Narendra Singh Beniwal

Abstract This paper presents a precipitation-aware sensor ecosystem modelling framework designed to enhance autonomous vehicle (AV) navigation under adverse weather. 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.

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