A new computational technique for synthesizing the optimal control policy for problems having singular arcs is developed. Through a transformation of the control variable, a new, non-singular gradient method is developed which shows improved convergence properties over the standard gradient and conjugate gradient methods. A number of examples are worked to illustrate the convergence properties of the algorithm.