Ant colony optimization for solving an industrial layout problem

被引:77
作者
Hani, Y. [1 ]
Arnodeo, L. [1 ]
Yalaoui, F. [1 ]
Chen, H. [1 ]
机构
[1] Univ Technol Troyes, CNRS 2732, ISTITOSI, F-10010 Troyes, France
关键词
layout problem; quadratic assignment problem; ant colony optimization; guided local search;
D O I
10.1016/j.ejor.2006.10.032
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
This paper presents ACO-GLS, a hybrid ant colony optimization approach coupled with a guided local search, applied to a layout problem. ACO-GLS is applied to an industrial case, in a train maintenance facility of the French railway system (SNCF). Results show that an improvement of near 20% is achieved with respect to the actual layout. Since the problem is modeled as a quadratic assignment problem (QAP), we compared our approach with some of the best heuristics available for this problem. Experimental results show that ACO-GLS performs better for small instances, while its performance is still satisfactory for large instances. (c) 2006 Elsevier B.V. All rights reserved.
引用
收藏
页码:633 / 642
页数:10
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