An Improved NLMS algorithm(VS MNLMS) for both FIR filter and feedback RBF Network based nonlinear adaptive filter is presented in this paper,the proposed filter and algorithm are applied to the inverse model in both linear and nonlinear adaptive inverse control(AIC) system.