Taking advantage of Sentinel-1 acquisition modes to improve ocean sea state retrieval. - Romain Husson; Alexis Mouche; Bertrand Chapron; Harald Johnsen; Fabrice Collard; Pauline Vincent; Gilles Guitton; Nicolas Longépé; Guillaume Hajduch; Yves Quilfen; Lucile Gaultier (IGARSS, 2016)

Neural Network Based Kalman Filters for the Spatio-Temporal Interpolation of Satellite-Derived Sea Surface Temperature. - Said Ouala; Ronan Fablet; Cédric Herzet; Bertrand Chapron; Ananda Pascual; Fabrice Collard; Lucile Gaultier (Remote. Sens., 2018)

Learning Stochastic Representations of Geophysical Dynamics. - Said Ouala; Ronan Fablet; Cédric Herzet; Bertrand Chapron; Ananda Pascual; Fabrice Collard; Lucile Gaultier (ICASSP, 2019)

Sea Surface Dynamics Reconstruction Using Neural Networks Based Kalman Filter. - Said Ouala; Ronan Fablet; Cédric Herzet; Lucas Drumetz; Bertrand Chapron; Ananda Pascual; Fabrice Collard; Lucile Gaultier (IGARSS, 2019)

Learning Ocean Dynamical Priors from Noisy Data Using Assimilation-Derived Neural Nets. - Said Ouala; Duong Nguyen; Cédric Herzet; Lucas Drumetz; Bertrand Chapron; Ananda Pascual; Fabrice Collard; Lucile Gaultier; Ronan Fablet (IGARSS, 2019)

Learning Latent Dynamics for Partially-Observed Chaotic Systems. - Said Ouala; Duong Nguyen; Lucas Drumetz; Bertrand Chapron; Ananda Pascual; Fabrice Collard; Lucile Gaultier; Ronan Fablet (CoRR, 2019)

Physically Informed Neural Networks for the Simulation and Data-Assimilation of Geophysical Dynamics. - Said Ouala; Ronan Fablet; Lucas Drumetz; Bertrand Chapron; Ananda Pascual; Fabrice Collard; Lucile Gaultier (IGARSS, 2020)

End-to-End Kalman Filter for the Reconstruction of Sea Surface Dynamics from Satellite Data. - Said Ouala; Ronan Fablet; Lucas Drumetz; Bertrand Chapron; Ananda Pascual; Fabrice Collard; Lucile Gaultier (IGARSS, 2021)

Learning Runge-Kutta Integration Schemes for ODE Simulation and Identification. - Said Ouala; Laurent Debreu; Ananda Pascual; Bertrand Chapron; Fabrice Collard; Lucile Gaultier; Ronan Fablet (CoRR, 2021)

Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning. - Said Ouala; Steven L. Brunton; Ananda Pascual; Bertrand Chapron; Fabrice Collard; Lucile Gaultier; Ronan Fablet (CoRR, 2022)

Online Calibration of Deep Learning Sub-Models for Hybrid Numerical Modeling Systems. - Said Ouala; Bertrand Chapron; Fabrice Collard; Lucile Gaultier; Ronan Fablet (CoRR, 2023)

Extending the extended dynamic mode decomposition with latent observables: the latent EDMD framework. - Said Ouala; Bertrand Chapron; Fabrice Collard; Lucile Gaultier; Ronan Fablet (Mach. Learn. Sci. Technol., 2023)

Neural Ordinary Differential Equations with Trainable Solvers. - Said Ouala; Laurent Debreu; Bertrand Chapron; Fabrice Collard; Lucile Gaultier; Ronan Fablet (ICASSP, 2024)