Model Predictive Control (MPC) for linear systems have been developed, approved and applicated for the industry processes and some other fields. We do not apply MPC for linear systems with nonlinear systems, especially it has noise. There are two difficult issues for MPC as:  Identify the plant or build the predictive model.  Solve a nonlinear optimal problem with the constrained conditions.