This paper presents a novel Deep Deterministic Policy Gradient (DDPG)-based framework for autonomous in-door drone navigation in confined, unmapped environments. The proposed method employs a multi-layered DDPG control architecture coupled with a …
Deep reinforcement learning-based reactive planner for large-scale Lidar-based autonomous robot exploration in 2D action space with novel alpha conditioning for exploration-exploitation control.