On Stability of Neural Networks by a Lyapunov Functional-Based Approach
Jun Xu, Daoying Pi, Yong‐Yan Cao, Shouming Zhong · IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications · 2007
In this paper, a new Lyapunov functional-based method is proposed for the stability analysis of delayed cellular neural networks (DCNN). Global exponential stability conditions are obtained for the general DCNN, the Hopfield neural networks (HNNs), and delayed HNNs with monotonic nondecreasing and nonconstant activation functions