New delay-dependent criterion for the stability of recurrent neural networks with time-varying delay

被引:0
|
作者
ZHANG HuaGuang & WANG ZhanShan School of Information Science and Engineering
机构
基金
高等学校博士学科点专项科研基金; 中国国家自然科学基金;
关键词
recurrent neural networks; global asymptotic stability; linear matrix inequality (LMI); time-varying delay;
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
This paper is concerned with the global asymptotic stability of a class of recurrent neural networks with interval time-varying delay. By constructing a suitable Lyapunov functional, a new criterion is established to ensure the global asymptotic stability of the concerned neural networks, which can be expressed in the form of linear matrix inequality and independent of the size of derivative of time varying delay. Two numerical examples show the effectiveness of the obtained results.
引用
收藏
页码:942 / 948
页数:7
相关论文
共 50 条
  • [1] New delay-dependent criterion for the stability of recurrent neural networks with time-varying delay
    Zhang HuaGuang
    Wang ZhanShan
    [J]. SCIENCE IN CHINA SERIES F-INFORMATION SCIENCES, 2009, 52 (06): : 942 - 948
  • [2] New delay-dependent criterion for the stability of recurrent neural networks with time-varying delay
    ZHANG HuaGuang WANG ZhanShan School of Information Science and Engineering Northeastern University Shenyang China
    [J]. Science in China(Series F:Information Sciences)., 2009, 52 (06) - 948
  • [3] New delay-dependent criterion for the stability of recurrent neural networks with time-varying delay
    HuaGuang Zhang
    ZhanShan Wang
    [J]. Science in China Series F: Information Sciences, 2009, 52 : 942 - 948
  • [4] New delay-dependent stability criterion for discrete-time recurrent neural networks with time-varying delay
    Zhu, Xun-Lin
    Shang, Zhanlei
    Yang, Hong-Yong
    [J]. CCDC 2009: 21ST CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-6, PROCEEDINGS, 2009, : 4343 - +
  • [5] Delay-dependent Stability of Recurrent Neural Networks with Time-varying Delay
    Zhang, Guobao
    Xiong, Jing-Jing
    Huang, Yongming
    Lu, Yong
    Wang, Ling
    [J]. INTELLIGENT AUTOMATION AND SOFT COMPUTING, 2018, 24 (03): : 541 - 551
  • [6] Improved Delay-Dependent Stability Criterion on Neural Networks with Time-Varying Delay
    Zhang, Haitao
    Wang, Ting
    Fei, Shumin
    Li, Tao
    [J]. 2010 8TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2010, : 2080 - 2084
  • [7] Improved delay-dependent stability criterion for neural networks with time-varying delay
    Tian, Junkang
    Zhong, Shouming
    [J]. APPLIED MATHEMATICS AND COMPUTATION, 2011, 217 (24) : 10278 - 10288
  • [8] Delay-dependent stability criterion of a class of neural networks with time-varying delay
    Yang Bin
    Liu Shubo
    Wang Jincheng
    Jin Jing
    [J]. WCICA 2006: SIXTH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION, VOLS 1-12, CONFERENCE PROCEEDINGS, 2006, : 3038 - +
  • [9] Delay-dependent stability analysis for recurrent neural networks with time-varying delay
    Lu, C. -Y.
    Su, T. -J.
    Huang, S. -C.
    [J]. IET CONTROL THEORY AND APPLICATIONS, 2008, 2 (08): : 736 - 742
  • [10] Delay-dependent stability for neural networks with time-varying delay
    Liu, Hailin
    Chen, Guohua
    [J]. CHAOS SOLITONS & FRACTALS, 2007, 33 (01) : 171 - 177