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Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning


Mar 02, 2022
Said Ouala, Steven L. Brunton, Ananda Pascual, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet

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Learning Runge-Kutta Integration Schemes for ODE Simulation and Identification


May 11, 2021
Said Ouala, Laurent Debreu, Ananda Pascual, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet

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Variational Deep Learning for the Identification and Reconstruction of Chaotic and Stochastic Dynamical Systems from Noisy and Partial Observations


Sep 30, 2020
Duong Nguyen, Said Ouala, Lucas Drumetz, Ronan Fablet

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Learning Latent Dynamics for Partially-Observed Chaotic Systems


Jul 04, 2019
Said Ouala, Duong Nguyen, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier, Ronan Fablet

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EM-like Learning Chaotic Dynamics from Noisy and Partial Observations


Mar 25, 2019
Duong Nguyen, Said Ouala, Lucas Drumetz, Ronan Fablet

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Sea surface temperature prediction and reconstruction using patch-level neural network representations


Jun 01, 2018
Said Ouala, Cedric Herzet, Ronan Fablet

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Bilinear residual Neural Network for the identification and forecasting of dynamical systems


Dec 19, 2017
Ronan Fablet, Said Ouala, Cedric Herzet

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