Bifurcation Analysis of a Fractional-Order Bidirectional Associative Memory Neural Network with Multiple Delays

被引:0
|
作者
Huanan Wang
Chengdai Huang
Jinde Cao
Mahmoud Abdel-Aty
机构
[1] Xinyang Normal University,School of Mathematics and Statistics
[2] Southeast University,School of Mathematics
[3] Yonsei University,Yonsei Frontier Lab
[4] Sohag University,Department of the Egypt & Mathematics, Faculty of Sciences
[5] Egypt,undefined
来源
Cognitive Computation | 2023年 / 15卷
关键词
Leakage delay; Self-connection delay; Unequal delays; Hopf bifurcation; Fractional-order BAM neural network;
D O I
暂无
中图分类号
学科分类号
摘要
The bidirectional associative memory (BAM) neural network has the capability to store hetero-associative pattern pairs, which has high requirements for stability. This paper inquires into Hopf bifurcation of fractional-order bidirectional associative memory neural network (FOBAMNN) and implants three types of delays into the FOBAMNN. Namely leakage delay, self-connection delay, and communication delay, both of which are unequal. Drawing support from matrix eigenvalue theory, stability theory of fractional differential equations and bifurcation technology, The delay-dependent stability criterion and bifurcation point of the model are established by exploiting the characteristic polynomial. Afterwards, the self-connection delay or leakage delay is selected as the bifurcation parameter, and the unselected delay of the two is fixed in its stable interval, so as to obtain the condition of bifurcation. The results show that different types of delay affect the stability of the system. Simultaneously, once the delay outreaches the critical value of bifurcation, the stability of the model will be wrecked. Thereupon, in the application, we should adopt small delays to maintain the stability of the system. We illustrate that the leakage delay and self-connection delay can affect the stability of FOBAMNN. And the calculation method of the critical value of the delay will also be given. At length, the authenticity of the developed key fruits is  elucidated via numerical simulations.
引用
收藏
页码:2132 / 2151
页数:19
相关论文
共 50 条
  • [41] Exploration of bifurcation and stability in a class of fractional-order super-double-ring neural network with two shared neurons and multiple delays
    Dai, Qinrui
    CHAOS SOLITONS & FRACTALS, 2023, 168
  • [42] Analysis and Fractional PD Control Bifurcation of a Fractional-Order Genetic Regulatory Networks with Delays
    Liu, Feng
    Dong, Ting
    Mei, Qicheng
    Zheng, Shiqi
    Ling, Guang
    Wei, Longsheng
    2018 37TH CHINESE CONTROL CONFERENCE (CCC), 2018, : 10202 - 10206
  • [43] Stability and Hopf bifurcation analysis of fractional-order complex-valued neural networks with time delays
    R Rakkiyappan
    K Udhayakumar
    G Velmurugan
    Jinde Cao
    Ahmed Alsaedi
    Advances in Difference Equations, 2017
  • [44] Stability and Hopf bifurcation analysis of fractional-order complex-valued neural networks with time delays
    Rakkiyappan, R.
    Udhayakumar, K.
    Velmurugan, G.
    Cao, Jinde
    Alsaedi, Ahmed
    ADVANCES IN DIFFERENCE EQUATIONS, 2017,
  • [45] Dynamic Analysis and Bifurcation Study on Fractional-Order Tri-Neuron Neural Networks Incorporating Delays
    Li, Peiluan
    Yan, Jinling
    Xu, Changjin
    Shang, Youlin
    FRACTAL AND FRACTIONAL, 2022, 6 (03)
  • [46] New exploration on bifurcation for fractional-order quaternion-valued neural networks involving leakage delays
    Xu, Changjin
    Liu, Zixin
    Aouiti, Chaouki
    Li, Peiluan
    Yao, Lingyun
    Yan, Jinling
    COGNITIVE NEURODYNAMICS, 2022, 16 (05) : 1233 - 1248
  • [47] Disparate delays-induced bifurcations in a fractional-order neural network
    Huang, Chengdai
    Zhao, Xuan
    Wang, Xuehai
    Wang, Zhengxin
    Xiao, Min
    Cao, Jinde
    JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS, 2019, 356 (05): : 2825 - 2846
  • [48] New exploration on bifurcation for fractional-order quaternion-valued neural networks involving leakage delays
    Changjin Xu
    Zixin Liu
    Chaouki Aouiti
    Peiluan Li
    Lingyun Yao
    Jinling Yan
    Cognitive Neurodynamics, 2022, 16 : 1233 - 1248
  • [49] Dynamical Bifurcations in a Fractional-Order Neural Network with Nonidentical Communication Delays
    Mo, Shansong
    Huang, Chengdai
    Cao, Jinde
    Alsaedi, Ahmed
    COGNITIVE COMPUTATION, 2023, 15 (02) : 466 - 485
  • [50] NOVEL RESULTS ON BIFURCATIONS FOR A FRACTIONAL-ORDER NEURAL NETWORK WITH NEUTRAL DELAYS
    Huang, Chengdai
    Mo, Shansong
    Wu, Zengbao
    FRACTALS-COMPLEX GEOMETRY PATTERNS AND SCALING IN NATURE AND SOCIETY, 2022, 30 (06)