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Redouane Lguensat

24
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A posteriori learning for quasi‐geostrophic turbulence parametrization

Hugo Frezat , Julien Le Sommer , Ronan Fablet , Guillaume Balarac , Redouane Lguensat
Journal of Advances in Modeling Earth Systems, 2022, pp.1-35. ⟨10.1029/2022MS003124⟩
Article dans une revue hal-03808230v1
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Physical invariance in neural networks for subgrid-scale scalar flux modeling

Hugo Frezat , Guillaume Balarac , Julien Le Sommer , Ronan Fablet , Redouane Lguensat
Physical Review Fluids, 2021, 6 (2), ⟨10.1103/PhysRevFluids.6.024607⟩
Article dans une revue hal-03084215v2
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Data-driven Interpolation of Sea Level Anomalies using Analog Data Assimilation

Redouane Lguensat , Phi Huynh Viet , Miao Sun , Ge Chen , Tian Fenglin
Remote Sensing, 2019, ⟨10.3390/rs11070858⟩
Article dans une revue hal-01609851v1
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Spatio-Temporal Interpolation of Cloudy SST Fields Using Conditional Analog Data Assimilation

Ronan Fablet , Phi Viet , Redouane Lguensat , Pierre-Henri Horrein , Bertrand Chapron
Remote Sensing, 2018, 10 (2), ⟨10.3390/rs10020310⟩
Article dans une revue hal-01757755v1

The Analog Data Assimilation

Redouane Lguensat , Pierre Tandeo , Pierre Ailliot , Manuel Pulido , Ronan Fablet
Monthly Weather Review, 2017, 145 (10), pp.4093 - 4107. ⟨10.1175/MWR-D-16-0441.1⟩
Article dans une revue hal-01609141v1

Data-driven Models for the Spatio-Temporal Interpolation of satellite-derived SST Fields

Ronan Fablet , Phi Huynh Viet , Redouane Lguensat
IEEE Transactions on Computational Imaging, 2017, 4, pp.647 - 657. ⟨10.1109/TCI.2017.2749184⟩
Article dans une revue hal-01656178v1
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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
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Learning Generalized Quasi-Geostrophic Models Using Deep Neural Numerical Models

Redouane Lguensat , Julien Le Sommer , Sammy Metref , Emmanuel Cosme , Ronan Fablet
NeurIPS 2019 : 33rd Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada
Communication dans un congrès hal-02366600v1

Inferring hidden equations using Quasi-Geostrophic theory guided machine learning

Redouane Lguensat , Julien Le Sommer , Sammy Metref , Emmanuel Cosme , Ronan Fablet
EGU 2019 : General Assembly 2019 of the European Geosciences Union, 2019, Vienna, Austria. pp.2019 - 15250
Communication dans un congrès hal-02285699v1

EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies

Redouane Lguensat , Miao Sun , Ronan Fablet , Evan Mason , Pierre Tandeo
International Geoscience and Remote Sensing Symposium (IGARSS 2018), Jul 2018, Valence, Spain. pp.1764-1767, ⟨10.1109/IGARSS.2018.8518411⟩
Communication dans un congrès hal-01929509v1

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
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Spatio-Temporal interpolation of altimeter-derived SSH fields using Analog Data Assimilation: A Case-Study In The South China Sea

Redouane Lguensat , Miao Sun , Ge Chen , Fenglin Tian , Ronan Fablet
IGARSS 2017 : IEEE International Geoscience and Remote Sensing Symposium, Jul 2017, Fort Worth, United States. ⟨10.1109/IGARSS.2017.8127625⟩
Communication dans un congrès hal-01799854v1

Analog assimilation for high-dimensional geophysical dynamics

Ronan Fablet , Redouane Lguensat , Phi Huynh Viet , Pierre Ailliot , Bertrand Chapron
DSE 2017 : Workshop on Data Science and Environment, Jul 2017, Brest, France
Communication dans un congrès hal-01586349v1

Exploiting ocean observation and simulation big data to improve satellite-derived geophysical products: Analog strategies

Ronan Fablet , Phi Huynh Viet , Redouane Lguensat , Bertrand Chapron
BiDS'17: Big Data from Space Conference , Nov 2017, Toulouse, France
Communication dans un congrès hal-01801014v1

Data-driven assimilation of irregularly-sampled image time series

Ronan Fablet , Phi Huynh Viet , Redouane Lguensat , Bertrand Chapron
ICIP 2017 : IEEE International Conference on Image Processing, Sep 2017, Beijing, China. ⟨10.1109/ICIP.2017.8297094⟩
Communication dans un congrès hal-01757749v1

Toward data-driven methods in geophysics: the Analog Data Assimilation

Redouane Lguensat , Pierre Tandeo , Pierre Ailliot , Manuel Pulido , Ronan Fablet
EGU 2017 : 19th EGU General Assembly, Apr 2017, Vienne, Austria
Communication dans un congrès hal-01609890v1
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An Exemplar-based Hidden Markov Model framework for nonlinear state-space models

Redouane Lguensat , Ronan Fablet , Pierre Ailliot , Pierre Tandeo
EUSIPCO 2016 : European Signal Processing Conference, Aug 2016, Budapest, Hungary. pp.1 - 5, ⟨10.1109/EUSIPCO.2016.7760667⟩
Communication dans un congrès hal-01444213v1
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The analog data assimilation: application to 20 years of altimetric data

Pierre Tandeo , Pierre Ailliot , Bertrand Chapron , Redouane Lguensat , Ronan Fablet
CI 2015 : 5th International Workshop on Climate Informatics, Sep 2015, Boulder, United States. pp.1 - 2, ⟨10.13140/RG.2.1.4030.5681⟩
Communication dans un congrès hal-01356222v1
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Non-parametric Ensemble Kalman methods for the inpainting of noisy dynamic textures

Redouane Lguensat , Pierre Tandeo , Ronan Fablet , Pierre Ailliot
ICIP 2015 : IEEE International Conference on Image Processing, Sep 2015, Québec City, Canada. pp.2488-2492, ⟨10.1109/ICIP.2015.7351615⟩
Communication dans un congrès hal-01271173v1
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Spatio-temporal interpolation of Sea Surface Temperature using high resolution remote sensing data

Redouane Lguensat , Pierre Tandeo , Ronan Fablet , René Garello
OCEANS 2014 - St John's : MTS/IEEE international conference, Sep 2014, St. John'S, Canada. pp.1 - 4, ⟨10.1109/OCEANS.2014.7002988⟩
Communication dans un congrès hal-01188863v1