective optimization; discrete bat optimizer; GENETIC ALGORITHM;
D O I
10.1117/12.2626895
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Disassembly systems play an important role in the remanufacturing processes. It has been widely used to systematically disassemble valuable and reusable parts and raw materials from wasted or end-of-life products through a series of operations. In this work, a disassembly line balancing model is established based on an AND/OR graph. It takes precedence relation, cycle time restriction, failure risk, and time uncertainty into consideration and aims to maximize the dismantling profit and minimize the energy consumption. Then, a multi-objective discrete bat optimizer based on Pareto rules is designed. A precedence preserving crossover operator, a single point mutation operator, and a 2-optimization operator are used in the search stage. To speed up the convergence, this paper proposes an elite strategy to maintain the non-dominate solutions in the external files and verify the effectiveness of the algorithm in solving the disassembly line balancing problem by comparing it with the current popular multi-objective optimization algorithm.
引用
收藏
页数:10
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