Automotive Engineering Taking the high-speed navigation assistance driving （NOA） as the research object， for the problems of difficult strategy convergence and insufficient planning and control performance of traditional reinforcement learning （RL） algorithms in high-speed road scenarios， a reinforcement learning framework based on behavior cloning （BC） pre-training （BCRL） is proposed This