Kemal Bektaş

APF-RL: Safe Mapless Navigation in Unknown Environments

This paper is focused on safe mapless navigation of mobile robots in unknown and possibly complex environments containing both internal and dynamic obstacles. We present a novel modular approach that combines the strengths of artificial potential functions (APF) with deep reinforcement learning. Dif…