Exponential lag synchronization for delayed memristive recurrent neural networks

被引：27
|
作者：
Zhang, Guodong [1 ]
Hu, Junhao [1 ]
Shen, Yi [2 ]
机构：
[1] South Cent Univ Nationalities, Coll Math & Stat, Wuhan 430074, Peoples R China
[2] Huazhong Univ Sci & Technol, Sch Automat, Wuhan 430074, Peoples R China
来源：
NEUROCOMPUTING | 2015年 / 154卷
基金：
美国国家科学基金会; 中国国家自然科学基金;
关键词：
Lag synchronization; Memristive recurrent neural networks; Nonsmooth analysis; Time delays; TIME-VARYING DELAYS; PERIODICALLY INTERMITTENT CONTROL; GLOBAL ASYMPTOTIC STABILITY; GENERAL-CLASS; MULTIPLE DELAYS; MIXED DELAYS; BEHAVIORS; IMPULSES; DISCRETE; DYNAMICS;
D O I：
10.1016/j.neucom.2014.12.016
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, by using the parallel-memristors connection corresponding to the capacitors and memristors synaptic connection in usual recurrent neural networks, general delayed memristive recurrent neural networks are proposed. Basing on nonsmooth analysis and control theory, several sufficient conditions concerning global exponential lag synchronization are obtained for the proposed system. In addition, the obtained results complement and extend earlier publications on memristive or conventional neural network dynamical systems with continuous or discontinuous right-hand side. Finally, numerical simulations illustrate the effectiveness of our results. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码：86 / 93
页数：8
相关论文
共 50 条
  • [21] Exponential synchronization of coupled memristive neural networks with time delays
    Wang, Guan
    Shen, Yi
    NEURAL COMPUTING & APPLICATIONS, 2014, 24 (06): : 1421 - 1430
  • [22] Exponential synchronization of coupled memristive neural networks with time delays
    Guan Wang
    Yi Shen
    Neural Computing and Applications, 2014, 24 : 1421 - 1430
  • [23] Exponential synchronization of memristive Hindmarsh-Rose neural networks
    You, Yuncheng
    NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS, 2023, 73
  • [24] Exponential lag synchronization for delayed fuzzy cellular neural networks via periodically intermittent control
    Yu, Juan
    Hu, Cheng
    Jiang, Haijun
    Teng, Zhidong
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2012, 82 (05) : 895 - 908
  • [25] Lag Exponential Synchronization of Delayed Memristor-Based Neural Networks via Robust Analysis
    Cheng, Hong
    Zhong, Shouming
    Zhong, Qishui
    Shi, Kaibo
    Wang, Xin
    IEEE ACCESS, 2019, 7 : 173 - 182
  • [26] Exponential Adaptive Lag Synchronization of Memristive Neural Networks via Fuzzy Method and Applications in Pseudorandom Number Generators
    Wen, Shiping
    Zeng, Zhigang
    Huang, Tingwen
    Zhang, Yide
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2014, 22 (06) : 1704 - 1713
  • [27] Exponential Stability and Sampled-Data Synchronization of Delayed Complex-Valued Memristive Neural Networks
    Huilan Li
    Xingbao Gao
    Ruoxia Li
    Neural Processing Letters, 2020, 51 : 193 - 209
  • [28] Exponential synchronization of memristive delayed neural networks via event-based impulsive control method
    Liu, Dan
    Ye, Dan
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2020, 357 (07): : 4437 - 4457
  • [29] Quantized intermittent control tactics for exponential synchronization of quaternion-valued memristive delayed neural networks
    Zhang, Tingting
    Jian, Jigui
    ISA TRANSACTIONS, 2022, 126 : 288 - 299
  • [30] Exponential Stability and Sampled-Data Synchronization of Delayed Complex-Valued Memristive Neural Networks
    Li, Huilan
    Gao, Xingbao
    Li, Ruoxia
    NEURAL PROCESSING LETTERS, 2020, 51 (01) : 193 - 209
12345