Pinning synchronization of memristor-based neural networks with time-varying delays

被引：49
|
作者：
Yang, Zhanyu [1 ]
Luo, Biao [2 ]
Liu, Derong [3 ]
Li, Yueheng [1 ]
机构：
[1] Univ Sci & Technol Beijing, Sch Automat & Elect Engn, Beijing 100083, Peoples R China
[2] Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China
[3] Guangdong Univ Technol, Sch Automat, Guangzhou 510006, Guangdong, Peoples R China
来源：
NEURAL NETWORKS | 2017年 / 93卷
基金：
中国国家自然科学基金;
关键词：
Memristor-based neural networks; Pinning control; Time-varying delays; Exponential synchronization; Asymptotic synchronization; EXPONENTIAL LAG SYNCHRONIZATION; IMPULSIVE SYNCHRONIZATION; ADAPTIVE SYNCHRONIZATION; CHAOTIC SYSTEMS; FUZZY MODEL; STABILIZATION; STABILITY; DESIGN;
D O I：
10.1016/j.neunet.2017.05.003
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 synchronization of memristor-based neural networks with time-varying delays via pinning control is investigated. A novel pinning method is introduced to synchronize two memristor-based neural networks which denote drive system and response system, respectively. The dynamics are studied by theories of differential inclusions and nonsmooth analysis. In addition, some sufficient conditions are derived to guarantee asymptotic synchronization and exponential synchronization of memristor-based neural networks via the presented pinning control. Furthermore, some improvements about the proposed control method are also discussed in this paper. Finally, the effectiveness of the obtained results is demonstrated by numerical simulations. (C) 2017 Elsevier Ltd. All rights reserved.
引用
收藏
页码：143 / 151
页数：9
相关论文
共 50 条
  • [1] Pinning Impulsive Synchronization of Stochastic Memristor-based Neural Networks with Time-varying Delays
    Fu, Qianhua
    Cai, Jingye
    Zhong, Shouming
    Yu, Yongbin
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2019, 17 (01) : 243 - 252
  • [2] Pinning Impulsive Synchronization of Stochastic Memristor-based Neural Networks with Time-varying Delays
    Qianhua Fu
    Jingye Cai
    Shouming Zhong
    Yongbin Yu
    International Journal of Control, Automation and Systems, 2019, 17 : 243 - 252
  • [3] Adaptive Synchronization of Memristor-Based Neural Networks with Time-Varying Delays
    Wang, Leimin
    Shen, Yi
    Yin, Quan
    Zhang, Guodong
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 26 (09) : 2033 - 2042
  • [4] On synchronization for chaotic memristor-based neural networks with time-varying delays
    Zheng, Cheng-De
    Xian, Yongjin
    NEUROCOMPUTING, 2016, 216 : 570 - 586
  • [5] Complete Periodic Synchronization of Memristor-Based Neural Networks with Time-Varying Delays
    Wu, Huaiqin
    Zhang, Luying
    Ding, Sanbo
    Guo, Xueqing
    Wang, Lingling
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2013, 2013
  • [6] Design of controller on synchronization of memristor-based neural networks with time-varying delays
    Wang, Leimin
    Shen, Yi
    NEUROCOMPUTING, 2015, 147 : 372 - 379
  • [7] Finite-time synchronization for memristor-based neural networks with time-varying delays
    Abdurahman, Abdujelil
    Jiang, Haijun
    Teng, Zhidong
    NEURAL NETWORKS, 2015, 69 : 20 - 28
  • [8] Synchronization of memristor-based complex-valued neural networks with time-varying delays
    Yanzhao Cheng
    Yanchao Shi
    Computational and Applied Mathematics, 2022, 41
  • [9] Synchronization of Memristor-Based Coupling Recurrent Neural Networks With Time-Varying Delays and Impulses
    Zhang, Wei
    Li, Chuandong
    Huang, Tingwen
    He, Xing
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 26 (12) : 3308 - 3313
  • [10] Global exponential synchronization of memristor-based recurrent neural networks with time-varying delays
    Wen, Shiping
    Bao, Gang
    Zeng, Zhigang
    Chen, Yiran
    Huang, Tingwen
    NEURAL NETWORKS, 2013, 48 : 195 - 203
12345