Existence and stability analysis of bifurcating periodic solutions in a delayed five-neuron BAM neural network model

被引:0
作者
Elham Javidmanesh
Zahra Afsharnezhad
Sohrab Effati
机构
[1] Ferdowsi University of Mashhad,Department of Applied Mathematics
来源
Nonlinear Dynamics | 2013年 / 72卷
关键词
Neural network; Stability; Periodic solution; Hopf bifurcation; Time delay; Center manifold;
D O I
暂无
中图分类号
学科分类号
摘要
In this paper, a bidirectional associative memory (BAM) neural network model, which consists of two neurons in the X-layer and three neurons in the Y-layer, with two time delays, will be considered. By analyzing the associated characteristic equation, we obtain that Hopf bifurcation occurs and a family of periodic solutions appears. Moreover, the stability and the period of the bifurcating periodic solutions are studied. To illustrate our theoretical results, numerical simulations are presented.
引用
收藏
页码:149 / 164
页数:15
相关论文
共 66 条
[1]  
Cao J.(2004)Absolute exponential stability of recurrent neural networks with Lipschitz continuous activation and time delays Neural Netw. 17 379-390
[2]  
Wang J.(2007)Stability and Hopf bifurcation in a simplified BAM neural network with two time delays IEEE Trans. Neural Netw. 18 416-430
[3]  
Cao J.(1998)Stability analysis of delayed cellular neural networks Neural Netw. 11 1601-1605
[4]  
Xiao M.(2011)Synchronization and synchronized periodic solution in a simplified five-neuron BAM neural network with delays Neurocomputing 74 993-999
[5]  
Cao J.D.(1994)Delay-independent stability in bi-directional associative memory networks IEEE Trans. Neural Netw. 5 998-1002
[6]  
Zhou D.(2003)Hopf bifurcating periodic orbits in a ring of neurons with delays Physica D 183 19-44
[7]  
Ge J.(1984)Neurons with graded response have collective computational properties like those of two-state neurons Proc. Natl. Acad. Sci. USA 81 3088-3092
[8]  
Xu J.(2009)Stability and Hopf bifurcation analysis on a ring of four neurons with delays Appl. Math. Comput. 213 587-599
[9]  
Gopalsamy K.(2007)Hopf bifurcation analysis of two neurons with three delays Nonlinear Anal. 8 903-921
[10]  
He X.(1987)Adaptive bidirectional associative memories Appl. Optim. 26 4947-4960