Author

Fu Wang

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Review Open access Sep 2026

Physics-Informed Deep Learning for Precipitation Estimation and Forecasting: Methods, Applications, and Challenges

Deep learning has improved precipitation estimation and forecasting, but high predictive skill does not by itself ensure physically credible behavior, robustness under distribution shift, or reliable uncertainty. This critical narrative review examines physics-informed deep learning across quantitative precipitation es...

Hao Yang, Yan-Ni Wang, Min Chen et al. · Atmosphere · 0 citations

Open access Aug 2026

Assimilation of FY-3G Precipitation Data Using a Machine Learning-Based Observation Operator in the CMA-MESO Regional Model

It is demonstrated that the machine learning-based observation operator exhibits potential in precipitation data assimilation, offering a viable pathway to enhance NWP.

Yang Huang, Yan-Song Bao, Fu Wang et al. · Remote Sensing · 0 citations

Jul 2026

LegoQ: Density-Matrix Representation Learning with Spectral-Spatial State Transitions for Hyperspectral Classification

Method is presented, a classical density-matrix representation learning framework for hyperspectral images that supports constrained matrix-state learning as a practical alternative to vector-only hyperspectral classification without requiring quantum hardware.

Weijia Cao, Xiaofei Yang, Fu Wang et al. · arXiv.org · 0 citations