Variational Deep Learning for the Identification and Reconstruction of Chaotic and Stochastic Dynamical Systems from Noisy and Partial Observations
Duong Nguyen
,
Said Ouala
,
Lucas Drumetz
,
Ronan Fablet
2021
Pré-publication, Document de travail
hal-02931101v7
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Residual Integration Neural Network
Said Ouala
,
Ananda Pascual
,
Ronan Fablet
ICASSP 2019 : IEEE International Conference on Acoustics, Speech and Signal Processing , May 2019, Brighton, United Kingdom.
⟨10.1109/ICASSP.2019.8683447⟩
Communication dans un congrès
hal-02005399v1
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Deep learning models for geophysical spatio-temporal fields reconstruction
Said Ouala
,
Cédric Herzet
,
Ronan Fablet
50èmes Journées de Statistique , Société Française de Statistique, May 2018, Palaiseau, France
Communication dans un congrès
hal-01883213v1
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Data assimilation schemes as a framework for learning dynamical model from partial and noisy observations
Said Ouala
,
Ronan Fablet
,
Duong Nguyen
,
Lucas Drumetz
,
Bertrand Chapron
,
et al.
EGU 2019 : General Assembly 2019 of the European Geosciences Union , Apr 2019, Vienna, Austria
Communication dans un congrès
hal-02110359v1
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Réseaux de neurones artificiels pour la prédiction et la reconstruction de dynamiques océanographiques
Said Ouala
,
Cédric Herzet
,
Ronan Fablet
CFPT 2018 - Conférence Française de Photogrammétrie et de Télédétection , Jun 2018, Marne-la-Vallée, France. pp.1-3
Communication dans un congrès
hal-01883211v1
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Sea surface temperature prediction and reconstruction using patch-level neural network representations
Said Ouala
,
Cédric Herzet
,
Ronan Fablet
Communication dans un congrès
hal-01883209v1
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Neural network models for spatio-temporal geophysical fields reconstruction : application to sea surface temperature
Said Ouala
,
Ronan Fablet
EGU2018: 20th EGU General Assembly , Apr 2018, Vienne, Austria. pp.17913-2
Communication dans un congrès
hal-01883214v1
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Extending the extended dynamic mode decomposition with latent observables: the latent EDMD framework
Said Ouala
,
Bertrand Chapron
,
Fabrice Collard
,
Lucile Gaultier
,
Ronan Fablet
Article dans une revue
hal-04171039v1
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Learning Latent Dynamics for Partially-Observed Chaotic Systems
Said Ouala
,
Duong Nguyen
,
Lucas Drumetz
,
Bertrand Chapron
,
Ananda Pascual
,
et al.
Article dans une revue
hal-02274705v1
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End-to-End Kalman Filter in a High Dimensional Linear Embedding of the Observations
Said Ouala
,
Pierre Tandeo
,
Bertrand Chapron
,
Fabrice Collard
,
Ronan Fablet
STUOD 2021 - Stochastic Transport in Upper Ocean Dynamics Annual Workshop , Sep 2021, Londres, United Kingdom. pp.211-221,
⟨10.1007/978-3-031-18988-3_13⟩
Communication dans un congrès
hal-03906953v1
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Bilinear residual Neural Network for the identification and forecasting of dynamical systems
Ronan Fablet
,
Said Ouala
,
Cédric Herzet
Communication dans un congrès
hal-01686766v1
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Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning
Said Ouala
,
Steven Brunton
,
Bertrand Chapron
,
Ananda Pascual
,
Fabrice Collard
,
et al.
Article dans une revue
hal-04171040v1
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Neural embedding for closure models
Ronan Fablet
,
Said Ouala
,
Bertrand Chapron
CI'2022: 11th International Conference on Climate Informatics , May 2022, Asheville (North carolina), United States
Poster de conférence
hal-04231187v1
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Assimilation-based Learning of Chaotic Dynamical Systems from Noisy and Partial Data
Duong Nguyen
,
Said Ouala
,
Lucas Drumetz
,
Ronan Fablet
Communication dans un congrès
hal-02436060v2
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Learning Constrained Dynamical Embeddings for Geophysical Dynamics
Said Ouala
,
Steven L Brunton
,
Duong Nguyen
,
Lucas Drumetz
,
Ronan Fablet
CI 2019 : 9th International Workshop on Climate Informatics , 2019, Paris, France
Communication dans un congrès
hal-02285700v1
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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
,
et al.
Article dans une revue
hal-01896654v1
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Learning stochastic representations of geophysical dynamics
Said Ouala
,
Ronan Fablet
,
Cédric Herzet
,
Bertrand Chapron
,
Ananda Pascual
,
et al.
ICASSP 2019 : 44th International Conference on Acoustics, Speech, and Signal Processing , May 2019, Brighton, United Kingdom.
⟨10.1109/ICASSP.2019.8682929⟩
Communication dans un congrès
hal-02005403v1
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Sea surface dynamics reconstruction using neural networks based kalman filter
Said Ouala
,
Ronan Fablet
,
Cedric Herzet
,
Lucas Drumetz
,
Bertrand Chapron
,
et al.
Communication dans un congrès
hal-02285697v1
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Data-driven and learning-based approaches for the spatiotemporal interpolation of SLA fields from current and future satellite-derived altimeter data
Ronan Fablet
,
M Lopez-Radcenco
,
Said Ouala
,
Redouane Lguensat
,
L Gómeznavarro
,
et al.
"25 Years of Progress in Radar Altimetry" Symposium , 2018, Punta Delgada, Azores, Portugal
Communication dans un congrès
hal-01800511v1
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Learning Chaotic and Stochastic Dynamics from Noisy and Partial Observation using Variational Deep Learning
Duong Nguyen
,
Said Ouala
,
Lucas Drumetz
,
Ronan Fablet
CI'2020 : 10th International Conference on Climate Informatics , Sep 2020, Oxford, United Kingdom
Communication dans un congrès
hal-02941313v1
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Learning ocean dynamical priors from noisy data using assimilation-derived neural nets
Said Ouala
,
Duong Nguyen
,
Cédric Herzet
,
Lucas Drumetz
,
Bertrand Chapron
,
et al.
Communication dans un congrès
hal-02285693v1
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End-To-End Kalman Filter In A High Dimensional Linear Embedding Of The Observations
Said Ouala
,
Ronan Fablet
,
Bertrand Chapron
CI'2022: 11th International Conference on Climate Informatics , May 2022, Asheville (North carolina), United States
Poster de conférence
hal-04231191v1
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Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review
Sibo Cheng
,
César Quilodrán-Casas
,
Said Ouala
,
Alban Farchi
,
Che Liu
,
et al.
Article dans une revue
hal-04039094v1
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