Analysis of Topological Structure in Transiently Chaotic Neural Networks

被引:0
|
作者
Yang GAO [1 ]
Zuo-huan ZHENG [1 ]
机构
[1] Institute of Applied Mathematics, Academy of Mathematics and Systems Science, Chinese Academy of Sciences
基金
中国国家自然科学基金;
关键词
transiently chaotic neural networks; Li-Yorke chaos; no division;
D O I
暂无
中图分类号
TP183 [人工神经网络与计算];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Under the condition that the damping factor is between zero and one, chaotic dynamics is proved to exist in one-dimensional transiently chaotic neural networks by Li-Misiurewicz theorem. This result extends the previous result which is done under the condition that the damping factor is zero. Because the value of damping factor affects the speed of dynamical process of transiently chaotic neural networks, this result provides more complete theoretical basis for applications. Finally, two examples by numerical simulation are given to reinforce and illustrate this result.
引用
收藏
页码:610 / 621
页数:12
相关论文
共 50 条
  • [31] Multiuser detection using time-varying scaling-parameter transiently chaotic neural networks
    Zhong, W
    Cheng, SX
    ELECTRONICS LETTERS, 1999, 35 (12) : 987 - 989
  • [32] The Intrinsic Similarity of Topological Structure in Biological Neural Networks
    Zhao, Hongfei
    Shao, Cunqi
    Shi, Zhiguo
    He, Shibo
    Gong, Zhefeng
    IEEE-ACM TRANSACTIONS ON COMPUTATIONAL BIOLOGY AND BIOINFORMATICS, 2023, 20 (05) : 3292 - 3305
  • [33] Improved transiently chaotic neural network and its application to optimization
    Xu, Yao-qun
    Sun, Ming
    Guo, Meng-Shu
    NEURAL INFORMATION PROCESSING, PT 2, PROCEEDINGS, 2006, 4233 : 1032 - 1041
  • [34] Dynamics of transiently chaotic neural network and its application to optimization
    Yang, LJ
    Chen, TL
    Huang, WQ
    COMMUNICATIONS IN THEORETICAL PHYSICS, 2001, 35 (01) : 22 - 27
  • [35] A transiently chaotic neural network approach to the design of cellular manufacturing
    Soleymanpour, M
    Vrat, P
    Shankar, R
    INTERNATIONAL JOURNAL OF PRODUCTION RESEARCH, 2002, 40 (10) : 2225 - 2244
  • [36] Chaotic neural networks and chaotic annealing
    Zhou, CS
    Chen, TL
    NEUROCOMPUTING, 2000, 30 (1-4) : 293 - 300
  • [37] Simulated annealing schemes in transiently chaotic neural network model
    Feng, YC
    Cai, X
    INTERNATIONAL JOURNAL OF MODERN PHYSICS B, 2004, 18 (17-19): : 2579 - 2584
  • [38] CHAOTIC NEURAL NETWORKS
    AIHARA, K
    TAKABE, T
    TOYODA, M
    PHYSICS LETTERS A, 1990, 144 (6-7) : 333 - 340
  • [39] Chaotic neural networks for multi-resolution analysis
    Liu, HB
    Wang, XK
    Tang, YY
    Zhang, SZ
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1102 - 1105
  • [40] Hierarchical structure among invariant subspaces of chaotic neural networks
    Motomasa Komuro
    Kazuyuki Aihara
    Japan Journal of Industrial and Applied Mathematics, 2001, 18 : 335 - 357