The objective of this paper is to study by means of dynamic programming the optimal control of nonlinear continuous systems. We apply to these systems a development of block pulse for the state and a nonuniform discretisation of the state space. As a particular case of a nonlinear system, we analysed a continuous dual control problem, and we carried out an implementation of a stochastic control policy on a real process, a DC motor.