Abstract: The non-parametric model adaptive control using neural networks (NPMAC-NN) is presented.It is designed by only using I/O data of the controlled systems.The comparisons of identification and control of dynamical systems using neural networks and the simulation results of typical nonlinear systems demonstrate the correctness and advantages of the approach proposed.