Existence and Global Exponential Stability Conditions of Almost Periodic Solution in DCNNs with Variable Coefficients.

We obtain some results about the existence and the global exponential stability conditions for almost periodic solution of delayed cellular neural networks(DCNNs) with variable coefficients by using the Banach fixed point theorem and constructing suitable Lyapunov functionals. These results possess important significance in design and applications of global stable DCNNs and almost periodic oscillatory DCNNs. [ABSTRACT FROM AUTHOR]