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Ronan Fablet

24

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said-ouala

	Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning Said Ouala , Steven Brunton , Bertrand Chapron , Ananda Pascual , Fabrice Collard Physica D: Nonlinear Phenomena, 2023, 446, pp.133630. ⟨10.1016/j.physd.2022.133630⟩ Article dans une revue hal-04171040v1
	Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review Sibo Cheng , César Quilodrán-Casas , Said Ouala , Alban Farchi , Che Liu IEEE/CAA Journal of Automatica Sinica, In press, 10 (6), pp.1361-1387. ⟨10.1109/JAS.2023.123537⟩ Article dans une revue hal-04039094v1
	Extending the extended dynamic mode decomposition with latent observables: the latent EDMD framework Said Ouala , Bertrand Chapron , Fabrice Collard , Lucile Gaultier , Ronan Fablet Machine Learning: Science and Technology, 2023, 4 (2), pp.025018. ⟨10.1088/2632-2153/acccd6⟩ Article dans une revue hal-04171039v1
	Learning Latent Dynamics for Partially-Observed Chaotic Systems Said Ouala , Duong Nguyen , Lucas Drumetz , Bertrand Chapron , Ananda Pascual Chaos: An Interdisciplinary Journal of Nonlinear Science, 2020, 30 (10), ⟨10.1063/5.0019309⟩ Article dans une revue hal-02274705v1
	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 Remote Sensing, 2018, 10 (12), pp.1864. ⟨10.3390/rs10121864⟩ Article dans une revue hal-01896654v1

	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
	Assimilation-based Learning of Chaotic Dynamical Systems from Noisy and Partial Data Duong Nguyen , Said Ouala , Lucas Drumetz , Ronan Fablet ICASSP 2020 : International Conference on Acoustics, Speech, and Signal Processing, May 2020, Barcelona, Spain. ⟨10.1109/ICASSP40776.2020.9054718⟩ Communication dans un congrès hal-02436060v2
	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
	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
	Learning stochastic representations of geophysical dynamics Said Ouala , Ronan Fablet , Cédric Herzet , Bertrand Chapron , Ananda Pascual 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
	Sea surface dynamics reconstruction using neural networks based kalman filter Said Ouala , Ronan Fablet , Cedric Herzet , Lucas Drumetz , Bertrand Chapron IGARSS 2019 - International Geoscience and remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.1-5, ⟨10.1109/IGARSS.2019.8898086⟩ Communication dans un congrès hal-02285697v1
	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
	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 EGU 2019 : General Assembly 2019 of the European Geosciences Union, Apr 2019, Vienna, Austria Communication dans un congrès hal-02110359v1
	Learning ocean dynamical priors from noisy data using assimilation-derived neural nets Said Ouala , Duong Nguyen , Cédric Herzet , Lucas Drumetz , Bertrand Chapron IGARSS 2019 - International Geoscience and remote Sensing Symposium, Jul 2019, Yokohama, Japan. pp.1-3, ⟨10.1109/IGARSS.2019.8900345⟩ Communication dans un congrès hal-02285693v1
	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 "25 Years of Progress in Radar Altimetry" Symposium, 2018, Punta Delgada, Azores, Portugal Communication dans un congrès hal-01800511v1
	Bilinear residual Neural Network for the identification and forecasting of dynamical systems Ronan Fablet , Said Ouala , Cédric Herzet EUSIPCO 2018 : European Signal Processing Conference, Sep 2018, Rome, Italy. pp.1-5, ⟨10.23919/EUSIPCO.2018.8553492⟩ Communication dans un congrès hal-01686766v1
	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
	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
	Sea surface temperature prediction and reconstruction using patch-level neural network representations Said Ouala , Cédric Herzet , Ronan Fablet IGARSS 2018 : IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valence, Spain. pp.1-4, ⟨10.1109/IGARSS.2018.8519345⟩ Communication dans un congrès hal-01883209v1
	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

	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
	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

	Analysis of Sea Surface Temperature Variability Using Machine Learning Said Ouala , Bertrand Chapron , Fabrice Collard , Lucile Gaultier , Ronan Fablet Chapron, B., Crisan, D., Holm, D., Mémin, E., Radomska, A. (eds) Stochastic Transport in Upper Ocean Dynamics II. STUOD 2022. Part of the Mathematics of Planet Earth book series (MPE,volume 11). Springer, Cham. Print ISBN 978-3-031-40093-3 Online ISBN 978-3-031-40094-0, https://doi.org/10.1007/978-3-031-40094-0_11. pp.247-260, pp.247-260, 2024, ⟨10.1007/978-3-031-40094-0_11⟩ Chapitre d'ouvrage hal-04309728v1

	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