Abstract: This paper investigates the L2-gain stability of perturbed neural networks by analyzing finite-gain stability of control systems. Using the method of variations of the parameters, the method of Liapunov function and the method of inequality analysis, an sufficient condition guaranteeing networks L2-gain stability is given, when networks are affected by inner and external perturbation.