Bilinear residual neural network for the identification and forecasting of geophysical dynamics R Fablet, S Ouala, C Herzet 2018 26th European Signal Processing Conference (EUSIPCO), 1477-1481, 2018 | 37* | 2018 |
Neural network based Kalman filters for the Spatio-temporal interpolation of satellite-derived sea surface temperature S Ouala, R Fablet, C Herzet, B Chapron, A Pascual, F Collard, L Gaultier Remote Sensing 10 (12), 1864, 2018 | 12 | 2018 |
Em-like learning chaotic dynamics from noisy and partial observations D Nguyen, S Ouala, L Drumetz, R Fablet arXiv preprint arXiv:1903.10335, 2019 | 9 | 2019 |
Learning latent dynamics for partially observed chaotic systems S Ouala, D Nguyen, L Drumetz, B Chapron, A Pascual, F Collard, ... Chaos: An Interdisciplinary Journal of Nonlinear Science 30 (10), 103121, 2020 | 8 | 2020 |
Residual integration neural network S Ouala, A Pascual, R Fablet ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 4 | 2019 |
Assimilation-based Learning of Chaotic Dynamical Systems from Noisy and Partial Data D Nguyen, S Ouala, L Drumetz, R Fablet ICASSP 2020-2020 IEEE International Conference on Acoustics, Speech and …, 2020 | 3 | 2020 |
Sea surface temperature prediction and reconstruction using patch-level neural network representations S Ouala, C Herzet, R Fablet IGARSS 2018-2018 IEEE International Geoscience and Remote Sensing Symposium …, 2018 | 3 | 2018 |
Variational Deep Learning for the Identification and Reconstruction of Chaotic and Stochastic Dynamical Systems from Noisy and Partial Observations D Nguyen, S Ouala, L Drumetz, R Fablet arXiv preprint arXiv:2009.02296, 2020 | 1 | 2020 |
Learning stochastic representations of geophysical dynamics S Ouala, R Fablet, C Herzet, B Chapron, A Pascual, F Collard, L Gaultier ICASSP 2019-2019 IEEE International Conference on Acoustics, Speech and …, 2019 | 1 | 2019 |
Learning Chaotic and Stochastic Dynamics from Noisy and Partial Observation using Variational Deep Learning D Nguyen, S Ouala, L Drumetz, R Fablet CI'2020: 10th International Conference on Climate Informatics, 2020 | | 2020 |
Learning Lyapunov stable Dynamical Embeddings of Geophysical Dynamics S Ouala, L Drumetz, B Chapron, A Pascual, F Collard, L Gaultier, R Fablet EGU General Assembly Conference Abstracts, 20845, 2020 | | 2020 |
Finescale horizontal and vertical currents from in-situ observations in preparation for SWOT altimeter mission A Pascual, S Ruiz, B Barceló-Llull, A Sanchez-Roman, E Mason, E Cutolo, ... Ocean Sciences Meeting 2020, 2020 | | 2020 |
Sea surface dynamics reconstruction using neural networks based kalman filter S Ouala, R Fablet, C Herzet, L Drumetz, B Chapron, A Pascual, F Collard, ... IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019 | | 2019 |
Learning ocean dynamical priors from noisy data using assimilation-derived neural nets S Ouala, D Nguyen, C Herzet, L Drumetz, B Chapron, A Pascual, ... IGARSS 2019-2019 IEEE International Geoscience and Remote Sensing Symposium …, 2019 | | 2019 |
Data assimilation schemes as a framework for learning dynamical model from partial and noisy observations S Ouala, R Fablet, D Nguyen, L Drumetz, B Chapron, A Pascual, ... EGU 2019: General Assembly 2019 of the European Geosciences Union, 2019 | | 2019 |
Learning Constrained Dynamical Embeddings for Geophysical Dynamics S Ouala, D Nguyen, SL Brunton, L Drumetz, R Fablet CI 2019: 9th International Workshop on Climate Informatics, 2019 | | 2019 |
Réseaux de neurones artificiels pour la prédiction et la reconstruction de dynamiques océanographiques S Ouala, C Herzet, R Fablet CFPT 2018-Conférence Française de Photogrammétrie et de Télédétection, 1-3, 2018 | | 2018 |
Deep learning models for geophysical spatio-temporal fields reconstruction S Ouala, C Herzet, R Fablet 50èmes Journées de Statistique, 2018 | | 2018 |
Neural network models for spatio-temporal geophysical fields reconstruction: application to sea surface temperature S Ouala, R Fablet EGU General Assembly Conference Abstracts, 17913, 2018 | | 2018 |
Data-driven and learning-based approaches for the spatiotemporal interpolation of SLA fields from current and future satellite-derived altimeter data R Fablet, M Lopez-Radcenco, S Ouala, R Lguensat, L Gómeznavarro, ... " 25 Years of Progress in Radar Altimetry" Symposium, 2018 | | 2018 |