Author

Wu-Xin Wang

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Open access Sep 2026

Tropical Cyclone Precipitation Nowcasting Based on Flow Matching Model With Numerical Wind Field Constraints

Tropical cyclones (TCs) making landfall often produce extreme precipitation with complex spatiotemporal patterns, posing major challenges to both deep learning models and numerical weather prediction (NWP) systems. This study introduces Rainflow, a conditional flow matching (CFM) based generative model for high‐resolut...

Da-Wei Li, Ke-Feng Deng, Di Zhang et al. · Geophysical Research Letters · 0 citations

Deep Learning-Enhanced Background Error Covariance Estimation for Massive-Ensemble Kalman Filter in Sea Surface Temperature Forecasting

This study confirms that Deepcov-EnKF overcomes key limitations of traditional EDA frameworks, significantly enhances the accuracy of SST assimilation, and lays the foundation for high-precision marine forecasting systems.

Bao-Xu Li, H. Leng, Jun-Qiang Song et al. · 0 citations

Conference Open access Sep 2026

4DVarGen: A 4D Variational-Inspired Generative Model for Eddy-Resolving Surface Ocean Reconstruction

4DVarGen is proposed, a 4DVar-inspired generative framework for reconstructing sea surface variable fields at eddy-resolving scales from sparse remote-sensing observations that establishes a mathematical equivalence between 4DVar and an observation-guided denoising process.

Jun-Peng Huang, Wu-Xin Wang, Xiao-Yong Li et al. · Proceedings of the Thirty-Fi... · 0 citations