Hyeongyeol Ryu

Confidence-Based Robot Navigation Under Sensor Occlusion with Deep Reinforcement Learning

This paper considers the problem of prolonged occlusions on navigation sensors due to dust, smudges, soils, etc. Such uncontrollable occlusions often cause lower visibility as well as higher uncertainty that require considerably sophisticated behavior. To secure visibility (i.e., confidence about th…