Stability Analysis for Uncertain Complex-Valued Recurrent Neural Networks

被引：0
|
作者：
Gong, Weiqiang [1 ]
Liang, Jinling [1 ]
Cao, Jinde [1 ]
机构：
[1] Southeast Univ, Dept Math, Nanjing 210096, Jiangsu, Peoples R China
来源：
ADVANCES IN COGNITIVE NEURODYNAMICS (V) | 2016年
关键词：
ROBUST STABILITY; TIME-DELAYS; MODEL;
D O I：
10.1007/978-981-10-0207-6_96
中图分类号：
Q189 [神经科学];
学科分类号：
071006 ;
摘要：
This paper addresses the global robust stability problem for the complex-valued recurrent neural networks with time delay, where the system matrix parameters are time-varying within given intervals. Based on the Lyapunov functional method and some properties of the norm of matrices, sufficient criteria are presented to ascertain the global stability of the uncertain neural networks. One numerical example is also provided to illustrate the effectiveness of the obtained results.
引用
收藏
页码：715 / 721
页数：7
相关论文
共 50 条
  • [21] Robust Passivity and Stability Analysis of Uncertain Complex-Valued Impulsive Neural Networks with Time-Varying Delays
    Rajchakit, G.
    Sriraman, R.
    NEURAL PROCESSING LETTERS, 2021, 53 (01) : 581 - 606
  • [22] Robust Passivity and Stability Analysis of Uncertain Complex-Valued Impulsive Neural Networks with Time-Varying Delays
    G. Rajchakit
    R. Sriraman
    Neural Processing Letters, 2021, 53 : 581 - 606
  • [23] Complex-valued neural networks
    Department of Electrical Engineering and Information Systems, University of Tokyo, 7-3-1, Hongo, Bunkyo-ku, Tokyo 113-8656, Japan
    IEEJ Trans. Electron. Inf. Syst., 1 (2-8):
  • [24] Continuous Attractors of Recurrent Neural Networks with Complex-valued Weights
    Li, Jun
    Yang, Jian
    Diao, Yongfeng
    2012 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2012,
  • [25] Complete Stability Analysis of Complex-Valued Neural Networks with Time Delays and Impulses
    R. Rakkiyappan
    G. Velmurugan
    Xiaodi Li
    Neural Processing Letters, 2015, 41 : 435 - 468
  • [26] Stability Analysis of Complex-Valued Neural Networks with Generalized Piecewise Constant Argument
    Lin, Xuenan
    Wu, Ailong
    2018 NINTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), 2018, : 21 - 28
  • [27] Complete Stability Analysis of Complex-Valued Neural Networks with Time Delays and Impulses
    Rakkiyappan, R.
    Velmurugan, G.
    Li, Xiaodi
    NEURAL PROCESSING LETTERS, 2015, 41 (03) : 435 - 468
  • [28] Global robust stability of complex-valued recurrent neural networks with time-delays and uncertainties
    Zhang, Wei
    Li, Chuandong
    Huang, Tingwen
    INTERNATIONAL JOURNAL OF BIOMATHEMATICS, 2014, 7 (02)
  • [29] Exponential stability of complex-valued neural networks with mixed delays
    Xu, Xiaohui
    Zhang, Jiye
    Shi, Jizhong
    NEUROCOMPUTING, 2014, 128 : 483 - 490
  • [30] Global Stability of Complex-Valued Neural Networks on Time Scales
    Bohner, Martin
    Rao, V. Sree Hari
    Sanyal, Suman
    DIFFERENTIAL EQUATIONS AND DYNAMICAL SYSTEMS, 2011, 19 (1-2) : 3 - 11
12345