Necessary and sufficient condition for the absolute exponential stability of a class of neural networks with finite delay

In this Letter, a necessary and sufficient condition is established for ascertaining the absolute exponential stability for a class of finite delayed neural networks with connection matrices A   having nonnegative off-diagonal elements, delayed feedback matrix AτAτ having nonnegative elements and strictly increasing and Lipschitz activation functions.