A multi-objective discrete flower pollination algorithm for stochastic two-sided partial disassembly line balancing problem

被引:93
|
作者
Wang, Kaipu [1 ]
Li, Xinyu [1 ]
Gao, Liang [1 ]
机构
[1] Huazhong Univ Sci & Technol, Sch Mech Sci & Engn, State Key Lab Digital Mfg Equipment & Technol, Wuhan 430074, Hubei, Peoples R China
基金
中国国家自然科学基金;
关键词
Two-sided disassembly line balancing; Partial disassembly; Multi-objective optimization; Discrete flower pollination algorithm; Uncertainty; GENETIC ALGORITHM; ASSEMBLY-LINE; COLONY ALGORITHM; OPTIMIZATION; MODEL; DESIGN; APPROXIMATION; AHP;
D O I
10.1016/j.cie.2019.03.017
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Two-sided production line can utilize both the left and right stations to increase the productivity of large-sized products. For the disassembly of large-sized waste products such as cars and buses, the two-sided layout is introduced into the disassembly line. This paper constructs a mathematical model of the stochastic two-sided partial disassembly line balancing with multi-objective, multi-constraint and uncertainty. The aim is to optimize the number of stations, workload smoothness, energy consumption and profit of the production line simultaneously. A multi-objective discrete flower pollination algorithm based on Pareto dominance relations is proposed as the optimization method of the problem. In order to improve the quality of initial solutions, four heuristic rules combining the characteristics of the problem are designed. The effectiveness of the heuristic rules and the superiority of the proposed algorithm are verified by solving a set of test problems, and the application capabilities of the proposed model and method have also been verified.
引用
收藏
页码:634 / 649
页数:16
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