Robust passivity analysis of a class of discrete-time stochastic neural networks

被引：5
|
作者：
Shi, Guodong [1 ]
Ma, Qian [2 ]
Qu, Yi [2 ]
机构：
[1] Changzhou Univ, Sch Informat Sci & Engn, Changzhou 213164, Peoples R China
[2] Nanjing Univ Sci & Technol, Sch Automat, Nanjing 210094, Jiangsu, Peoples R China
来源：
NEURAL COMPUTING & APPLICATIONS | 2013年 / 22卷 / 7-8期
关键词：
Discrete-time; Passivity; Stochastic neural networks; Linear matrix inequality; DEPENDENT EXPONENTIAL STABILITY; VARYING DELAYS; NEUTRAL-TYPE; CRITERIA;
D O I：
10.1007/s00521-012-0838-0
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper addresses the passivity problem of a class of discrete-time stochastic neural networks with time-varying delays and norm-bounded parameter uncertainties. New delay-dependent passivity conditions are obtained by using a novel Lyapunov functional together with the linear matrix inequality approach. Numerical examples show the effectiveness of the proposed method.
引用
收藏
页码：1509 / 1517
页数：9
相关论文
共 50 条
  • [21] Robust stability of discrete-time stochastic neural networks with time-varying delays
    Liu, Yurong
    Wang, Zidong
    Liu, Xiaohui
    NEUROCOMPUTING, 2008, 71 (4-6) : 823 - 833
  • [22] Dissipativity and passivity analysis for uncertain discrete-time stochastic Markovian jump neural networks with additive time-varying delays
    Nagamani, G.
    Ramasamy, S.
    NEUROCOMPUTING, 2016, 174 : 795 - 805
  • [23] Passivity analysis for discrete-time neural networks with mixed time-delays and randomly occurring quantization effects
    Zhang, Jie
    Ma, Lifeng
    Liu, Yurong
    NEUROCOMPUTING, 2016, 216 : 657 - 665
  • [24] New Results on Passivity for Discrete-Time Stochastic Neural Networks with Time-Varying Delays
    Kang, Wei
    Cheng, Jun
    Cheng, Xiangyang
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [25] Stability and passivity analysis for uncertain discrete-time neural networks with time-varying delay
    Shu, Yanjun
    Liu, Xinge
    Liu, Yajuan
    NEUROCOMPUTING, 2016, 173 : 1706 - 1714
  • [26] Robust exponential stability analysis of a larger class of discrete-time recurrent neural networks
    Zhang Jian-hai
    Zhang Sen-lin
    Liu Mei-qin
    JOURNAL OF ZHEJIANG UNIVERSITY-SCIENCE A, 2007, 8 (12): : 1912 - 1920
  • [27] Synchronization of a class of uncertain stochastic discrete-time delayed neural networks
    Chen, Zhong
    Xiao, Bing
    Lin, Jianming
    ADVANCES IN DIFFERENCE EQUATIONS, 2014, : 1 - 22
  • [28] Robust exponential stability analysis of a larger class of discrete-time recurrent neural networks
    ZHANG Jian-hai
    Journal of Zhejiang University(Science A:An International Applied Physics & Engineering Journal), 2007, (12) : 1912 - 1920
  • [29] Stability Analysis of Discrete-Time Recurrent Neural Networks With Stochastic Delay
    Zhao, Yu
    Gao, Huijun
    Lam, James
    Chen, Ke
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2009, 20 (08): : 1330 - 1339
  • [30] Robust passivity analysis of neural networks with discrete and distributed delays
    Zeng, Hong-Bing
    Park, Ju H.
    Shen, Hao
    NEUROCOMPUTING, 2015, 149 : 1092 - 1097
12345