2 papers
cs.LG2026
Physics-Guided Dual Decoding and Spectral Supervision for Global 3D Hydrometeor Prediction
Dandan Chen, Yaqiang Wang
While global data-driven models excel at predicting continuous atmospheric variables, three-dimensional hydrometeor forecasting remains challenging due to the zero-inflated, long-t…
physics.ao-ph2026
MAG-Net: Physics-Aware Multi-Modal Fusion of Geostationary Satellite and Radar for Severe Convective Precipitation Nowcasting
Dandan Chen, Yaqiang Wang, Anyuan Xiong +1
Radar-based convective precipitation nowcasting suffers from rapid performance degradation beyond 30 minutes due to missing thermodynamic variables. Existing deep learning models a…