Abstract: Based on the perfect recursive least-squares algorithm and the constrained optimization method , the optimal predictive control (OPC) method for multivariable systems with p inputs and q outputs is presented . The accurate tracking and satisfactory decoupling abilities of OPC in the presence of disturbance are shown by simulation examples and real - time control experiments .