Behavior Cloning-Enhanced Deep Reinforcement Learning for Robot Navigation Via Dynamic Reward and Adaptive Replanning
Deep reinforcement learning (DRL) is a core technology for mobile robot navigation in diverse environments, yet existing Behavior Cloning (BC)-enhanced DRL methods suffer two critical challenges: fixed imitation constraints suppress autonomous exploration in late training stages despite stabilizing …