Aggregated state dynamic programming for a multiobjective two-dimensional bin packing problem

被引:8
|
作者
Liu, Ya [1 ,2 ]
Chu, Chengbin [2 ,3 ]
Yu, Yugang [4 ,5 ]
机构
[1] Xi An Jiao Tong Univ, Sch Management, Xian 710029, Peoples R China
[2] Ecole Cent Paris, LGI, F-92295 Chatenay Malabry, France
[3] Tongji Univ, Sch Econ & Management, Shanghai 200092, Peoples R China
[4] Univ Sci & Technol China, Sch Management, Hefei 230026, Peoples R China
[5] Erasmus Univ, Rotterdam Sch Management, NL-3062 PA Rotterdam, Netherlands
关键词
cutting stock problems; dynamic programming; OR; ALGORITHMS;
D O I
10.1080/00207543.2011.622309
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
This paper studies a real-life multi-objective two-dimensional single-bin-size bin-packing problem arising in industry. A packing pattern is defined by one bin, a set of items packed into the bin and the packing positions of these items. A number of bins can be placed with the same packing pattern. The objective is not only to minimise the number of bins used, as in traditional bin-packing problems, but also to minimise the number of packing patterns. Based on our previous study of a heuristic stemming from dynamic programming by aggregating states to avoid the exponential increase in the number of states, we further develop this heuristic by decomposing a pattern with a number of bins at each step. Computational results show that this heuristic provides satisfactory results with a gap generally less than 20% with respect to the optimum.
引用
收藏
页码:4316 / 4325
页数:10
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