An MIP-based interval heuristic for the capacitated multi-level lot-sizing problem with setup times

被引:19
|
作者
Wu, Tao [1 ]
Shi, Leyuan [1 ,2 ]
Song, Jie [1 ,2 ]
机构
[1] Univ Wisconsin, Dept Ind & Syst Engn, Madison, WI 53706 USA
[2] Peking Univ, Dept Ind Engn & Management, Beijing 100871, Peoples R China
基金
美国国家科学基金会;
关键词
Capacitated multi-level lot-sizing; Relax-and-fix; MIP-based interval heuristic; Linear programming; PRODUCTION PLANNING PROBLEMS; SEARCH;
D O I
10.1007/s10479-011-1026-9
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 considers the capacitated multi-level lot-sizing problem with setup times, a class of difficult problems often faced in practical production planning settings. In the literature, relax-and-fix is a technique commonly applied to solve this problem due to the fact that setup decisions in later periods of the planning horizon are sensitive to setup decisions in the early periods but not vice versa. However, the weakness of this method is that setup decisions are optimized only on a small subset of periods in each iteration, and setup decisions fixed in early iterations might adversely affect setup decisions in later periods. In order to avoid these weaknesses, this paper proposes an extended relax-and-fix based heuristic that systematically uses domain knowledge derived from several strategies of relax-and-fix and a linear programming relaxation technique. Computational results show that the proposed heuristic is superior to other well-known approaches on solution qualities, in particular on hard test instances.
引用
收藏
页码:635 / 650
页数:16
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