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Ronan Fablet

24

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drumetz-lucas

	A Multi-Mode Convolutional Neural Network to reconstruct satellite-derived chlorophyll-a time series in the global ocean from physical drivers Joana Roussillon , Ronan Fablet , Thomas Gorgues , Lucas Drumetz , Jean Littaye Frontiers in Marine Science, 2023, 10, pp.1-20. ⟨10.3389/fmars.2023.1077623⟩ Article dans une revue hal-04171042v1
	Learning Variational Data Assimilation Models and Solvers Ronan Fablet , Bertrand Chapron , Lucas Drumetz , Etienne Mémin , Olivier Pannekoucke Journal of Advances in Modeling Earth Systems, 2021, 13 (10), pp.article n° e2021MS002572. ⟨10.1029/2021MS002572⟩ Article dans une revue hal-02906798v1
	Joint Interpolation and Representation Learning for Irregularly Sampled Satellite-Derived Geophysical Fields Ronan Fablet , Maxime Beauchamp , Lucas Drumetz , François Rousseau Frontiers in Applied Mathematics and Statistics, 2021, 7, pp.655224. ⟨10.3389/fams.2021.655224⟩ Article dans une revue hal-03349912v1
	Neural Network Approaches to Reconstruct Phytoplankton Time-Series in the Global Ocean Elodie Martinez , Anouar Brini , Thomas Gorgues , Lucas Drumetz , Joana Roussillon Remote Sensing, 2020, 12 (24), pp.4156. ⟨10.3390/rs12244156⟩ Article dans une revue hal-03227823v1
	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 Approaches to Reconstruct Phytoplankton Time-Series in the Global Ocean Elodie Martinez , Anouar Brini , Thomas Gorgues , Lucas Drumetz , Joana Roussillon Remote Sensing, 2020, 12 (24), pp.4156. ⟨10.3390/rs12244156⟩ Article dans une revue hal-03126743v1
	Residual Networks as Flows of Diffeomorphisms François Rousseau , Lucas Drumetz , Ronan Fablet Journal of Mathematical Imaging and Vision, 2019, ⟨10.1007/s10851-019-00890-3⟩ Article dans une revue hal-01796729v2

	Learning stochastic dynamical systems with neural networks mimicking the Euler-Maruyama scheme Noura Dridi , Lucas Drumetz , Ronan Fablet EUSIPCO 2021: 29th European Signal Processing Conference, Aug 2021, Dublin, Ireland. ⟨10.23919/EUSIPCO54536.2021.9616068⟩ Communication dans un congrès hal-03265004v1
	END-TO-END LEARNING OF VARIATIONAL MODELS AND SOLVERS FOR THE RESOLUTION OF INTERPOLATION PROBLEMS Ronan Fablet , Lucas Drumetz , François Rousseau ICASSP 2021 : IEEE International Conference on Acoustics, Speech and Signal Processing, Jun 2021, Toronto, United States. ⟨10.1109/ICASSP39728.2021.9414629⟩ Communication dans un congrès hal-03139133v1
	Joint learning of variational data assimilation models and solvers Ronan Fablet , Lucas Drumetz , François Rousseau , Olivier Pannekoucke , Bertrand Chapron ECMWF-ESA 2020 - Workshop on Machine Learning for Earth System Observation and Prediction, Oct 2020, Reading, United Kingdom Communication dans un congrès hal-02927356v1
	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
	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
	Filtering Internal tides from wide-swath altimeter data using Convolutional Neural Networks. Redouane Lguensat , Ronan Fablet , Julien Le Sommer , Sammy Metref , Emmanuel Cosme IGARSS 2020: IEEE International Geoscience and Remote Sensing Symposium, Sep 2020, Waikoloa, United States. ⟨10.1109/IGARSS39084.2020.9323531⟩ Communication dans un congrès hal-02941320v1
	Learning Endmember Dynamics in Multitemporal Hyperspectral Data Using A State-Space Model Formulation Lucas Drumetz , Mauro Dalla Mura , Guillaume Tochon , Ronan Fablet ICASSP 2020 - IEEE International Conference on Acoustics, Speech and Signal Processing, IEEE, May 2020, Barcelone (virtual), Spain. ⟨10.1109/ICASSP40776.2020.9053787⟩ Communication dans un congrès hal-02490607v1
	Learning differential transport operators for the joint super-resolution of sea surface tracers and prediction of subgrid-scale features. Ronan Fablet , Lucas Drumetz , Julien Le Sommer , Jean-Marc Molines , François Rousseau IGARSS 2019 : 2019 IEEE International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. ⟨10.1109/IGARSS.2019.8900571⟩ Communication dans un congrès hal-02285698v1
	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
	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
	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
	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
	End-to-end learning of optimal interpolators for geophysical dynamics Ronan Fablet , Lucas Drumetz , François Rousseau CI 2019 : 9th International Workshop on Climate Informatics, 2019, Paris, France Communication dans un congrès hal-02285701v1

	Spatial multi-modality as a way to improve both performance and interpretability of deep learning models to reconstruct phytoplankton time-series in the global ocean Joana Roussillon , Ronan Fablet , Thomas Gorgues , Lucas Drumetz , Elodie Martinez EGU General Assembly 2022, May 2022, Vienna, Austria Poster de conférence hal-04231217v1

	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
	Filtering Internal Tides From Wide-Swath Altimeter Data Using Convolutional Neural Networks Redouane Lguensat , Ronan Fablet , Julien Le Sommer , Sammy Metref , Emmanuel Cosme 2020 Pré-publication, Document de travail hal-03084229v1
	Joint learning of variational representations and solvers for inverse problems with partially-observed data Ronan Fablet , Lucas Drumetz , François Rousseau 2020 Pré-publication, Document de travail hal-02802121v1