Asymptotic anti-synchronization of memristor-based BAM neural networks with probabilistic mixed time-varying delays and its application

被引:11
|
作者
Yuan, Manman
Wang, Weiping [1 ]
Luo, Xiong
机构
[1] Univ Sci & Technol Beijing, Sch Comp & Commun Engn, Beijing 100083, Peoples R China
来源
MODERN PHYSICS LETTERS B | 2018年 / 32卷 / 24期
基金
中国国家自然科学基金;
关键词
Bidirectional associative memory (BAM) neural networks; memristor; anti-synchronization; probabilistic time-varying delays; secure communication; GLOBAL EXPONENTIAL STABILITY; WIRELESS SENSOR NETWORKS; ADAPTIVE SYNCHRONIZATION; SYSTEM;
D O I
10.1142/S0217984918502871
中图分类号
O59 [应用物理学];
学科分类号
摘要
This paper is concerned with the asymptotic anti-synchronization problem of the memristor-based bidirectional associative memory neural networks (MBAMNNs) and its application in network secure communication. First, we propose a new model of MBAMNNs with probabilistic delays. By establishing a Bernoulli distributed stochastic variable, the information of transmittal time-varying delays is studied. Second, in order to provide a more robust and secure system, we develop a new anti-synchronization model based on the MBAMNNs. The adaptive laws are carefully designed to confirm the process of encryption and decryption in networks secure communication system. Finally, several numerical examples are presented to demonstrate the effectiveness and applicability of our proposed mechanism.
引用
收藏
页数:28
相关论文
共 50 条
  • [31] Asymptotical Synchronization of Memristor-based Neural Networks with Time-Varying Delays via Adaptive Control
    Li, Yueheng
    Yang, Zhanyu
    Dong, Zhe
    PROCEEDINGS OF THE 36TH CHINESE CONTROL CONFERENCE (CCC 2017), 2017, : 4012 - 4017
  • [32] Synchronization of inertial complex-valued memristor-based neural networks with time-varying delays
    Wang P.
    Li X.
    Zheng Q.
    Math. Biosci. Eng., 2024, 2 (3319-3334): : 3319 - 3334
  • [33] Finite-time projective synchronization of memristor-based neural networks with leakage and time-varying delays
    Qin, Xiaoli
    Wang, Cong
    Li, Lixiang
    Peng, Haipeng
    Yang, Yixian
    Ye, Lu
    PHYSICA A-STATISTICAL MECHANICS AND ITS APPLICATIONS, 2019, 531
  • [34] Anti-Synchronization Control for Memristor-Based Recurrent Neural Networks
    Li, Ning
    Cao, Jinde
    Zhou, Mengzhe
    ADVANCES IN NEURAL NETWORKS - ISNN 2014, 2014, 8866 : 27 - 34
  • [35] The Exponential Synchronization and Asymptotic Synchronization of Quaternion-Valued Memristor-Based Cohen-Grossberg Neural Networks with Time-Varying Delays
    Cheng, Yanzhao
    Shi, Yanchao
    NEURAL PROCESSING LETTERS, 2023, 55 (05) : 6637 - 6656
  • [36] State estimation for memristor-based neural networks with time-varying delays
    Wei, Hongzhi
    Li, Ruoxia
    Chen, Chunrong
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2015, 6 (02) : 213 - 225
  • [37] Dissipativity Research on Memristor-based Neural Networks with Time-varying Delays
    Zhang F.
    Li Z.
    Li, Zhi (zhli@xidian.edu.cn), 1600, Sichuan University (49): : 129 - 136
  • [38] State estimation for memristor-based neural networks with time-varying delays
    Hongzhi Wei
    Ruoxia Li
    Chunrong Chen
    International Journal of Machine Learning and Cybernetics, 2015, 6 : 213 - 225
  • [39] On the periodic dynamics of memristor-based neural networks with time-varying delays
    Chen, Jiejie
    Zeng, Zhigang
    Jiang, Ping
    INFORMATION SCIENCES, 2014, 279 : 358 - 373
  • [40] New passivity criteria for memristor-based neutral-type stochastic BAM neural networks with mixed time-varying delays
    Ali, M. Syed
    Saravanakumar, R.
    Cao, Jinde
    NEUROCOMPUTING, 2016, 171 : 1533 - 1547