Stability of stochastic neural networks with Markovian jumping parameters

被引：0
|
作者：
Hua Mingang
机构：
来源：
JournalofSystemsEngineeringandElectronics | 2009年 / 20卷 / 03期
基金：
中国国家自然科学基金;
关键词：
stochastic neural networks; global asymptotical stability; linear matrix inequality; Markovian jumping parameters;
D O I：
暂无
中图分类号：
TP183 [人工神经网络与计算];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
The global asymptotical stability for a class of stochastic delayed neural networks(SDNNs)with Markovian jumping parameters is considered.By applying Lyapunov functional method and It(?)’s differential rule, new delay-dependent stability conditions are derived.All results are expressed in terms of linear matrix inequality (LMI),and a numerical example is presented to illustrate the correctness and less conservativeness of the proposed method.
引用
收藏
页码：613 / 618
页数：6
相关论文
共 50 条
  • [41] Novel stability condition of stochastic fuzzy neural networks with Markovian jumping under impulsive perturbations
    Zheng, Cheng-De
    Zhang, Yanli
    Wang, Zhanshan
    INTERNATIONAL JOURNAL OF MACHINE LEARNING AND CYBERNETICS, 2016, 7 (05) : 795 - 803
  • [42] Exponential Stability for Delayed Stochastic Bidirectional Associative Memory Neural Networks with Markovian Jumping and Impulses
    Sakthivel, R.
    Raja, R.
    Anthoni, S. M.
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2013, 158 (01) : 251 - 273
  • [43] Exponential Stability for Delayed Stochastic Bidirectional Associative Memory Neural Networks with Markovian Jumping and Impulses
    R. Sakthivel
    R. Raja
    S. M. Anthoni
    Journal of Optimization Theory and Applications, 2013, 158 : 251 - 273
  • [44] Robust Stability of Markovian Jumping Stochastic Neural Networks with Interval Time-varying Delay
    Fu, He
    Feng, Jian
    Zhang, Huaguang
    2008 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS (SMC), VOLS 1-6, 2008, : 3629 - 3634
  • [45] Novel stability condition of stochastic fuzzy neural networks with Markovian jumping under impulsive perturbations
    Cheng-De Zheng
    Yanli Zhang
    Zhanshan Wang
    International Journal of Machine Learning and Cybernetics, 2016, 7 : 795 - 803
  • [46] Exponential Stability for Delayed Stochastic Bidirectional Associative Memory Neural Networks with Markovian Jumping and Impulses
    R. Sakthivel
    R. Raja
    S. M. Anthoni
    Journal of Optimization Theory and Applications, 2011, 150 : 166 - 187
  • [47] Exponential Stability for Delayed Stochastic Bidirectional Associative Memory Neural Networks with Markovian Jumping and Impulses
    Sakthivel, R.
    Raja, R.
    Anthoni, S. M.
    JOURNAL OF OPTIMIZATION THEORY AND APPLICATIONS, 2011, 150 (01) : 166 - 187
  • [48] Stochastic exponential stability for Markovian jumping BAM neural networks with time-varying delays
    Lou, Xuyang
    Cui, Baotong
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2007, 37 (03): : 713 - 719
  • [49] Robust Stability Criterion for Stochastic Recurrent Neural Networks with Markovian Jumping Parameters, Mode-dependent Delays and Multiplicative Noise
    Qiu, Ji-qing
    He, Hai-kuo
    Gao, Zhi-feng
    2008 2ND INTERNATIONAL SYMPOSIUM ON SYSTEMS AND CONTROL IN AEROSPACE AND ASTRONAUTICS, VOLS 1 AND 2, 2008, : 518 - +
  • [50] Adaptive estimation for delayed neural networks with Markovian jumping parameters
    Tong, Dongbing
    Zhou, Wuneng
    Wang, Han
    Zhou, Jun
    Zhou, Xianghui
    Xu, Yuhua
    OPTIK, 2015, 126 (21): : 2960 - 2964
12345