2 papers
physics.ao-ph2025
LanTu: Dynamics-Enhanced Deep Learning for Eddy-Resolving Ocean Forecasting
Qingyu Zheng, Qi Shao, Guijun Han +3
Mesoscale eddies dominate the spatiotemporal multiscale variability of the ocean, and their impact on the energy cascade of the global ocean cannot be ignored. Eddy-resolving ocean…
physics.ao-ph2024
Generating Unseen Nonlinear Evolution in Sea Surface Temperature Using a Deep Learning-Based Latent Space Data Assimilation Framework
Qingyu Zheng, Guijun Han, Wei Li +9
Advances in data assimilation (DA) methods have greatly improved the accuracy of Earth system predictions. To fuse multi-source data and reconstruct the nonlinear evolution missing…