Abstract: A novel algorithm, using neural networks and based on the concepts of linearizaion and feedforward compensation, is proposed for the adaptive control of a class of nonlinear non-minimum phase systems. The closed-loop stability analysis of the feedforward controller has been obtained. Simulation results are also presented.