Competition-based neural network for the multiple travelling salesmen problem with minmax objective

被引:77
作者
Somhom, S [1 ]
Modares, A [1 ]
Enkawa, T [1 ]
机构
[1] Tokyo Inst Technol, Dept Ind Engn & Management, Meguro Ku, Tokyo 152, Japan
关键词
competition-based neural network; multiple travelling salesmen problem; optimization;
D O I
10.1016/S0305-0548(98)00069-0
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
In this paper, a new algorithm in competition-based network has been introduced to solve the minmax multiple travelling salesmen problem (MTSP) which needs the maximum distance among all salesmen to be minimum. As in the previous approaches, the generalized 2-opt exchange heuristic algorithms and the elastic net algorithm are reviewed and applied to the minmax MTSP problem solution. Furthermore, a comprehensive empirical study has been provided in order to investigate the performance of the algorithms. The adaptive approach can obtain the superior solution in all instances, compared to the generalized 2-opt a simple improvement heuristic and compared with a recently adaptive tabu search. As a result, the adaptive approach can obtain the appropriate solutions 3% in average of the best solution of the adaptive tabu search heuristic accompanied with the higher speed of 31% in average. (C) 1999 Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:395 / 407
页数:13
相关论文
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