Asymptotic stationarity of discrete-time stochastic neural networks

被引：4
|
作者：
Wang, T
Sheng, ZH
机构：
[1] Southeast University, Nanjing
[2] Institute of Systems Engineering, School of Economics and Management, Southeast University
来源：
NEURAL NETWORKS | 1996年 / 9卷 / 06期
基金：
中国国家自然科学基金;
关键词：
neural networks; discrete-time stochastic systems; asymptotic stationarity; Lyapunov function; Markov chain; geometric ergodicity;
D O I：
10.1016/0893-6080(95)00131-X
中图分类号：
TP18 [人工智能理论];
学科分类号：
081104 ; 0812 ; 0835 ; 1405 ;
摘要：
This paper deals with a class of synchronous discrete-time stochastic neural network models. Dynamic stabilities (or asymptotic stationarities) are analysed for two sub-classes of the models, i.e., a class of stochasticized models from Little, and a class of Hopfield-type stochastic models. Copyright (C) 1996 Elsevier Science Ltd.
引用
收藏
页码：957 / 963
页数：7
相关论文
共 50 条
  • [1] Discrete-Time Stochastic Quaternion-Valued Neural Networks with Time Delays: An Asymptotic Stability Analysis
    Sriraman, Ramalingam
    Rajchakit, Grienggrai
    Lim, Chee Peng
    Chanthorn, Pharunyou
    Samidurai, Rajendran
    SYMMETRY-BASEL, 2020, 12 (06):
  • [2] Global stability of stochastic, discrete-time neural networks
    Joy, MP
    Proceedings of the Ninth IASTED International Conference on Artificial Intelligence and Soft Computing, 2005, : 130 - 134
  • [3] Global asymptotic stability of Discrete-Time Cellular Neural Networks
    Arik, S
    Kilinc, A
    Savaci, FA
    CNNA 98 - 1998 FIFTH IEEE INTERNATIONAL WORKSHOP ON CELLULAR NEURAL NETWORKS AND THEIR APPLICATIONS - PROCEEDINGS, 1998, : 52 - 55
  • [4] Global asymptotic stability of discrete-time recurrent neural networks
    Hu, SQ
    Wang, J
    PROCEEDINGS OF THE 39TH IEEE CONFERENCE ON DECISION AND CONTROL, VOLS 1-5, 2000, : 877 - 882
  • [5] Synchronization of Discrete-Time Stochastic Neural Networks with Random Delay
    Bao, Haibo
    Cao, Jinde
    DISCRETE DYNAMICS IN NATURE AND SOCIETY, 2011, 2011
  • [6] Stability of Stochastic Discrete-Time Neural Networks with Discrete Delays and the Leakage Delay
    Hou, Liyuan
    Zhu, Hong
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2015, 2015
  • [7] ASYMPTOTIC BEHAVIOR OF DELAY DISCRETE-TIME NEURAL NETWORKS WITH CRITICAL THRESHOLD
    Zhang Hongqiang (Information and Compution Science Department
    Annals of Applied Mathematics, 2005, (02) : 223 - 228
  • [8] ASYMPTOTIC BEHAVIOR IN NONLINEAR DISCRETE-TIME NEURAL NETWORKS WITH DELAYED FEEDBACK
    Liu Kaiyu Wang Zhicheng (College of Math
    Annals of Applied Mathematics, 2005, (03) : 343 - 348
  • [9] Asymptotic behavior of discrete-time Hopfield associative memory neural networks
    Jin, Cong
    Jisuanji Xuebao/Chinese Journal of Computers, 2002, 25 (02): : 153 - 157
  • [10] DISCRETE-TIME NEURAL NETWORKS
    WAN, EA
    APPLIED INTELLIGENCE, 1993, 3 (01) : 91 - 105
12345