Adaptive exponential synchronization of delayed Cohen-Grossberg neural networks with discontinuous activations

被引：18
|
作者：
Wu, Huaiqin [1 ]
Zhang, Xiaowei [1 ]
Li, Ruoxia [1 ]
Yao, Rong [1 ]
机构：
[1] Yanshan Univ, Dept Appl Math, Qinhuangdao 066001, Peoples R China
来源：
INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS | 2015年 / 6卷 / 02期
关键词：
Neural networks; Exponential synchronization; Discontinuous neuron activations; Adaptive controller; Lyapunov stability theory; ALMOST-PERIODIC SOLUTION; TIME-VARYING DELAYS; GLOBAL CONVERGENCE; STABILITY; SYSTEMS;
D O I：
10.1007/s13042-014-0258-9
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper treats of the exponential synchronization issue of delayed Cohen-Grossberg neural networks with discontinuous activations. By utilizing Lyapunov stability theory, an adaptive controller is designed such that the response system can be exponentially synchronized with a drive system. Our synchronization criteria are easily verified and the obtained results are also applicable to neural networks with continuous activations since they are a special case of neural networks with discontinuous activations. Results of this paper improve a few previous known results. Finally, numerical simulations are given to verify the effectiveness of the theoretical results.
引用
收藏
页码：253 / 263
页数：11
相关论文
共 50 条
  • [1] Adaptive exponential synchronization of delayed Cohen–Grossberg neural networks with discontinuous activations
    Huaiqin Wu
    Xiaowei Zhang
    Ruoxia Li
    Rong Yao
    International Journal of Machine Learning and Cybernetics, 2015, 6 : 253 - 263
  • [2] Exponential Lag Synchronization for Delayed Cohen-Grossberg Neural Networks with Discontinuous Activations
    Abdurahman, Abdujelil
    Hu, Cheng
    Jiang, Haijun
    ADVANCES IN NEURAL NETWORKS - ISNN 2015, 2015, 9377 : 129 - 137
  • [3] Exponential Lag Synchronization and Global Dissipativity for Delayed Fuzzy Cohen-Grossberg Neural Networks with Discontinuous Activations
    Abdelaziz, Meryem
    Cherif, Farouk
    NEURAL PROCESSING LETTERS, 2020, 51 (02) : 1653 - 1676
  • [4] Exponential Synchronization of Cohen-Grossberg Neural Networks With Delays
    Huang, Juncao
    Wu, Xuemei
    Tu, Zhengwen
    IEEE ACCESS, 2023, 11 : 49992 - 49999
  • [5] Exponential Synchronization of Delayed Neural Networks With Discontinuous Activations
    Yang, Xinsong
    Cao, Jinde
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-REGULAR PAPERS, 2013, 60 (09) : 2431 - 2439
  • [6] Exponential Synchronization of Delayed Fuzzy Cohen-Grossberg Neural Networks with Reaction Diffusion Term
    Lv, Teng
    Yan, Ping
    ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, PT I, 2010, 6319 : 57 - +
  • [7] Stability analysis of delayed fuzzy Cohen-Grossberg neural networks with discontinuous activations
    Abdelaziz, Meryem
    Cherif, Farouk
    INTERNATIONAL JOURNAL OF ADAPTIVE CONTROL AND SIGNAL PROCESSING, 2020, 34 (08) : 1120 - 1134
  • [8] Nonnegative periodic dynamics of delayed Cohen-Grossberg neural networks with discontinuous activations
    He, Xiangnan
    Lu, Wenlian
    Chen, Tianping
    NEUROCOMPUTING, 2010, 73 (13-15) : 2765 - 2772
  • [9] Exponential Lag Synchronization and Global Dissipativity for Delayed Fuzzy Cohen–Grossberg Neural Networks with Discontinuous Activations
    Meryem Abdelaziz
    Farouk Chérif
    Neural Processing Letters, 2020, 51 : 1653 - 1676
  • [10] Adaptive regulation synchronization for a class of delayed Cohen-Grossberg neural networks
    Che, Wei-Wei
    Guan, Wei
    Wang, Yu-Long
    NONLINEAR DYNAMICS, 2013, 74 (04) : 929 - 942
12345