It is rational to adopt the average reward reinforcement learning algorithms for solving the absorbing goal states cyclical tasks.It has the merit of converging quickly and robustly.A detailed study as regards average reward reinforcement learning including R-learning,Hlearning and LC-learning is presented and the application and future research are proposed.