Title |
|---|
 CGKN: A Deep Learning Framework for Modeling Complex Dynamical Systems and Efficient Data AssimilationJournal of Computational Physics (JCP), 2024 |
 TorchDA: A Python package for performing data assimilation with deep
learning forward and transformation functionsComputer Physics Communications (CPC), 2024 |
 CGNSDE: Conditional Gaussian Neural Stochastic Differential Equation for
Modeling Complex Systems and Data AssimilationComputer Physics Communications (CPC), 2024 |
 Interpretable structural model error discovery from sparse assimilation
increments using spectral bias-reduced neural networks: A quasi-geostrophic
turbulence test caseJournal of Advances in Modeling Earth Systems (JAMES), 2023 |
 Machine learning with data assimilation and uncertainty quantification
for dynamical systems: a reviewIEEE/CAA Journal of Automatica Sinica (IEEE/CAA JAS), 2023 |
