Global output convergence of Hopfield neural networks with time-varying thresholds

被引:0
|
作者
Wu, W [1 ]
Huang, M [1 ]
Cui, BT [1 ]
机构
[1] So Yangtze Univ, Res Ctr Control Sci & Engn, Jiangsu 214122, Peoples R China
关键词
neural network; global stability; time-varying threshholds;
D O I
暂无
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
This paper studies the global output convergence of a class of Hopfield neural networks with globally Lipschitz continuous and monotone nondecreasing activation functions. We establish two sufficient conditions for global output convergence of this class of neural networks. Symmetry in the connection weight matrix is not required in the present results which extend the existing ones.
引用
收藏
页码:348 / 355
页数:8
相关论文
共 50 条
  • [31] Ultimate boundedness and an attractor for stochastic Hopfield neural networks with time-varying delays
    Wan, Li
    Zhou, Qinghua
    Wang, Pei
    Lid, Jizi
    NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS, 2012, 13 (02) : 953 - 958
  • [32] Exponential stability of stochastic interval Hopfield neural networks with time-varying delays
    Li, Xiaolin
    Cao, Jinde
    NEURAL NETWORK WORLD, 2007, 17 (01) : 31 - 40
  • [33] On the almost periodic solution of generalized Hopfield neural networks with time-varying delays
    Liu, Yiguang
    You, Zhisheng
    Cao, Liping
    NEUROCOMPUTING, 2006, 69 (13-15) : 1760 - 1767
  • [34] STABILITY OF IMPULSIVE HOPFIELD NEURAL NETWORKS WITH MARKOVIAN SWITCHING AND TIME-VARYING DELAYS
    Raja, Ramachandran
    Sakthivel, Rathinasamy
    Anthoni, Selvaraj Marshal
    Kim, Hyunsoo
    INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS AND COMPUTER SCIENCE, 2011, 21 (01) : 127 - 135
  • [35] H∞ control problem for Hopfield neural networks with interval time-varying delay
    Emharuethai, Chanikan
    PROCEEDINGS OF THE 7TH SEAMS UGM INTERNATIONAL CONFERENCE ON MATHEMATICS AND ITS APPLICATIONS 2015: ENHANCING THE ROLE OF MATHEMATICS IN INTERDISCIPLINARY RESEARCH, 2016, 1707
  • [36] New delay-dependent global asymptotic stability condition for Hopfield neural networks with time-varying delays
    Zong G.-D.
    Liu J.
    Int. J. Autom. Comput., 2009, 4 (415-419): : 415 - 419
  • [37] New Delay-dependent Global Asymptotic Stability Condition for Hopfield Neural Networks with Time-varying Delays
    Guang-Deng Zong Jia Liu Research Institute of Automation
    Machine Intelligence Research, 2009, 6 (04) : 415 - 419
  • [38] A new result on the global convergence of Hopfield neural networks
    Liu, XW
    Chen, TP
    IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 2002, 49 (10): : 1514 - 1516
  • [39] CONVERGENCE OF DISCRETE-TIME CELLULAR NEURAL NETWORKS WITH TIME-VARYING DELAYS
    Zhang, Qiang
    Wei, Xiaopeng
    Xu, Jin
    INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2008, 4 (11): : 2997 - 3004
  • [40] TIME-VARYING NEURAL NETWORKS
    WALDRON, MB
    PROCEEDINGS OF THE ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY, PTS 1-4, 1988, : 1933 - 1933