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Dynamics of Transiently Chaotic Neural Network and Its Application to Optimization

Dynamics of Transiently Chaotic Neural Network and Its Application to Optimization
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摘要 Through adding a nonlinear self-feedback term in the evolution equations of neural network, we introduced a transiently chaotic neural network model. In order to utilize the transiently chaotic dynamics mechanism in optimization problem efficiently, we have analyzed the dynamical procedure of the transiently chaotic neural network model and studied the function of the crucial bifurcation parameter which governs the chaotic behavior of the system. Based on the dynamical analysis of the transiently chaotic neural network model, chaotic annealing algorithm is also examined and improved. As an example, we applied chaotic annealing method to the traveling salesman problem and obtained good results.
机构地区 DepartmentofPhysics
出处 《Communications in Theoretical Physics》 SCIE CAS CSCD 2001年第1期22-27,共6页 理论物理通讯(英文版)
基金 国家非线性科学基础研究项目
关键词 neural network transient chaotic dynamics chaotic annealing TSP 随机优化 浑沌动力学 神经网络应用
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参考文献3

  • 1Zhou Changsong,Neurocomputing,1997年,14卷,209页
  • 2Zhou Changsong,Phys Rev E,1997年,55卷,2580页
  • 3Chen Luonan,Neural Networks,1995年,8卷,915页

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