Systematic Modeling Approach for Environmental Perception Limitations in Automated Driving

Overview

An expert-structured Bayesian network models perception limitations and triggering conditions using learned conditional probabilities. A real-data LiDAR case study produces conditional and unconditional performance-limitation maps to support scene-specific SOTIF assessment.