Accurate deep learning-based filtering for chaotic dynamics by identifying instabilities without an ensemble

Marc Bocquet, Alban Farchi, Tobias S. Finn +5

We investigate the ability to discover data assimilation (DA) schemes meant for chaotic dynamics with deep learning. The focus is on learning the analysis step of sequential DA, fr…