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ORCIDSaid Ouala
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2020 – today
- 2024
[c10]Said Ouala, Laurent Debreu, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet:
Neural Ordinary Differential Equations with Trainable Solvers. ICASSP 2024: 7675-7679- [i10]Gustau Camps-Valls, Miguel-Ángel Fernández-Torres, Kai-Hendrik Cohrs, Adrian Höhl, Andrea Castelletti, Aytac Pacal, Claire Robin, Francesco Martinuzzi, Ioannis Papoutsis, Ioannis Prapas, Jorge Pérez-Aracil, Katja Weigel, Maria Gonzalez-Calabuig, Markus Reichstein, Martin Rabel, Matteo Giuliani, Miguel D. Mahecha, Oana-Iuliana Popescu, Oscar J. Pellicer-Valero, Said Ouala, Sancho Salcedo-Sanz, Sebastian Sippel, Spyros Kondylatos, Tamara Happé, Tristan Williams:
AI for Extreme Event Modeling and Understanding: Methodologies and Challenges. CoRR abs/2406.20080 (2024) - 2023
- [j3]Sibo Cheng, César Quilodrán Casas, Said Ouala, Alban Farchi, Che Liu, Pierre Tandeo, Ronan Fablet, Didier Lucor, Bertrand Iooss, Julien Brajard, Dunhui Xiao, Tijana Janjic
, Weiping Ding, Yike Guo, Alberto Carrassi, Marc Bocquet, Rossella Arcucci:
Machine Learning With Data Assimilation and Uncertainty Quantification for Dynamical Systems: A Review. IEEE CAA J. Autom. Sinica 10(6): 1361-1387 (2023) - [j2]Said Ouala, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet:
Extending the extended dynamic mode decomposition with latent observables: the latent EDMD framework. Mach. Learn. Sci. Technol. 4(2): 25018 (2023) - [i9]Sibo Cheng, César Quilodrán Casas, Said Ouala, Alban Farchi, Che Liu, Pierre Tandeo, Ronan Fablet, Didier Lucor, Bertrand Iooss, Julien Brajard, Dunhui Xiao, Tijana Janjic, Weiping Ding, Yike Guo, Alberto Carrassi, Marc Bocquet, Rossella Arcucci:
Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review. CoRR abs/2303.10462 (2023) - [i8]Said Ouala, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet:
Online Calibration of Deep Learning Sub-Models for Hybrid Numerical Modeling Systems. CoRR abs/2311.10665 (2023) - 2022
- [i7]Said Ouala, Steven L. Brunton, Ananda Pascual, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet:
Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning. CoRR abs/2202.05750 (2022) - 2021
- [b1]Said Ouala:
Data-driven and learning-based approaches for the modeling, forecasting and reconstruction of geophysical dynamics : application to sea surface dynamics. (Approches basées données et apprentissage pour la modélisation, la prévision et la reconstruction de dynamiques géophysiques : application à la dynamique océanique de surface). IMT Atlantique Bretagne Pays de la Loire, Brest, France, 2021 - [c9]Said Ouala, Ronan Fablet, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier:
End-to-End Kalman Filter for the Reconstruction of Sea Surface Dynamics from Satellite Data. IGARSS 2021: 7414-7417 - [i6]Said Ouala, Laurent Debreu, Ananda Pascual, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet:
Learning Runge-Kutta Integration Schemes for ODE Simulation and Identification. CoRR abs/2105.04999 (2021) - 2020
- [c8]Duong Nguyen, Said Ouala, Lucas Drumetz, Ronan Fablet:
Assimilation-Based Learning of Chaotic Dynamical Systems from Noisy and Partial Data. ICASSP 2020: 3862-3866 - [c7]Said Ouala, Ronan Fablet, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier:
Physically Informed Neural Networks for the Simulation and Data-Assimilation of Geophysical Dynamics. IGARSS 2020: 3490-3493 - [i5]Duong Nguyen, Said Ouala, Lucas Drumetz, Ronan Fablet:
Variational Deep Learning for the Identification and Reconstruction of Chaotic and Stochastic Dynamical Systems from Noisy and Partial Observations. CoRR abs/2009.02296 (2020)
2010 – 2019
- 2019
- [c6]Said Ouala, Ananda Pascual, Ronan Fablet:
Residual Integration Neural Network. ICASSP 2019: 3622-3626 - [c5]Said Ouala, Ronan Fablet, Cédric Herzet, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier:
Learning Stochastic Representations of Geophysical Dynamics. ICASSP 2019: 3877-3881 - [c4]Said Ouala, Duong Nguyen, Cédric Herzet, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier, Ronan Fablet:
Learning Ocean Dynamical Priors from Noisy Data Using Assimilation-Derived Neural Nets. IGARSS 2019: 9451-9454 - [c3]Said Ouala, Ronan Fablet, Cédric Herzet, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier:
Sea Surface Dynamics Reconstruction Using Neural Networks Based Kalman Filter. IGARSS 2019: 10059-10062 - [i4]Duong Nguyen, Said Ouala, Lucas Drumetz, Ronan Fablet:
EM-like Learning Chaotic Dynamics from Noisy and Partial Observations. CoRR abs/1903.10335 (2019) - [i3]Said Ouala, Duong Nguyen, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier, Ronan Fablet:
Learning Latent Dynamics for Partially-Observed Chaotic Systems. CoRR abs/1907.02452 (2019) - 2018
- [j1]Said Ouala, Ronan Fablet, Cédric Herzet, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier:
Neural Network Based Kalman Filters for the Spatio-Temporal Interpolation of Satellite-Derived Sea Surface Temperature. Remote. Sens. 10(12): 1864 (2018) - [c2]Ronan Fablet, Said Ouala, Cédric Herzet:
Bilinear Residual Neural Network for the Identification and Forecasting of Geophysical Dynamics. EUSIPCO 2018: 1477-1481 - [c1]Said Ouala, Cédric Herzet, Ronan Fablet:
Sea Surface Temperature Prediction and Reconstruction Using Patch-Level Neural Network Representations. IGARSS 2018: 5628-5631 - [i2]Said Ouala, Cédric Herzet, Ronan Fablet:
Sea surface temperature prediction and reconstruction using patch-level neural network representations. CoRR abs/1806.00144 (2018) - 2017
- [i1]Ronan Fablet, Said Ouala, Cédric Herzet:
Bilinear residual Neural Network for the identification and forecasting of dynamical systems. CoRR abs/1712.07003 (2017)
Coauthor Index
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