An evolutionary algorithm for manufacturing cell formation

被引:175
作者
Gonçalves, JF
Resende, MGC
机构
[1] AT&T Labs Res, Internet & Network Syst Res, Florham Pk, NJ 07932 USA
[2] Fac Econ Porto, P-4200464 Oporto, Portugal
关键词
cellular manufacturing; group technology; genetic algorithms; random keys;
D O I
10.1016/j.cie.2004.07.003
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Cellular manufacturing emerged as a production strategy capable of solving the certain problems of complexity and long manufacturing lead times in batch production. The fundamental problem in cellular manufacturing is the formation of product families and machine cells. This paper presents a new approach for obtaining machine cells and product families. The approach combines a local search heuristic with a genetic algorithm. Computational experience with the algorithm on a set of group technology problems available in the literature is also presented. The approach produced solutions with a grouping efficacy that is at least as good as any results previously reported in literature and improved the grouping efficacy for 59% of the problems. (C) 2004 Published by Elsevier Ltd.
引用
收藏
页码:247 / 273
页数:27
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