Stochastic stability of Cohen-Grossberg neural networks with unbounded distributed delays
Electronic journal of differential equations, Tome 2010 (2010)
In this article, we consider a model that describes the dynamics of Cohen-Grossberg neural networks with unbounded distributed delays, whose state variable are governed by stochastic non-linear integro-differential equations. Without assuming the smoothness, monotonicity and boundedness of the activation functions, by constructing suitable Lyapunov functional, employing the semi-martingale convergence theorem and some inequality, we obtain some sufficient criteria to check the almost exponential stability of networks.
Classification :
34F05, 93E15
Keywords: Cohen-Grossberg neural networks, stochastic, distributed delays, almost sure exponential stability, Lyapunov functional
Keywords: Cohen-Grossberg neural networks, stochastic, distributed delays, almost sure exponential stability, Lyapunov functional
@article{EJDE_2010__2010__a60,
author = {Chen, Ping and Huang, Chuangxia and Liang, Xiaolin},
title = {Stochastic stability of {Cohen-Grossberg} neural networks with unbounded distributed delays},
journal = {Electronic journal of differential equations},
year = {2010},
volume = {2010},
zbl = {1201.34130},
language = {en},
url = {http://geodesic.mathdoc.fr/item/EJDE_2010__2010__a60/}
}
TY - JOUR AU - Chen, Ping AU - Huang, Chuangxia AU - Liang, Xiaolin TI - Stochastic stability of Cohen-Grossberg neural networks with unbounded distributed delays JO - Electronic journal of differential equations PY - 2010 VL - 2010 UR - http://geodesic.mathdoc.fr/item/EJDE_2010__2010__a60/ LA - en ID - EJDE_2010__2010__a60 ER -
%0 Journal Article %A Chen, Ping %A Huang, Chuangxia %A Liang, Xiaolin %T Stochastic stability of Cohen-Grossberg neural networks with unbounded distributed delays %J Electronic journal of differential equations %D 2010 %V 2010 %U http://geodesic.mathdoc.fr/item/EJDE_2010__2010__a60/ %G en %F EJDE_2010__2010__a60
Chen, Ping; Huang, Chuangxia; Liang, Xiaolin. Stochastic stability of Cohen-Grossberg neural networks with unbounded distributed delays. Electronic journal of differential equations, Tome 2010 (2010). http://geodesic.mathdoc.fr/item/EJDE_2010__2010__a60/