A New Method for Robust Stability Analysis of a Class of Recurrent Neural Networks with Time Delays

In this paper, based on the state equations of neural networks and existing theorems, we discuss a class of recurrent neural networks with time delays and investigate their robust stability of the equilibrium point for this system. A new method to analyze the robust stability under disturbance of structure of recurrent neural networks with time delays is presented, and a sufficient condition guaranteeing the robust stability is derived, which provides the theoretical basis for designing a system.