|
Convolutional encoding and normalizing flows: a deep learning approach for offshore wind speed probabilistic forecasting in the Mediterranean Sea
Robin Marcille
,
Pierre Tandeo
,
Maxime Thiébaut
,
Pierre Pinson
,
Ronan Fablet
Journal articles
hal-04645705v1
|
|
A Deep Learning Approach to Extract Balanced Motions From Sea Surface Height Snapshot
Zhanwen Gao
,
Bertrand Chapron
,
Chunyong Ma
,
Ronan Fablet
,
Quentin Febvre
Journal articles
hal-04536442v1
|
|
Corrigendum: Reconstructing global chlorophyll-a variations using a non-linear statistical approach
Élodie Martinez
,
Thomas Gorgues
,
Matthieu Lengaigne
,
Raphaëlle Sauzède
,
Christophe Menkes
Journal articles
hal-04650259v1
|
|
Contrasted Trends in Chlorophyll‐ a Satellite Products
Etienne Pauthenet
,
Elodie Martinez
,
Thomas Gorgues
,
Joana Roussillon
,
Lucas Drumetz
Journal articles
hal-04672609v1
|
|
Predicting particle catchment areas of deep-ocean sediment traps using machine learning
Théo Picard
,
Jonathan Gula
,
Ronan Fablet
,
Jeremy Collin
,
Laurent Mémery
Journal articles
hal-04711533v1
|
|
Scale-Aware Neural Calibration for Wide Swath Altimetry Observations
Quentin Febvre
,
Clément Ubelmann
,
Julien Le Sommer
,
Ronan Fablet
Journal articles
hal-04672614v1
|
|
CLOINet: ocean state reconstructions through remote-sensing, in-situ sparse observations and deep learning
Eugenio Cutolo
,
Ananda Pascual
,
Simon Ruiz
,
Nikolaos Zarokanellos
,
Ronan Fablet
Journal articles
hal-04536436v1
|
|
A Transformer Network With Sparse Augmented Data Representation and Cross Entropy Loss for AIS-Based Vessel Trajectory Prediction
Duong Nguyen
,
Ronan Fablet
Journal articles
hal-04592057v1
|
|
Training Neural Mapping Schemes for Satellite Altimetry With Simulation Data
Quentin Febvre
,
Julien Le Sommer
,
Clément Ubelmann
,
Ronan Fablet
Journal articles
hal-04672619v1
|
|
Rain Regime Segmentation of Sentinel-1 Observation Learning From NEXRAD Collocations With Convolution Neural Networks
Aurélien Colin
,
Pierre Tandeo
,
Charles Peureux
,
Romain Husson
,
Nicolas Longépé
Journal articles
hal-04502265v1
|
|
Multi-Modal Learning-based Reconstruction of High-Resolution Spatial Wind Speed Fields
Matteo Zambra
,
Nicolas Farrugia
,
Dorian Cazau
,
Alexandre Gensse
,
Ronan Fablet
Environmental Data Science, inPress, pp.1-21
Journal articles
hal-04672639v1
|
|
Gathering users and developers to shape together the next-generation ocean reanalyses: Ocean reanalyses workshop of the European Copernicus Marine Service
Chunxue Yang
,
Romain Bourdallé-Badie
,
Marie Drevillon
,
Dillon Amaya
,
Lotfi Aouf
Journal articles
hal-04536448v1
|
|
Inversion of Sea Surface Currents From Satellite‐Derived SST‐SSH Synergies With 4DVarNets
Ronan Fablet
,
Bertrand Chapron
,
J. Le Sommer
,
Florian Sévellec
Journal articles
hal-04669231v1
|
|
Learning-based prediction of the particles catchment area of deep ocean sediment traps
Théo Picard
,
Jonathan Gula
,
Ronan Fablet
,
Jeremy Collin
,
Laurent Mémery
Journal articles
hal-04672626v1
|
|
4DVarNet-SSH: end-to-end learning of variational interpolation schemes for nadir and wide-swath satellite altimetry
Maxime Beauchamp
,
Quentin Febvre
,
Hugo Georgenthum
,
Ronan Fablet
Journal articles
hal-04140934v2
|
|
Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review
Sibo Cheng
,
César Quilodrán-Casas
,
Said Ouala
,
Alban Farchi
,
Che Liu
Journal articles
hal-04039094v1
|
|
Uncertainty Quantification When Learning Dynamical Models and Solvers With Variational Methods
