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cs.LG2023
Learning of Sea Surface Height Interpolation from Multi-variate Simulated Satellite Observations
Theo Archambault, Arthur Filoche, Anastase Charantonis +2
Satellite-based remote sensing missions have revolutionized our understanding of the Ocean state and dynamics. Among them, space-borne altimetry provides valuable Sea Surface Heigh…
cs.LG2022
Learning 4DVAR inversion directly from observations
Arthur Filoche, Julien Brajard, Anastase Charantonis +1
Variational data assimilation and deep learning share many algorithmic aspects in common. While the former focuses on system state estimation, the latter provides great inductive b…