Synchronization for Fuzzy Models of Memristive Stochastic Neural Networks via Aperiodically Intermittent Control

被引:0
作者
Chen, Siya [1 ]
Feng, Jianwen [1 ]
Zhao, Yi [1 ]
机构
[1] Shenzhen Univ, Coll Math & Stat, Shenzhen 518060, Peoples R China
来源
PROCEEDINGS OF THE 30TH CHINESE CONTROL AND DECISION CONFERENCE (2018 CCDC) | 2018年
基金
中国国家自然科学基金;
关键词
Fuzzy model; Memristive neural network; Aperiodically; Intermittent control; Adaptive; Synchronization; STABILITY;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the synchronization for fuzzy models of memristive neural networks with time delay and stochastic perturbation is investigated. There arc two main differences of this paper with previous relative works: one is that intermittent control is aperiodic while in previous works it's periodic; the other one is that stochastic perturbation is considered in our models. Based on the aperiodically intermittent control scheme, a simple linear feedback controller in the response networks to reach synchronization is designed. Some significant criteria are given to ensure the masterslave synchronization of neural networks. In addition, an adaptive algorithm is designed for the neural networks with time delays. Finally, numerical simulations are exploited to demonstrate the effectiveness of the control strategy.
引用
收藏
页码:6056 / 6061
页数:6
相关论文
共 17 条
  • [1] Impulsive controller design for exponential synchronization of delayed stochastic memristor-based recurrent neural networks
    Chandrasekar, A.
    Rakkiyappan, R.
    [J]. NEUROCOMPUTING, 2016, 173 : 1348 - 1355
  • [2] MEMRISTOR - MISSING CIRCUIT ELEMENT
    CHUA, LO
    [J]. IEEE TRANSACTIONS ON CIRCUIT THEORY, 1971, CT18 (05): : 507 - +
  • [3] Synchronization of delayed chaotic systems with parameter mismatches by using intermittent linear state feedback
    Huang, Tingwen
    Li, Chuandong
    Yu, Wenwu
    Chen, Guanrong
    [J]. NONLINEARITY, 2009, 22 (03) : 569 - 584
  • [4] Almost periodic solutions for a memristor-based neural networks with leakage, time-varying and distributed delays
    Jiang, Ping
    Zeng, Zhigang
    Chen, Jiejie
    [J]. NEURAL NETWORKS, 2015, 68 : 34 - 45
  • [5] Nanoscale Memristor Device as Synapse in Neuromorphic Systems
    Jo, Sung Hyun
    Chang, Ting
    Ebong, Idongesit
    Bhadviya, Bhavitavya B.
    Mazumder, Pinaki
    Lu, Wei
    [J]. NANO LETTERS, 2010, 10 (04) : 1297 - 1301
  • [6] Liao X.F., 1998, IEEE T NEURNAL NETWO, V9, P287
  • [7] Lin Yusnlie, 2012, APPL STOCHASTIC PROC, P304
  • [8] Synchronization of Complex Networks via Aperiodically Intermittent Pinning Control
    Liu, Xiwei
    Chen, Tianping
    [J]. IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2015, 60 (12) : 3316 - 3321
  • [9] Synchronization of Linearly Coupled Networks With Delays via Aperiodically Intermittent Pinning Control
    Liu, Xiwei
    Chen, Tianping
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2015, 26 (10) : 2396 - 2407
  • [10] Rosenthal Jeffery S., 2003, SINGAPORE WORLD SCI, P106