Stability and Hopf bifurcation analysis on a four-neuron BAM neural network with time delays

被引:134
作者
Yu, WW [1 ]
Cao, JD [1 ]
机构
[1] Southeast Univ, Dept Math, Nanjing 210096, Peoples R China
基金
中国国家自然科学基金;
关键词
BAM neural network; time delay; Hopf bifurcation; periodic solutions; stability;
D O I
10.1016/j.physleta.2005.10.056
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
In this Letter, a four-neuron BAM neural network with four time delays is considered, where the time delays are regarded as parameters. Its dynamics are studied in terms of local analysis and Hopf bifurcation analysis. By analyzing the associated characteristic equation, it is found that Hopf bifurcation occurs when these delays pass through a sequence of critical value. A formula for determining the direction of the Hopf bifurcation and the stability of bifurcating periodic solutions is given by using the normal form method and center manifold theorem. (c) 2005 Elsevier B.V. All rights reserved.
引用
收藏
页码:64 / 78
页数:15
相关论文
共 24 条
[1]   DYNAMICS OF SIMPLE ELECTRONIC NEURAL NETWORKS [J].
BABCOCK, KL ;
WESTERVELT, RM .
PHYSICA D, 1987, 28 (03) :305-316
[2]   HOW DELAYS AFFECT NEURAL DYNAMICS AND LEARNING [J].
BALDI, P ;
ATIYA, AF .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1994, 5 (04) :612-621
[3]   Globally exponentially robust stability and periodicity of delayed neural networks [J].
Cao, J ;
Chen, TP .
CHAOS SOLITONS & FRACTALS, 2004, 22 (04) :957-963
[4]   Boundedness and stability for Cohen-Grossberg neural network with time-varying delays [J].
Cao, J ;
Liang, JL .
JOURNAL OF MATHEMATICAL ANALYSIS AND APPLICATIONS, 2004, 296 (02) :665-685
[5]   Periodic oscillatory solution of bidirectional associative memory networks with delays [J].
Cao, J ;
Wang, L .
PHYSICAL REVIEW E, 2000, 61 (02) :1825-1828
[6]   Global robust stability of delayed recurrent neural networks [J].
Cao, JD ;
Huang, DS ;
Qu, YZ .
CHAOS SOLITONS & FRACTALS, 2005, 23 (01) :221-229
[7]   Global stability analysis in delayed cellular neural networks [J].
Cao, JD .
PHYSICAL REVIEW E, 1999, 59 (05) :5940-5944
[8]   Absolute exponential stability of recurrent neural networks with Lipschitz-continuous activation functions and time delays [J].
Cao, JD ;
Wang, J .
NEURAL NETWORKS, 2004, 17 (03) :379-390
[9]   DELAY-INDEPENDENT STABILITY IN BIDIRECTIONAL ASSOCIATIVE MEMORY NETWORKS [J].
GOPALSAMY, K ;
HE, XZ .
IEEE TRANSACTIONS ON NEURAL NETWORKS, 1994, 5 (06) :998-1002
[10]   Linear stability and Hopf bifurcation in a two-neuron network with three delays [J].
Guo, SJ ;
Huang, LH ;
Wang, L .
INTERNATIONAL JOURNAL OF BIFURCATION AND CHAOS, 2004, 14 (08) :2799-2810