Reinforcement learning has been applied with remarkable sucess in some classical control problems [1]. While this seems to indicate a good potential for more applications it is still important to look at these problems from a classic perspective to: first, have a strong understanding of how the field developed and, second, to have a broad palette of solutions. (...)