Pierre Tandeo

125
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Publications

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Arctic regional changes revealed by clustering of sea-ice observations

Amélie Simon , Pierre Tandeo , Florian Sévellec , Camille Lique

The Cryosphere, 2025, 19 (12), pp.6639-6658. ⟨10.5194/tc-19-6639-2025⟩

Article dans une revue hal-05407599v1
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State and Stochastic Parameters Estimation with Combined Ensemble Kalman and Particle Filters

Jules Guillot , Pierre Ailliot , Emmanuel Frénod , Juan Ruiz , Pierre Tandeo

Monthly Weather Review, 2025, 153 (7), pp.1141-1154. ⟨10.1175/MWR-D-24-0123.1⟩

Article dans une revue hal-04916479v1
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Reconstructing monthly 20th century salinity fields using a data-driven method and Argo data

Erwan Oulhen , Nicolas Kolodziejczyk , Pierre Tandeo , Bruno Blanke , Florian Sévellec

Ocean Dynamics, 2025, 75 (6), pp.47. ⟨10.1007/s10236-025-01690-7⟩

Article dans une revue hal-05097260v1

Neural Variational Data Assimilation with Uncertainty Quantification Using SPDE Priors

Maxime Beauchamp , Ronan Fablet , Simon Benaichouche , Pierre Tandeo , Nicolas Desassis et al.

Artificial Intelligence for the Earth Systems, 2025, 4 (3), pp.1-29. ⟨10.1175/AIES-D-24-0060.1⟩

Article dans une revue hal-05232110v1

Distance Learning for Analog Methods

Paul Platzer , Bertrand Chapron , Lucas Drumetz , Alexis Mouche , Pierre Tandeo et al.

Monthly Weather Review, 2025, ⟨10.1175/MWR-D-24-0204.1⟩

Article dans une revue hal-05283123v1
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A templex-based study of the Atlantic Meridional Overturning Circulation dynamics in idealized chaotic models

Caterina Mosto , Gisela D Charó , Florian Sévellec , Pierre Tandeo , Juan J Ruiz et al.

Chaos: An Interdisciplinary Journal of Nonlinear Science, 2025, 35 (1), pp.1-17. ⟨10.1063/5.0231713⟩

Article dans une revue hal-04872005v1
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On‐line machine‐learning forecast uncertainty estimation for sequential data assimilation

Maximiliano A Sacco , Manuel Pulido , Juan J Ruiz , Pierre Tandeo

Quarterly Journal of the Royal Meteorological Society, 2024, pp.1-24. ⟨10.1002/qj.4743⟩

Article dans une revue hal-04572960v1
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Reconstructing the Ocean State Using Argo Data and a Data-Driven Method

Erwan Oulhen , Nicolas Kolodziejczyk , Pierre Tandeo , Bruno Blanke , Florian Sévellec

Journal of Atmospheric and Oceanic Technology, 2024, pp.1-30. ⟨10.1175/JTECH-D-23-0157.1⟩

Article dans une revue hal-04759542v1
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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

Artificial Intelligence for the Earth Systems, 2024, pp.1-41. ⟨10.1175/aies-d-23-0112.1⟩

Article dans une revue hal-04645705v1
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Selecting and weighting dynamical models using data-driven approaches

Pierre Le Bras , Florian Sévellec , Pierre Tandeo , Juan Ruiz , Pierre Ailliot

Nonlinear Processes in Geophysics, 2024, 31 (3), pp.303-317. ⟨10.5194/npg-31-303-2024⟩

Article dans une revue hal-04632018v1
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Site-level and spatially-explicit modelling provides some insights on key factors driving seasonal dynamics of an intertidal seagrass

Héloïse Muller , Etienne Auclair , Aubin Woehrel , Florian Ganthy , Pierre Tandeo et al.

Ecological Modelling, 2024, 495, pp.110802. ⟨10.1016/j.ecolmodel.2024.110802⟩

Article dans une revue hal-04659360v1
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Could old tide gauges help estimate past atmospheric variability?

Paul Platzer , Pierre Ailliot , Bertrand Chapron , Pierre Tandeo

Climate of the Past, 2024, 20 (1), pp.2267-2286. ⟨10.5194/cp-20-2267-2024⟩

Article dans une revue hal-04732501v2
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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 et al.

IEEE Transactions on Geoscience and Remote Sensing, 2024, 62, pp.1-14. ⟨10.1109/TGRS.2024.3353311⟩

Article dans une revue hal-04502265v1
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Machine learning with data assimilation and uncertainty quantification for dynamical systems: a review

Sibo Cheng , César Quilodrán-Casas , Said Ouala , Alban Farchi , Che Liu et al.

