Bifurcation analysis in a recurrent neural network model with delays

被引:17
|
作者
Ding, Yuting [1 ,2 ]
Jiang, Weihua [2 ]
Yu, Pei [1 ]
机构
[1] Univ Western Ontario, Dept Appl Math, London, ON N6A 5B7, Canada
[2] Harbin Inst Technol, Dept Math, Harbin 150001, Peoples R China
基金
加拿大自然科学与工程研究理事会; 中国国家自然科学基金;
关键词
Recurrent neural network model; Hopf-zero bifurcation; Double Hopf bifurcation; Normal form; Multiple time scales; HOPF-BIFURCATION; MULTIPLE SCALES; DIFFERENTIAL EQUATIONS; STABILITY ANALYSIS; GLOBAL STABILITY; FREQUENCY-DOMAIN; TIME DELAYS; OSCILLATIONS; EXISTENCE; PREDICTION;
D O I
10.1016/j.cnsns.2012.07.002
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
In this paper, we study the dynamical behaviors of a three-node recurrent neural network model with four discrete time delays. We study several types of bifurcation, and use the method of multiple time scales to derive the normal forms associated with Hopf-zero bifurcation, non-resonant and resonant double Hopf bifurcations. Moreover, bifurcations are classified in two-dimensional parameter space near these critical points, and numerical simulations are presented to demonstrate the applicability of the theoretical results. (c) 2012 Elsevier B.V. All rights reserved.
引用
收藏
页码:351 / 372
页数:22
相关论文
共 50 条
  • [1] Oscillation Analysis for a Recurrent Neural Network Model with Distributed Delays
    Feng, Chunhua
    Huang, Zhenkun
    EMERGING INTELLIGENT COMPUTING TECHNOLOGY AND APPLICATIONS, 2012, 304 : 1 - +
  • [2] Bifurcation Analysis in a Three-Neuron Artificial Neural Network Model with Distributed Delays
    Xu, Changjin
    Zhang, Qiming
    Wu, Yusen
    NEURAL PROCESSING LETTERS, 2016, 44 (02) : 343 - 373
  • [3] Bifurcation and stability analysis of a neural network model with distributed delays
    Cheng, Zunshui
    Cao, Jinde
    NONLINEAR DYNAMICS, 2006, 46 (04) : 363 - 373
  • [4] Bifurcation and stability analysis of a neural network model with distributed delays
    Zunshui Cheng
    Jinde Cao
    Nonlinear Dynamics, 2006, 46 : 363 - 373
  • [5] Hopf Bifurcation in Fractional-Order Recurrent Neural Networks
    Zhao, Lingzhi
    Cao, Ernie
    Xiao, Min
    PROCEEDINGS OF THE 28TH CHINESE CONTROL AND DECISION CONFERENCE (2016 CCDC), 2016, : 5921 - 5926
  • [6] Stability and bifurcation analysis for a neural network model with discrete and distributed delays
    Du, Yanke
    Xu, Rui
    Liu, Qiming
    MATHEMATICAL METHODS IN THE APPLIED SCIENCES, 2013, 36 (01) : 49 - 59
  • [7] Hopf Bifurcation Analysis for a Four-Dimensional Recurrent Neural Network with Two Delays
    Zhang, Zizhen
    Yang, Huizhong
    JOURNAL OF APPLIED MATHEMATICS, 2013,
  • [8] On Some Necessary and Sufficient Conditions for a Recurrent Neural Network Model With Time Delays to Generate Oscillations
    Feng, Chunhua
    Plamondon, Rejean
    O'Reilly, Christian
    IEEE TRANSACTIONS ON NEURAL NETWORKS, 2010, 21 (08): : 1197 - 1205
  • [9] Hopf-zero bifurcation in a generalized Gopalsamy neural network model
    Ding, Yuting
    Jiang, Weihua
    Yu, Pei
    NONLINEAR DYNAMICS, 2012, 70 (02) : 1037 - 1050
  • [10] Stability and bifurcation in a neural network model with two delays
    Wei, JJ
    Ruan, SR
    PHYSICA D, 1999, 130 (3-4): : 255 - 272