Nonlinear dynamics of a three-dimensional discrete-time delay neural network

被引:13
作者
Naik, Parvaiz Ahmad [1 ]
Eskandari, Zohreh [2 ]
机构
[1] Youjiang Med Univ Nationalities Baise, Dept Math & Comp Sci, Baise, Guangxi, Peoples R China
[2] Fasa Univ, Fac Sci, Dept Math, Fasa, Iran
基金
中国国家自然科学基金;
关键词
Hopfield neural network; time delay; stability; bifurcation; numerical continuation; BIFURCATION-ANALYSIS; MODEL;
D O I
10.1142/S1793524523500572
中图分类号
Q [生物科学];
学科分类号
07 ; 0710 ; 09 ;
摘要
This paper examines a three-dimensional delayed discrete neural network model analytically and numerically to determine the existence of different types of bifurcations of the involved fixed points. The model exhibits different bifurcations such as pitchforks, flips, Neimark-Sackers, and flip-Neimark-Sackers. The critical coefficients are used to determine the structure of each bifurcation. The curves are calculated and plotted for each bifurcation when the parameters are changed. Further, these bifurcations are theoretically analyzed and numerically verified. From the obtained results, we observed that by drawing the curves associated with each bifurcation, the numerical simulations are consistent with the analytical results.
引用
收藏
页数:15
相关论文
共 42 条
[1]   Synchronization of Fractional Order Neutral Type Fuzzy Cellular Neural Networks with Discrete and Distributed Delays via State Feedback Control [J].
Ali, M. Syed ;
Hymavathi, M. .
NEURAL PROCESSING LETTERS, 2021, 53 (02) :929-957
[2]   Generic and symmetric bifurcations analysis of a three dimensional economic model [J].
Alidousti, J. ;
Eskandari, Z. ;
Avazzadeh, Z. .
CHAOS SOLITONS & FRACTALS, 2020, 140
[3]   Review of deep learning: concepts, CNN architectures, challenges, applications, future directions [J].
Alzubaidi, Laith ;
Zhang, Jinglan ;
Humaidi, Amjad J. ;
Al-Dujaili, Ayad ;
Duan, Ye ;
Al-Shamma, Omran ;
Santamaria, J. ;
Fadhel, Mohammed A. ;
Al-Amidie, Muthana ;
Farhan, Laith .
JOURNAL OF BIG DATA, 2021, 8 (01)
[4]   Fractional-Order Model of the Disease Psoriasis: A Control Based Mathematical Approach [J].
Cao Xianbing ;
Datta, Abhirup ;
Al Basir, Fahad ;
Roy, Priti Kumar .
JOURNAL OF SYSTEMS SCIENCE & COMPLEXITY, 2016, 29 (06) :1565-1584
[5]  
Csaji B.C., 2001, Approximation with Artificial Neural Networks
[6]   Dynamics and bifurcations of a discrete-time prey-predator model with Allee effect on the prey population [J].
Eskandari, Z. ;
Alidousti, J. ;
Avazzadeh, Z. ;
Machado, J. A. Tenreiro .
ECOLOGICAL COMPLEXITY, 2021, 48
[7]   Numerical treatment of a nonlinear dynamical Hepatitis-B model: an evolutionary approach [J].
Farman, Muhammad ;
Tabassum, Muhammad Farhan ;
Naik, Parvaiz Ahmad ;
Akram, Sana .
EUROPEAN PHYSICAL JOURNAL PLUS, 2020, 135 (12)
[8]  
Ghori M. B., 2022, J COMPUT NEUROSCI, V49, P24
[9]   Numerical methods for two-parameter local bifurcation analysis of maps [J].
Govaerts, W. ;
Ghaziani, R. Khoshsiar ;
Kuznetsov, Yu. A. ;
Meijer, H. G. E. .
SIAM JOURNAL ON SCIENTIFIC COMPUTING, 2007, 29 (06) :2644-2667
[10]  
ibm, About us