Dynamic characteristic of a multiple chaotic neural network and its application

被引:7
|
作者
Yang, Gang [1 ]
Yi, Junyan [2 ]
机构
[1] Renmin Univ China, MOE, Key Lab Data Engn & Knowledge Engn, Beijing 100872, Peoples R China
[2] Zhejiang Univ Technol, Dept Comp Sci & Technol, Hangzhou 310026, Zhejiang, Peoples R China
关键词
Chaotic dynamics; Annealing strategy; Combinatorial optimization; Neural network; MAXIMUM CLIQUE; COMBINATORIAL OPTIMIZATION; COMPUTATION; MODEL;
D O I
10.1007/s00500-012-0948-8
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Based on chaotic neural network, a multiple chaotic neural network algorithm combining two different chaotic dynamics sources in each neuron is proposed. With the effect of self-feedback connection and non-linear delay connection weight, the new algorithm can contain more powerful chaotic dynamics to search the solution domain globally in the beginning searching period. By analyzing the dynamic characteristic and the influence of cooling schedule in simulated annealing, a flexible parameter tuning strategy being able to promote chaotic dynamics convergence quickly is introduced into our algorithm. We show the effectiveness of the new algorithm in two difficult combinatorial optimization problems, i.e., a traveling salesman problem and a maximum clique problem.
引用
收藏
页码:783 / 792
页数:10
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