By integrating spatiotemporal radar-based precipitation nowcasting, deep neural network-based sensor degradation modelling, and adaptive probabilistic sensor fusion, the system dynamically adjusts LiDAR, RADAR, and camera inputs according to precipitation severity and sensor reliability.
