Synchronization of delayed neural networks with Levy noise and Markovian switching via sampled data

被引:22
|
作者
Yang, Jun [1 ,2 ]
Zhou, Wuneng [1 ,3 ]
Shi, Peng [4 ,5 ]
Yang, Xueqing [1 ]
Zhou, Xianghui [1 ]
Su, Hongye [6 ]
机构
[1] Donghua Univ, Coll Informat Sci & Technol, Shanghai 200051, Peoples R China
[2] Anyang Normal Univ, Sch Math & Stat, Anyang 455000, Peoples R China
[3] Donghua Univ, Minist Educ, Engn Res Ctr Digitized Text & Fash Technol, Shanghai 201620, Peoples R China
[4] Harbin Engn Univ, Coll Automat, Harbin 150001, Heilongjiang, Peoples R China
[5] Victoria Univ, Coll Engn & Sci, Melbourne, Vic 8001, Australia
[6] Zhejiang Univ, Inst Cyber Syst & Control, Natl Lab Ind Control Technol, Hangzhou 310027, Zhejiang, Peoples R China
基金
上海市自然科学基金; 澳大利亚研究理事会;
关键词
Levy noise; Lyapunov functional; Markovian switching; Neural networks; Sampled-data; Synchronization; ADAPTIVE SYNCHRONIZATION; STABILITY ANALYSIS; SYSTEMS; STABILIZATION; TRANSITION;
D O I
10.1007/s11071-015-2059-4
中图分类号
TH [机械、仪表工业];
学科分类号
0802 ;
摘要
In this paper, the problem of synchronization via sampled-data control is considered for stochastic delayed neural networks with L,vy noise and Markovian switching. The purpose of the problem addressed is to derive a sufficient condition and a sampled-data control law such that the dynamics of the error system is stable in mean square, and thus the synchronization can be achieved for the master system and the slave system. By generalized It's formula and the construction of Lyapunov functional, an LMI-based sufficient condition is established to ensure the synchronization of the two systems. The control law is determined simultaneously, which depends on the switching mode, time delay, and the upper bound of sampling intervals. A numerical example is provided to verify the usefulness of the proposed criterion.
引用
收藏
页码:1179 / 1189
页数:11
相关论文
共 50 条
  • [1] Synchronization of delayed neural networks with Lévy noise and Markovian switching via sampled data
    Jun Yang
    Wuneng Zhou
    Peng Shi
    Xueqing Yang
    Xianghui Zhou
    Hongye Su
    Nonlinear Dynamics, 2015, 81 : 1179 - 1189
  • [2] Adaptive synchronization of delayed Markovian switching neural networks with Levy noise
    Yang, Jun
    Zhou, Wuneng
    Shi, Peng
    Yang, Xueqing
    Zhou, Xianghui
    Su, Hongye
    NEUROCOMPUTING, 2015, 156 : 231 - 238
  • [3] M-Matrix-Based Exponential Synchronization of Delayed Neural Networks with Levy Noise and Markovian Switching
    Yang, Jun
    Dai, Anding
    Wei, Chao
    Zhao, Jing
    Li, Peifeng
    Gao, Xiaomei
    Zhang, Mingmei
    ENGINEERING LETTERS, 2019, 27 (04) : 855 - 859
  • [4] Synchronization of delayed Markovian jump memristive neural networks with reaction–diffusion terms via sampled data control
    Ruoxia Li
    Hongzhi Wei
    International Journal of Machine Learning and Cybernetics, 2016, 7 : 157 - 169
  • [5] Mean square synchronization of neural networks with Levy noise via sampled-data and actuator saturating controller
    Zhou, Liuwei
    Wang, Zhijie
    Zhou, Jun
    Zhou, Wuneng
    NEUROCOMPUTING, 2016, 173 : 1235 - 1244
  • [6] Synchronization of delayed Markovian jump memristive neural networks with reaction-diffusion terms via sampled data control
    Li, Ruoxia
    Wei, Hongzhi
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2016, 7 (01) : 157 - 169
  • [7] SYNCHRONIZATION OF STOCHASTIC DELAYED NEURAL NETWORKS WITH MARKOVIAN SWITCHING AND ITS APPLICATION
    Tang, Yang
    Fang, Jian-An
    Miao, Qing-Ying
    INTERNATIONAL JOURNAL OF NEURAL SYSTEMS, 2009, 19 (01) : 43 - 56
  • [8] Synchronization of Stochastic Multi-Weights Complex Networks with Levy Noise and Markovian Switching
    Hong, Mengting
    Ren, Fengli
    Yang, Yong
    NEURAL PROCESSING LETTERS, 2023, 55 (03) : 2965 - 2987
  • [9] Almost surely exponential stability of neural networks with Levy noise and Markovian switching
    Zhou, Wuneng
    Yang, Jun
    Yang, Xueqing
    Dai, Anding
    Liu, Huashan
    Fang, Jian'an
    NEUROCOMPUTING, 2014, 145 : 154 - 159
  • [10] Aperiodic sampled-data synchronization of Markovian jump neural networks with partially known switching transition rates
    Yang, Te
    Huang, Xia
    Wang, Zhen
    Xia, Jianwei
    COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION, 2023, 126