Passivity analysis of stochastic time-delay neural networks

被引：0
|
作者：
Yun Chen
Huijiao Wang
Anke Xue
Renquan Lu
机构：
[1] Hangzhou Dianzi University,Institute of Operational Research and Cybernetics
[2] Zhejiang Sci-Tech University,Institute of Automation
[3] Hangzhou Dianzi University,Institute of Information and Control
来源：
Nonlinear Dynamics | 2010年 / 61卷
关键词：
Stochastic neural networks; Time delays; Asymptotic mean-square stability; Stochastic passivity; Linear matrix inequality (LMI);
D O I：
暂无
中图分类号：
学科分类号：
摘要：
Passivity analysis of stochastic neural networks with time-varying delays and parametric uncertainties is investigated in this paper. Passivity of stochastic neural networks is defined. Both delay-independent and delay-dependent stochastic passivity conditions are presented in terms of linear matrix inequalities (LMIs). The results are established by using the Lyapunov–Krasovskii functional method. In order to derive the delay-dependent passivity criterion, some free-weighting matrices are introduced. The effectiveness of the method is illustrated by numerical examples.
引用
收藏
页码：71 / 82
页数：11
相关论文
共 50 条
  • [1] Passivity analysis of stochastic time-delay neural networks
    Chen, Yun
    Wang, Huijiao
    Xue, Anke
    Lu, Renquan
    [J]. NONLINEAR DYNAMICS, 2010, 61 (1-2) : 71 - 82
  • [2] Passivity analysis of neural networks with time delay
    Li, CG
    Liao, XF
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2005, 52 (08) : 471 - 475
  • [3] On passivity analysis for stochastic neural networks with interval time-varying delay
    Fu, Jie
    Zhang, Huaguang
    Ma, Tiedong
    Zhang, Qingling
    [J]. NEUROCOMPUTING, 2010, 73 (4-6) : 795 - 801
  • [4] Stability Analysis of Time-Delay Neural Networks Subject to Stochastic Perturbations
    Chen, Yun
    Zheng, Wei Xing
    [J]. IEEE TRANSACTIONS ON CYBERNETICS, 2013, 43 (06) : 2122 - 2134
  • [5] Passivity analysis of stochastic neural networks with time-varying delays and leakage delay
    Zhao, Zhenjiang
    Song, Qiankun
    He, Shaorong
    [J]. NEUROCOMPUTING, 2014, 125 : 22 - 27
  • [6] New Results on Passivity Analysis of Stochastic Neural Networks with Time-Varying Delay and Leakage Delay
    Li, YaJun
    Huang, Zhaowen
    [J]. COMPUTATIONAL INTELLIGENCE AND NEUROSCIENCE, 2015, 2015
  • [7] Synchronization Analysis of Coupled Stochastic Neural Networks with On–Off Coupling and Time-Delay
    Guan Wang
    Yi Shen
    Quan Yin
    [J]. Neural Processing Letters, 2015, 42 : 501 - 515
  • [8] Passivity analysis for neural networks with a time-varying delay
    Zeng, Hong-Bing
    He, Yong
    Wu, Min
    Xiao, Shen-Ping
    [J]. NEUROCOMPUTING, 2011, 74 (05) : 730 - 734
  • [9] Synchronization Analysis of Coupled Stochastic Neural Networks with On-Off Coupling and Time-Delay
    Wang, Guan
    Shen, Yi
    Yin, Quan
    [J]. NEURAL PROCESSING LETTERS, 2015, 42 (02) : 501 - 515
  • [10] Robust passivity and passification of stochastic fuzzy time-delay systems
    Liang, Jinling
    Wang, Zidong
    Liu, Xiaohui
    [J]. INFORMATION SCIENCES, 2010, 180 (09) : 1725 - 1737
12345