In autonomous driving systems, lidar serves as a crucial sensing hardware component and has become the primary choice for many automakers. While lidar can capture depth information about the environment, dusty conditions cause significant signal scattering and attenuation, a surge in irregularly distributed noise within point clouds, blurred or partially lost target outlines, a marked reduction in effective detection range,…