ML 4 Data Assimilation¶
Implicit Neural Representations 4 Sea Surface Height Interpolation
Algorithm: Probabilistic INRs
Algorithm: Physics-Informed Loss (QG regularization)
Normalizing Flows as Probabilistic Surrogate Models Sea Surface Height
Algorithm: Markovian SurVAE Flows
Algorithm: Conditional SurVAE Flows
Revisiting 4DVar(Net)
Modern Gaussianization¶
Gaussianizing the Earth
Modern Gaussianization