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Said Ouala
ORCID
Publication Activity (10 Years)
Years Active: 2017-2023
Publications (10 Years): 21
Top Topics
Kalman Filter
Partial Observations
Sea Surface
Neural Network
Top Venues
CoRR
IGARSS
ICASSP
Mach. Learn. Sci. Technol.
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Publications
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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
(2023)
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) (2023)
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) (2023)
Said Ouala
,
Bertrand Chapron
,
Fabrice Collard
,
Lucile Gaultier
,
Ronan Fablet
Online Calibration of Deep Learning Sub-Models for Hybrid Numerical Modeling Systems.
CoRR
(2023)
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
(2022)
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
(2021)
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)
Duong Nguyen
,
Said Ouala
,
Lucas Drumetz
,
Ronan Fablet
Assimilation-Based Learning of Chaotic Dynamical Systems from Noisy and Partial Data.
ICASSP
(2020)
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
(2020)
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)
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
(2019)
Said Ouala
,
Ronan Fablet
,
Cédric Herzet
,
Bertrand Chapron
,
Ananda Pascual
,
Fabrice Collard
,
Lucile Gaultier
Learning Stochastic Representations of Geophysical Dynamics.
ICASSP
(2019)
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)
Duong Nguyen
,
Said Ouala
,
Lucas Drumetz
,
Ronan Fablet
EM-like Learning Chaotic Dynamics from Noisy and Partial Observations.
CoRR
(2019)
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)
Said Ouala
,
Ananda Pascual
,
Ronan Fablet
Residual Integration Neural Network.
ICASSP
(2019)
Ronan Fablet
,
Said Ouala
,
Cédric Herzet
Bilinear Residual Neural Network for the Identification and Forecasting of Geophysical Dynamics.
EUSIPCO
(2018)
Said Ouala
,
Cédric Herzet
,
Ronan Fablet
Sea Surface Temperature Prediction and Reconstruction Using Patch-Level Neural Network Representations.
IGARSS
(2018)
Said Ouala
,
Cédric Herzet
,
Ronan Fablet
Sea surface temperature prediction and reconstruction using patch-level neural network representations.
CoRR
(2018)
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) (2018)
Ronan Fablet
,
Said Ouala
,
Cédric Herzet
Bilinear residual Neural Network for the identification and forecasting of dynamical systems.
CoRR
(2017)