Dynamical behavior of impulsive and periodic CohenGrossberg neural networks

Abstract This paper investigates the existence and global stability of the periodic solution x ∘ ( t ) to Cohen–Grossberg neural networks with periodic coefficients and impulses. By using comparison results for impulsive differential equations and the method of Lyapunov, we describe the asymptotic behavior of all solutions. In addition, we give an explicit formula for the rate of exponential decay at infinity of the Euclidean norm ‖ x ( t ) − x ∘ ( t ) ‖ , where x ( t ) is any solution of our model. Such a formula involves the jumps and the average of a suitable periodic function depending on the other parameters of the neural networks.

[1]  Weirui Zhao Dynamics of Cohen–Grossberg neural network with variable coefficients and time-varying delays , 2008 .

[2]  Li Liu,et al.  Stationary oscillation of impulsive System , 2006, Int. J. Bifurc. Chaos.

[3]  Ivanka M. Stamova,et al.  Global exponential stability for impulsive cellular neural networks with time-varying delays , 2008 .

[4]  D. Bainov,et al.  Impulsive Differential Equations: Periodic Solutions and Applications , 1993 .

[5]  Zhanji Gui,et al.  Periodic solutions of nonautonomous cellular neural networks with impulses and delays , 2009 .

[6]  Jinde Cao,et al.  Stability and periodicity in delayed cellular neural networks with impulsive effects , 2007 .

[7]  Rajcho Ilarionov,et al.  On global exponential stability for impulsive cellular neural networks with time-varying delays , 2010, Comput. Math. Appl..

[8]  Weigao Ge,et al.  Existence and uniqueness of periodic solutions of nonautonomous cellular neural networks with impulses , 2006 .

[9]  Xinchun Jia,et al.  Dynamical analysis of Cohen-Grossberg neural networks with time-delays and impulses , 2009, Comput. Math. Appl..

[10]  S. Mohamad,et al.  Exponential stability in Hopfield-type neural networks with impulses , 2007 .

[11]  Shouming Zhong,et al.  Global exponential stability of impulsive Cohen–Grossberg neural networks with delays , 2009 .

[12]  Chuanzhi Bai,et al.  Global exponential stability and existence of periodic solution of Cohen–Grossberg type neural networks with delays and impulses , 2008 .