Perception-Aware Control Barrier Function for Safe Navigation Under Uncertain LiDAR Observation
This paper presents a discrete-time Perception-Aware Control Barrier Function (PA-CBF) framework for LiDAR-based robot navigation under uncertainty. The method combines beam-wise barrier constraints with uncertainty-aware range-rate estimation from sequential LiDAR measurements and a predictive finite-horizon extension...