The achievements in distributed reinforcement learning algorithms are introduced. The present distributed reinforcement learning algorithms are classified into three categories, and the characteristics and application ranges of three classes of distributed reinforcement learning algorithms are compared. At the end of the article, the problems to be solved and the futher works are discussed.