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Inversion of sea surface currents from satellite-derived SST-SSH synergies with 4DVarNets


Nov 23, 2022
Ronan Fablet, Bertrand Chapron, Julien Le Sommer, Florian Sévellec

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Guided Unsupervised Learning by Subaperture Decomposition for Ocean SAR Image Retrieval


Sep 29, 2022
Nicolae-Cătălin Ristea, Andrei Anghel, Mihai Datcu, Bertrand Chapron

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Multimodal 4DVarNets for the reconstruction of sea surface dynamics from SST-SSH synergies


Jul 04, 2022
Ronan Fablet, Quentin Febvre, Bertrand Chapron

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Guided deep learning by subaperture decomposition: ocean patterns from SAR imagery


Apr 09, 2022
Nicolae-Catalin Ristea, Andrei Anghel, Mihai Datcu, Bertrand Chapron

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Multimodal learning-based inversion models for the space-time reconstruction of satellite-derived geophysical fields


Mar 20, 2022
Ronan Fablet, Bertrand Chapron

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Bounded nonlinear forecasts of partially observed geophysical systems with physics-constrained deep learning


Mar 02, 2022
Said Ouala, Steven L. Brunton, Ananda Pascual, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet

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Learning Runge-Kutta Integration Schemes for ODE Simulation and Identification


May 11, 2021
Said Ouala, Laurent Debreu, Ananda Pascual, Bertrand Chapron, Fabrice Collard, Lucile Gaultier, Ronan Fablet

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Learning Variational Data Assimilation Models and Solvers


Jul 25, 2020
Ronan Fablet, Bertrand Chapron, Lucas. Drumetz, Etienne Memin, Olivier Pannekoucke, Francois Rousseau

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Learning Latent Dynamics for Partially-Observed Chaotic Systems


Jul 04, 2019
Said Ouala, Duong Nguyen, Lucas Drumetz, Bertrand Chapron, Ananda Pascual, Fabrice Collard, Lucile Gaultier, Ronan Fablet

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