Exponential synchronization of coupled memristive neural networks with time delays

被引：64
|
作者：
Wang, Guan [1 ,2 ]
Shen, Yi [1 ,2 ]
机构：
[1] Huazhong Univ Sci & Technol, Dept Control Sci & Engn, Wuhan 430074, Hubei, Peoples R China
[2] Minist China, Key Lab Image Proc & Intelligent Control Educ, Wuhan 430074, Hubei, Peoples R China
来源：
NEURAL COMPUTING & APPLICATIONS | 2014年 / 24卷 / 06期
基金：
中国国家自然科学基金;
关键词：
Exponential synchronization; Memristor; Coupled neural networks; Time delays; State-dependent switching; STABILITY ANALYSIS; GLOBAL SYNCHRONIZATION; ROBUST SYNCHRONIZATION; DYNAMICS;
D O I：
10.1007/s00521-013-1349-3
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
In this paper, the model of coupled memristive neural networks with time delays is established, and sufficient conditions are obtained that guarantee the exponential synchronization for such system. Memristive network exhibits state-dependent switching behaviors due to the physical properties of memristor. It is demonstrated that the synchronization performance is largely dependent on the coupling pattern and strength among memristive neural networks. Moreover, the information exchange graph of the underlying network topology need not be undirected or strongly connected. Finally, numerical simulations are given to verify the usefulness and effectiveness of our results.
引用
收藏
页码：1421 / 1430
页数：10
相关论文
共 50 条
  • [1] Exponential synchronization of coupled memristive neural networks with time delays
    Guan Wang
    Yi Shen
    Neural Computing and Applications, 2014, 24 : 1421 - 1430
  • [2] Exponential synchronization of memristive neural networks with time delays
    Wu, Hongjuan
    Feng, Yuming
    Tu, Zhengwen
    Zhong, Jing
    Zeng, Qingsong
    NEUROCOMPUTING, 2018, 297 : 1 - 7
  • [3] Exponential Synchronization of Stochastic Memristive Neural Networks with Time-Varying Delays
    Li, Ruoxia
    Gao, Xingbao
    Cao, Jinde
    NEURAL PROCESSING LETTERS, 2019, 50 (01) : 459 - 475
  • [4] Exponential lag anti-synchronization of memristive neural networks with time delays
    Zhang, Guodong
    Han, Jing
    Xiong, Bo
    2017 CHINESE AUTOMATION CONGRESS (CAC), 2017, : 5749 - 5754
  • [5] Global Exponential Anti-synchronization of Coupled Memristive Chaotic Neural Networks with Time-Varying Delays
    Yan, Zheng
    Bi, Shuzhan
    Xue, Xijun
    ADVANCES IN NEURAL NETWORKS - ISNN 2015, 2015, 9377 : 192 - 201
  • [6] Global exponential synchronization of quaternion-valued memristive neural networks with time delays
    Wei, Ruoyu
    Cao, Jinde
    NONLINEAR ANALYSIS-MODELLING AND CONTROL, 2020, 25 (01): : 36 - 56
  • [7] Adaptive exponential synchronization of memristive neural networks with mixed time-varying delays
    Han, Xiaoming
    Wu, Huaiqin
    Fang, Bolin
    NEUROCOMPUTING, 2016, 201 : 40 - 50
  • [8] Exponential passivity of memristive neural networks with time delays
    Wu, Ailong
    Zeng, Zhigang
    NEURAL NETWORKS, 2014, 49 : 11 - 18
  • [9] Exponential Stabilization of Memristive Neural Networks With Time Delays
    Wu, Ailong
    Zeng, Zhigang
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2012, 23 (12) : 1919 - 1929
  • [10] Exponential synchronization of memristive Cohen–Grossberg neural networks with mixed delays
    Xinsong Yang
    Jinde Cao
    Wenwu Yu
    Cognitive Neurodynamics, 2014, 8 : 239 - 249
12345