To simplify the neurocontrol and to speed up the learning process, a new neural network with very simple structure and shorter learning time is proposed in this paper. The learning algorithm adopted is a space vector searching approach based on the competitive learning principle. The fuzzy logic and neural network are used to produce the optimum output from a vector control scheme, which determines the switching pattern of an inverter driver. The main aim of this paper is to focus on the outcome and results of simulations based on fuzzy logic and neural network.