Anticipating Rewards in Continuous Time and Space with Echo State Networks and Actor-Critic Design.

摘要

Abstract. In this paper we implement an echo state network within the concept of actor-critic design to obtain optimal control policy for a mobile robot. The robot is asked to anticipate future rewards/punishments and react accordingly. Experimental results show that the proposed approach is simple and effective. 1