Adaptive annealing for chaotic optimization

被引:41
作者
Tokuda, I [1 ]
Aihara, K
Nagashima, T
机构
[1] Muroran Inst Technol, Dept Comp Sci & Syst Engn, Muroran, Hokkaido 050, Japan
[2] Univ Tokyo, Fac Engn, Dept Math Engn & Informat Phys, Bunkyo Ku, Tokyo 113, Japan
来源
PHYSICAL REVIEW E | 1998年 / 58卷 / 04期
关键词
D O I
10.1103/PhysRevE.58.5157
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
The chaotic simulated annealing algorithm for combinatorial optimization problems is examined in the light of the global bifurcation structure of the chaotic neural networks. We show that the result of the chaotic simulated annealing algorithm is primarily dependent upon the global bifurcation structure of the chaotic neural networks and unlike the stochastic simulated annealing infinitely slow chaotic annealing does not necessarily provide an optimum result. As an improved algorithm, the adaptive chaotic simulated annealing algorithm is introduced. Using several instances of 20- and 40-city traveling salesman problems, efficiency of the adaptive algorithm is demonstrated. [S1063-651X(98)15510-1].
引用
收藏
页码:5157 / 5160
页数:4
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