Abstract: Abstract. In this article, we present a new policy iteration approach to solve the linear-quadratic (LQ) optimal control problem for infinite horizon discrete-time dynamic systems under the assumption that the system input ...

Abstract: Abstract. The paper demonstrates via simulation that the well-known value iteration algorithm of reinforcement learning for the discrete-time linear-quadratic optimal control problem converges very slowly—at most linearly. ...