3 papers
physics.ao-ph2026
Machine Learning (ML)-Physics Fusion Model Outperforms Both Physics-Only and ML-Only Models in Typhoon Predictions
Zeyi Niu, Wei Huang, Hao Li +4
Data-driven machine learning (ML) models, such as FuXi, exhibit notable limitations in forecasting typhoon intensity and structure. This study presents a comprehensive evaluation o…
physics.ao-ph2026
A Data-Driven Regional Model for Skillful Medium-Range Typhoon Prediction
Zeyi Niu, Wei Huang, Sirong Huang +7
Accurate prediction of tropical cyclones remains a major challenge for both numerical weather prediction and emerging artificial intelligence weather prediction systems. While rece…
physics.ao-ph2025
Intelligent Shanghai Typhoon Model (ISTM): A generative probabilistic emulator for typhoon hybrid modeling
Zeyi Niu, Wei Huang, Sirong Huang +5
To address the systematic underestimation of typhoon intensity in artificial intelligence weather prediction (AIWP) models, we propose the Intelligent Shanghai Typhoon Model (ISTM)…