Optimization problems for

-dimensional systems with

linear controls and cost functions not explicitly dependent on the control variables are transformed into equivalent problems involving only (

) state variables and

controls, and cost functions which are dependent on the controls. The equivalent problems can be solved by standard techniques, but at a considerable computational advantage stemming from the reduced dimensionality. An illustrative example is worked out for a discrete linear system.