Adaptive Path-Planning for Autonomous Robots: A UCH-Enhanced Q-Learning Approach

Wei Liu, Ruiyang Wang, Haonan Wang +1

Q-learning methods are widely used in robot path planning but often face challenges of inefficient search and slow convergence. We propose an Improved Q-learning (IQL) framework th…