The generalization capability is one most important performance of Artificial Neural Network(ANN).This paper discusses several methods on enhancement of ANN generalization capability,and analyzes their advantages and disadvantages.Functions provided by Matlab were employed to approximate the nonlinear function,simulation and fitting with original fuction were carried out to verify the improvement of generalization capability.