Nicolas Lafon
,
Ronan Fablet
,
Philippe Naveau
Journal articles
hal-04013195v2
|
|
Ensemble-based 4DVarNet uncertacinty quantification for the reconstruction of sea surface height dynamics
Maxime Beauchamp
,
Quentin Febvre
,
Ronan Fablet
Journal articles
hal-04147805v1
|
|
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
Journal articles
hal-04171042v1
|
|
Reduction of rain-induced errors for wind speed estimation on SAR observations using convolutional neural networks
Aurélien Colin
,
Pierre Tandeo
,
Charles Peureux
,
Romain Husson
,
Ronan Fablet
Journal articles
hal-04149533v1
|
|
Extending the extended dynamic mode decomposition with latent observables: the latent EDMD framework
Said Ouala
,
Bertrand Chapron
,
Fabrice Collard
,
Lucile Gaultier
,
Ronan Fablet
Journal articles
hal-04171039v1
|
|
Multimodal 4DVarNets for the reconstruction of sea surface dynamics from SST-SSH synergies
Ronan Fablet
,
Quentin Febvre
,
Bertrand Chapron
Journal articles
hal-03928368v1
|
|
Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning
Said Ouala
,
Steven Brunton
,
Bertrand Chapron
,
Ananda Pascual
,
Fabrice Collard
Journal articles
hal-04171040v1
|
|
Multimodal deep learning for cetacean distribution modeling of fin whales (Balaenoptera physalus) in the western Mediterranean Sea
Dorian Cazau
,
P. Nguyen Hong Duc
,
J.-N. Druon
,
S. Matwins
,
Ronan Fablet
Journal articles
hal-03324461v1
|
|
Reexamining the Estimation of Tropical Cyclone Radius of Maximum Wind from Outer Size with an Extensive Synthetic Aperture Radar Dataset
Arthur Avenas
,
Alexis Mouche
,
Pierre Tandeo
,
Jean-Francois Piolle
,
Dan Chavas
Journal articles
hal-04466894v2
|
|
End-to-End Neural Interpolation of Satellite-Derived Sea Surface Suspended Sediment Concentrations
Jean-Marie Vient
,
Ronan Fablet
,
Frédéric Jourdin
,
Christophe Delacourt
Journal articles
hal-03754023v1
|
|
Deep inference of seabird dives from GPS-only records: Performance and generalization properties
Amédée Roy
,
Sophie Lanco Bertrand
,
Ronan Fablet
Journal articles
hal-03656471v1
|
|
Using generative adversarial networks (GAN) to simulate central-place foraging trajectories
Amédée Roy
,
Ronan Fablet
,
Sophie Lanco Bertrand
Journal articles
hal-03669627v1
|
|
A posteriori learning for quasi‐geostrophic turbulence parametrization
Hugo Frezat
,
Julien Le Sommer
,
Ronan Fablet
,
Guillaume Balarac
,
Redouane Lguensat
Journal articles
hal-03808230v1
|
|
Four-dimensional temperature, salinity and mixed-layer depth in the Gulf Stream, reconstructed from remote-sensing and in situ observations with neural networks
Etienne Pauthenet
,
Loïc Bachelot
,
Kevin Balem
,
Guillaume Maze
,
Anne-Marie Tréguier
Journal articles
hal-03762091v1
|
|
Semantic Segmentation of Metoceanic Processes Using SAR Observations and Deep Learning
Aurélien Colin
,
Ronan Fablet
,
Pierre Tandeo
,
Romain Husson
,
Charles Peureux
Journal articles
hal-03616058v1
|
|
Data-Driven Interpolation of Sea Surface Suspended Concentrations Derived from Ocean Colour Remote Sensing Data
Jean-Marie Vient
,
Frederic Jourdin
,
Ronan Fablet
,
Baptiste Mengual
,
Ludivine Lafosse
Journal articles
hal-03349910v1
|
|
Unsupervised Reconstruction of Sea Surface Currents from AIS Maritime Traffic Data Using Trainable Variational Models
Simon Benaïchouche
,
Clément Legoff
,
Yann Guichoux
,
François Rousseau
,
Ronan Fablet
Journal articles
hal-03319098v1
|
|
Effect of Subsurface Mediterranean Water Eddies on Sound Propagation Using ROMS Output and the Bellhop Model