IEEE/CAA Journal of Automatica Sinica, 2023, 10 (6), pp.1361-1387. ⟨10.1109/JAS.2023.123537⟩

Article dans une revue hal-04039094v1
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Gaussian mixture models for the optimal sparse sampling of offshore wind resource

Robin Marcille , Maxime Thiébaut , Pierre Tandeo , Jean-François Filipot

Wind Energy Science, 2023, 8 (5), pp.771 - 786. ⟨10.5194/wes-8-771-2023⟩

Article dans une revue hal-04131337v1
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Comparison of simulation-based algorithms for parameter estimation and state reconstruction in nonlinear state-space models

Thi Tuyet Trang Chau , Pierre Ailliot , Valérie Monbet , Pierre Tandeo

Discrete and Continuous Dynamical Systems - Series S, 2023, 16 (2), pp.240-264. ⟨10.3934/dcdss.2022054⟩

Article dans une revue hal-03616079v1
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Data-driven reconstruction of partially observed dynamical systems

Pierre Tandeo , Pierre Ailliot , Florian Sévellec

Nonlinear Processes in Geophysics, 2023, 30 (2), pp.129 - 137. ⟨10.5194/npg-30-129-2023⟩

Article dans une revue hal-04131312v2
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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 et al.

Monthly Weather Review, 2023, 151 (12), pp.3169-3189. ⟨10.1175/MWR-D-23-0119.1⟩

Article dans une revue hal-04466894v2
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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

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2023, pp.1 - 13. ⟨10.1109/jstars.2023.3291236⟩

Article dans une revue hal-04149533v1
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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 et al.

Ocean Science, 2022, 18 (4), pp.1221 - 1244. ⟨10.5194/os-18-1221-2022⟩

Article dans une revue hal-03762091v1
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Semantic Segmentation of Metoceanic Processes Using SAR Observations and Deep Learning

Aurélien Colin , Ronan Fablet , Pierre Tandeo , Romain Husson , Charles Peureux et al.

Remote Sensing, 2022, 14 (4), pp.851. ⟨10.3390/rs14040851⟩

Article dans une revue hal-03616058v1
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Two-dimensional structure functions for characterizing convective rolls in the marine atmospheric boundary layer from Sentinel-1 SAR images

Carlos Granero-Belinchon , Stéphane G. Roux , Nicolas B. Garnier , Pierre Tandeo , Bertrand Chapron et al.

Remote Sensing Letters, 2022, 13 (9), pp.946-957. ⟨10.1080/2150704X.2022.2112107⟩

Article dans une revue hal-03576400v2
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Evaluation of Machine Learning Techniques for Forecast Uncertainty Quantification

Maximiliano Sacco , Juan Ruiz , Manuel Pulido , Pierre Tandeo

Quarterly Journal of the Royal Meteorological Society, 2022, 148 (749), pp.3470-3490. ⟨10.1002/qj.4362⟩

Article dans une revue hal-03685523v1
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Analog data assimilation for the selection of suitable general circulation models

Juan Ruiz , Pierre Ailliot , Thi Tuyet Trang Chau , Pierre Le Bras , Valérie Monbet et al.

Geoscientific Model Development, 2022, 15, pp.7203-7220. ⟨10.5194/gmd-15-7203-2022⟩

Article dans une revue insu-03868833v2
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Monitoring the Greater Agulhas Current With AIS Data Information

Clément Le Goff , Brahim Boussidi , Alexei Mironov , Yann Guichoux , Yicun Zhen et al.

Journal of Geophysical Research. Oceans, 2021, 126 (5), pp.e2021JC017228. ⟨10.1029/2021jc017228⟩

Article dans une revue hal-03227798v1
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Probability distributions for analog-to-target distances

Paul Platzer , Pascal Yiou , Philippe Naveau , Jean-François Filipot , Maxime Thiébaut et al.

Journal of the Atmospheric Sciences, 2021, 78 (10), pp.3317-3335. ⟨10.1175/JAS-D-20-0382.1⟩

Article dans une revue hal-03104948v1
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Twenty-Seven Years of Scatterometer Surface Wind Analysis over Eastern Boundary Upwelling Systems

Abderrahim Bentamy , Semyon A. Grodsky , Gildas Cambo , Pierre Tandeo , Xavier Capet et al.

Remote Sensing, 2021, 123 (5), pp.940. ⟨10.3390/rs13050940⟩

Article dans une revue hal-03161785v1
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Using local dynamics to explain analog forecasting of chaotic systems

Paul Platzer , Pascal Yiou , Philippe Naveau , Pierre Tandeo , Jean-François Filipot et al.

Journal of the Atmospheric Sciences, 2021, 78 (7), pp.2117-2133. ⟨10.1175/JAS-D-20-0204.1⟩

Article dans une revue hal-02902685v1

Statistical forecast of the marine surge

Gonzalo Iñaki Quintana , Pierre Tandeo , Lucas Drumetz , Laurent Leballeur , Marc Pavec

Natural Hazards, 2021, ⟨10.1007/s11069-021-04806-6⟩

Article dans une revue hal-03251802v1
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Model error covariance estimation in particle and ensemble Kalman filters using an online expectation‐maximization algorithm

Tadeo Javier Cocucci , Manuel Pulido , Magdalena Lucini , Pierre Tandeo

Quarterly Journal of the Royal Meteorological Society, 2021, 147 (734), pp.526-543. ