Exponential Stability of the Neural Networks with Discrete and Distributed Time-Varying Delays

被引:0
|
作者
Li, Qingbo [1 ]
Xing, Peixu [1 ]
Wu, Yuanyuan [2 ]
机构
[1] Zhengzhou Univ Light Ind, Dept Math & Informat Sci, Zhengzhou 450002, Peoples R China
[2] Zhengzhou Univ Light Ind, Sch Elect & Elect Engn, Zhengzhou 450052, Peoples R China
关键词
Neural networks; Exponential stability; Delay-dependent; Free-weighting matrix; LMIs; ROBUST STABILITY;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Hot a class of generalized neural networks(NNs) with discrete and distributed time-varying delays, this paper is concerned with the problem of the global exponential stability analysis. By introducing a novel augmented Lyapunov-Krasovskii functional and some appropriate free-weighting matrices, a new delay-dependent stability criterion is derived in terms of linear matrix inequalities (LMIs). Finally, a numerical example is given to show the superiority of the obtained results.
引用
收藏
页码:569 / +
页数:2
相关论文
共 50 条
  • [41] Stability of Markovian jumping recurrent neural networks with discrete and distributed time-varying delays
    Ali, M. Syed
    NEUROCOMPUTING, 2015, 149 : 1280 - 1285
  • [42] Robust Stability for Interval Stochastic Neural Networks with Time-Varying Discrete and Distributed Delays
    Li H.
    Cheung K.C.
    Lam J.
    Gao H.
    Differential Equations and Dynamical Systems, 2011, 19 (1-2) : 97 - 118
  • [43] Stability of stochastic fuzzy BAM neural networks with discrete and distributed time-varying delays
    M. Syed Ali
    P. Balasubramaniam
    Quanxin Zhu
    International Journal of Machine Learning and Cybernetics, 2017, 8 : 263 - 273
  • [44] Stability of stochastic fuzzy BAM neural networks with discrete and distributed time-varying delays
    Ali, M. Syed
    Balasubramaniam, P.
    Zhu, Quanxin
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2017, 8 (01) : 263 - 273
  • [45] Global asymptotic stability for cellular neural networks with discrete and distributed time-varying delays
    Lien, Chang-Hua
    Chung, Long-Yeu
    CHAOS SOLITONS & FRACTALS, 2007, 34 (04) : 1213 - 1219
  • [46] Exponential Stability of Impulsive Timescale-Type Nonautonomous Neural Networks With Discrete Time-Varying and Infinite Distributed Delays
    Wan, Peng
    Zeng, Zhigang
    IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024, 35 (01) : 1292 - 1304
  • [47] Stability of Impulsive Neural Networks with Time-Varying and Distributed Delays
    Luo, Qi
    Miao, Xinjie
    Wei, Qian
    Zhou, Zhengxin
    ABSTRACT AND APPLIED ANALYSIS, 2013,
  • [48] Further results on exponential stability of discrete-time BAM neural networks with time-varying delays
    Shu, Yanjun
    Liu, Xinge
    Wang, Fengxian
    Qiu, Saibing
    MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2017, 40 (11) : 4014 - 4027
  • [49] Exponential stability of discrete-time uncertain neural networks with multiple time-varying leakage delays
    Suntonsinsoungvon, E.
    Udpin, S.
    MATHEMATICS AND COMPUTERS IN SIMULATION, 2020, 171 (171) : 233 - 245
  • [50] New results on robust exponential stability for discrete recurrent neural networks with time-varying delays
    Wu, Zhengguang
    Su, Hongye
    Chu, Jian
    Zhou, Wuneng
    NEUROCOMPUTING, 2009, 72 (13-15) : 3337 - 3342