A dynamic programming approach to a multi-objective disassembly line balancing problem

被引:7
作者
Zhou, Yusha [1 ]
Guo, Xiuping [1 ]
Li, Dong [2 ]
机构
[1] Southwest Jiaotong Univ, Sch Econ & Management, Chengdu, Sichuan, Peoples R China
[2] Loughborough Univ, Sch Business & Econ, Loughborough, Leics, England
基金
中国国家自然科学基金;
关键词
Disassembly line balancing problem; Multi-objective; Dynamic programming; Transformed AND; OR graph; SEARCH ALGORITHM; GENETIC ALGORITHM; OPTIMIZATION; MODEL; FORMULATIONS;
D O I
10.1007/s10479-020-03797-0
中图分类号
C93 [管理学]; O22 [运筹学];
学科分类号
070105 ; 12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper concerns a disassembly line balancing problem (DLBP) in remanufacturing that aims to allocate a set of tasks to workstations to disassemble a product. We consider two objectives in the same time, i.e., minimising the number of workstations required and minimising the operating costs. A common approach to such problems is to covert the multiple objectives into a single one and solve the resulting problem with either exact or heuristic methods. However, the appropriate weights must be determineda priori, yet the results provide little insight on the trade-off between competing objectives. Moreover, DLBP problems are proven NP-complete and thus the solvable instances by exact methods are limited. To this end, we formulate the problem into a multi-objective dynamic program and prove the monotonicity property of both objective functions. A backward recursive algorithm is developed to efficiently generate all the non-dominated solutions. The numerical results show that our proposal is more efficient than alternative exact algorithms proposed in the literature and can handle much larger problem instances.
引用
收藏
页码:921 / 944
页数:24
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