Seyed Hossein Hassantabar Bozroudi
,
Daniele Ciani
,
Mahdi Mohammad Mahdizadeh
,
Mohammad Akbarinasab
,
Ana Claudia Barbosa Aguiar
Journal articles
hal-03752657v1
|
|
Deep learning techniques applied to super-resolution chemistry transport modeling for operational uses
Bertrand Bessagnet
,
Maxime Beauchamp
,
Laurent Menut
,
Ronan Fablet
,
E Pisoni
Journal articles
hal-03750400v2
|
|
Joint Interpolation and Representation Learning for Irregularly Sampled Satellite-Derived Geophysical Fields
Ronan Fablet
,
Maxime Beauchamp
,
Lucas Drumetz
,
François Rousseau
Journal articles
hal-03349912v1
|
|
GeoTrackNet-A Maritime Anomaly Detector using Probabilistic Neural Network Representation of AIS Tracks and A Contrario Detection
Duong Nguyen
,
Rodolphe Vadaine
,
Guillaume Hajduch
,
René Garello
,
Ronan Fablet
Journal articles
hal-02388260v4
|
|
Physical invariance in neural networks for subgrid-scale scalar flux modeling
Hugo Frezat
,
Guillaume Balarac
,
Julien Le Sommer
,
Ronan Fablet
,
Redouane Lguensat
Journal articles
hal-03084215v2
|
|
END-TO-END PHYSICS-INFORMED REPRESENTATION LEARNING FOR SATELLITE OCEAN REMOTE SENSING DATA: APPLICATIONS TO SATELLITE ALTIMETRY AND SEA SURFACE CURRENTS
Ronan Fablet
,
M. Amar
,
Q. Febvre
,
M. Beauchamp
,
B. Chapron
Journal articles
hal-03349917v1
|
|
Altimetry for the future: Building on 25 years of progress
Saleh Abdalla
,
Abdolnabi Abdeh Kolahchi
,
Michaël Ablain
,
Susheel Adusumilli
,
Suchandra Aich Bhowmick
Journal articles
insu-03215002v1
|
|
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⟩
Journal articles
hal-02906798v1
|
|
Neural Network Approaches to Reconstruct Phytoplankton Time-Series in the Global Ocean
Elodie Martinez
,
Anouar Brini
,
Thomas Gorgues
,
Lucas Drumetz
,
Joana Roussillon
Journal articles
hal-03126743v1
|
|
Intercomparison of data-driven and learning-based interpolations of along-track Nadir and wide-swath Swot altimetry observations
Maxime Beauchamp
,
Ronan Fablet
,
Clément Ubelmann
,
Maxime Ballarotta
,
Bertrand Chapron
Journal articles
hal-02931892v2
|
|
PDE-NetGen 1.0: from symbolic partial differential equation (PDE) representations of physical processes to trainable neural network representations
Olivier Pannekoucke
,
Ronan Fablet
Journal articles
hal-02933377v1
|
|
Corrigendum: Reconstructing Global Chlorophyll-a Variations Using a Non-linear Statistical Approach
Elodie Martinez
,
Thomas Gorgues
,
Matthieu Lengaigne
,
Clement Fontana
,
Raphaëlle Sauzède
Journal articles
hal-03145846v1
|
|
SegSRGAN: Super-resolution and segmentation using generative adversarial networks — Application to neonatal brain MRI
Quentin Delannoy
,
Chi-Hieu Pham
,
Clément Cazorla
,
Carlos Tor-Díez
,
Guillaume Dollé
Journal articles
hal-02189136v3
|
|
Learning Latent Dynamics for Partially-Observed Chaotic Systems
Said Ouala
,
Duong Nguyen
,
Lucas Drumetz
,
Bertrand Chapron
,
Ananda Pascual
Journal articles
hal-02274705v1
|
|
Reconstructing Global Chlorophyll-a Variations Using a Non-linear Statistical Approach
Elodie Martinez
,
Thomas Gorgues
,
Matthieu Lengaigne
,
Clément Fontana
,
Raphaëlle Sauzède
Journal articles
hal-02941302v1
|
|
Neural Network Approaches to Reconstruct Phytoplankton Time-Series in the Global Ocean
Elodie Martinez
,
Anouar Brini
,
Thomas Gorgues
,
Lucas Drumetz
,
Joana Roussillon
Journal articles
hal-03227823v1
|
|
CNN-Based Target Recognition and Identification for Infrared Imaging in Defense Systems
Antoine D’acremont
,
Ronan Fablet
,
Alexandre Baussard
|