Stability analysis of a discrete Hopfield neural network with delay

被引：5
|
作者：
Tsang, Eric C. C. [1 ]
Qiu, S. S. [1 ]
Yeung, Daniel S. [1 ]
机构：
[1] Hong Kong Polytech Univ, Dept Comp, Kowloon, Hong Kong, Peoples R China
来源：
NEUROCOMPUTING | 2007年 / 70卷 / 13-15期
关键词：
stability analysis; discrete Hopfield neural network;
D O I：
10.1016/j.neucom.2006.12.003
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This letter investigates convergence theorems of a DHNN with delay. We present one generalized updating rule for serial mode. The condition for convergence of a DHNN without delay can be relaxed from a symmetric matrix to a quasi-symmetric matrix. One application is presented to demonstrate the higher convergence speed of our algorithm. (C) 2007 Published by Elsevier B.V.
引用
收藏
页码：2598 / 2602
页数：5
相关论文
共 50 条
  • [1] Stability Analysis of Discrete Hopfield Neural Network
    Zheng, Xiaochang
    2008 INTERNATIONAL CONFERENCE ON ADVANCED COMPUTER THEORY AND ENGINEERING, 2008, : 961 - 965
  • [2] Hopf bifurcation and stability analysis on discrete-time Hopfield neural network with delay
    Zhao, Hongyong
    Wang, Lei
    Ma, Changxiu
    NONLINEAR ANALYSIS-REAL WORLD APPLICATIONS, 2008, 9 (01) : 103 - 113
  • [3] Stability of discrete Hopfield neural networks with delay
    Ma Runnian 1
    2. Key Lab of Information Sciences and Engineering
    3. School of Humanity Law and Economics
    4. Science Inst.
    Journal of Systems Engineering and Electronics, 2005, (04) : 937 - 940
  • [4] Stability for Discrete Hopfield Neural Networks with Delay
    Gao, H. S.
    Zhang, J.
    Qin, W. Y.
    ICNC 2008: FOURTH INTERNATIONAL CONFERENCE ON NATURAL COMPUTATION, VOL 2, PROCEEDINGS, 2008, : 560 - 563
  • [5] Stability analysis of discrete Hopfield Neural Networks with delay and its application
    Tsang, ECC
    Chan, APF
    Yeung, DS
    Qiu, SS
    INTERNATIONAL CONFERENCE ON SYSTEMS, MAN AND CYBERNETICS, VOL 1-4, PROCEEDINGS, 2005, : 1017 - 1023
  • [6] Stability Conditions for Discrete Hopfield Neural Networks with Delay
    Ma, Run-Nian
    Bai, Guo-Qiang
    INTELLIGENT COMPUTING, PART I: INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTING, ICIC 2006, PART I, 2006, 4113 : 476 - 481
  • [7] Stability Analysis of Discrete Hopfield Neural Networks with Weighted Function Matrix and Delay
    Mao, Jiali
    Li, Jun
    Li, Mingdong
    Zeng, Xianhua
    ICIC 2009: SECOND INTERNATIONAL CONFERENCE ON INFORMATION AND COMPUTING SCIENCE, VOL 2, PROCEEDINGS: IMAGE ANALYSIS, INFORMATION AND SIGNAL PROCESSING, 2009, : 35 - 38
  • [8] Stability of discrete Hopfield neural networks with time-delay
    Qiu, SS
    Tsang, ECC
    Yeung, DS
    SMC 2000 CONFERENCE PROCEEDINGS: 2000 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOL 1-5, 2000, : 2545 - 2550
  • [9] Convergence analysis of a discrete Hopfield neural network with delay and its application to knowledge refinement
    Tsang, Eric C. C.
    Qiu, S. S.
    Yeung, Daniel S.
    INTERNATIONAL JOURNAL OF PATTERN RECOGNITION AND ARTIFICIAL INTELLIGENCE, 2007, 21 (03) : 515 - 541
  • [10] Stability of stochastic delay Hopfield neural network with Poisson jumps
    Xu, Hongjie
    Luo, Huantian
    Fan, Xu-Qian
    CHAOS SOLITONS & FRACTALS, 2024, 187
12345