Almost sure adaptive asymptotically synchronization for neutral-type multi-slave neural networks with Markovian jumping parameters and stochastic perturbation

被引：22
作者：
Zhou, Jun [1 ,4 ]
Ding, Xiangwu [2 ]
Zhou, Liuwei [1 ]
Zhou, Wuneng [1 ]
Yang, Jun [3 ]
Tong, Dongbing [5 ]
机构：
[1] Donghua Univ, Coll Informat Sci & Technol, Shanghai 200051, Peoples R China
[2] Donghua Univ, Coll Comp Sci & Technol, Shanghai 200051, Peoples R China
[3] Anyang Normal Univ, Coll Math & Stat, Anyang 455000, Peoples R China
[4] Southwest Forestry Univ, Informat & Network Ctr, Kunming 650224, Peoples R China
[5] Shanghai Univ Engn Sci, Coll Elect & Elect Engn, Shanghai 201620, Peoples R China
来源：
NEUROCOMPUTING | 2016年 / 214卷
基金：
中国国家自然科学基金; 上海市自然科学基金;
关键词：
Multi-slave system; Adaptive synchronization; M-matrix; Stochastic perturbation; Markovian switching; DIFFERENTIAL-DELAY EQUATIONS; EXPONENTIAL SYNCHRONIZATION; STABILITY; OPTIMIZATION; SYSTEMS; RESET;
D O I：
10.1016/j.neucom.2016.05.069
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 problem of adaptive synchronization for time-delay neutral-type multi-slave neural networks with Markovian jumping parameters and stochastic noise is researched. The adaptive synchronization model which contains a drive system and multiple response systems is presented. By using of the generalized Ito's formula and the M-matrix method, the sufficient condition is obtained to guarantee that the error control system is stable, and the update law of the feedback controller is designed to ensure that every slave system synchronizes with master system. Finally, a numerical example is given to illustrate the effectiveness of the method and result obtained in this paper. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码：44 / 52
页数：9
相关论文
共 33 条
  • [21] A reference model approach to stability analysis of neural networks
    Qiao, H
    Peng, J
    Xu, ZB
    Zhang, B
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2003, 33 (06): : 925 - 936
  • [22] Exponential synchronization for stochastic neural networks with multi-delayed and Markovian switching via adaptive feedback control
    Tong, Dongbing
    Zhou, Wuneng
    Zhou, Xianghui
    Yang, Jun
    Zhang, Liping
    Xu, Yuhua
    [J]. COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2015, 29 (1-3) : 359 - 371
  • [23] A noisy chaotic neural network for solving combinatorial optimization problems: Stochastic chaotic simulated annealing
    Wang, LP
    Li, S
    Tian, FY
    Fu, XJ
    [J]. IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2004, 34 (05): : 2119 - 2125
  • [24] Robust master-slave synchronization for general uncertain delayed dynamical model based on adaptive control scheme
    Wang, Tianbo
    Zhou, Wuneng
    Zhao, Shouwei
    Yu, Weiqin
    [J]. ISA TRANSACTIONS, 2014, 53 (02) : 335 - 340
  • [25] Stochastic Synchronization of Markovian Jump Neural Networks With Time-Varying Delay Using Sampled Data
    Wu, Zheng-Guang
    Shi, Peng
    Su, Hongye
    Chu, Jian
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2013, 43 (06) : 1796 - 1806
  • [26] Delay-dependent exponential stability for a class of neural networks with time delays
    Xu, SY
    Lam, J
    Ho, DWC
    Zou, Y
    [J]. JOURNAL OF COMPUTATIONAL AND APPLIED MATHEMATICS, 2005, 183 (01) : 16 - 28
  • [27] Lag stochastic synchronization of chaotic mixed time-delayed neural networks with uncertain parameters or perturbations
    Yang, Xinsong
    Zhu, Quanxin
    Huang, Chuangxia
    [J]. NEUROCOMPUTING, 2011, 74 (10) : 1617 - 1625
  • [28] Adaptive synchronization between two different chaotic neural networks with time delay
    Zhang, Huaguang
    Xie, Yinghui
    Wang, Zhiliang
    Zheng, Chengde
    [J]. IEEE TRANSACTIONS ON NEURAL NETWORKS, 2007, 18 (06): : 1841 - 1845
  • [29] Mean square synchronization of neural networks with Levy noise via sampled-data and actuator saturating controller
    Zhou, Liuwei
    Wang, Zhijie
    Zhou, Jun
    Zhou, Wuneng
    [J]. NEUROCOMPUTING, 2016, 173 : 1235 - 1244
  • [30] Adaptive Synchronization for Neutral-Type Neural Networks with Stochastic Perturbation and Markovian Switching Parameters
    Zhou, Wuneng
    Zhu, Qingyu
    Shi, Peng
    Su, Hongye
    Fang, Jian'an
    Zhou, Liuwei
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2014, 44 (12) : 2848 - 2860
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