Rajeem Kutty Thomas

Perception-Aware Control Barrier Function for Safe Navigation Under Uncertain LiDAR Observation

The method combines beam-wise barrier constraints with uncertainty-aware range-rate estimation from sequential LiDAR measurements and a predictive finite-horizon extension based on constant-input propagation to provide probabilistic safety guarantees at discrete sampling instants while preserving convexity and real-tim...