A novel chaotic search for quadratic assignment problems

被引:73
作者
Hasegawa, M
Ikeguchi, T
Aihara, K
Itoh, K
机构
[1] Yokosuka Radio Commun Res Ctr, Commun Res Lab, Yokosuka, Kanagawa 2390847, Japan
[2] Saitama Univ, Grad Sch Sci & Technol, Dept Informat & Math Sci, Saitama 3388570, Japan
[3] Saitama Univ, Grad Sch Sci & Technol, Dept Informat & Comp Sci, Fac Engn, Saitama 3388570, Japan
[4] Univ Tokyo, Grad Sch Frontier Sci, Dept Complex Sci & Engn, Bunkyo Ku, Tokyo 1138656, Japan
[5] Japan Sci & Technol Corp, CREST, Kawaguchi, Saitama 3320012, Japan
[6] Tokyo Univ Sci, Fac Ind Sci & Technol, Dept Appl Elect, Noda, Chiba 2788510, Japan
基金
日本学术振兴会;
关键词
neural networks; chaos; combinatorial optimization problems; quadratic assignment problems; tabu search;
D O I
10.1016/S0377-2217(01)00189-8
中图分类号
C93 [管理学];
学科分类号
12 ; 1201 ; 1202 ; 120202 ;
摘要
We propose a novel method for solving the quadratic assignment problems. First, we realize the conventional tabu search on a neural network, and modify it to a chaotic version. Our novel method includes both effects of chaotic dynamics and tabu search. We compare the performance of the novel chaotic search with the conventional tabu search and an exponential tabu search whose memory effect for tabu (forbidding previous moves) decays exponentially. We show that the exponential tabu search has higher performance than the conventional tabu search, and further that the novel method with a chaotic neural network exhibits the best performance. We also propose a controlling method of the chaotic neural network for realizing easy and robust applications of our method. Then, better performance can be realized without manual parameter setting for various problems. (C) 2002 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:543 / 556
页数:14
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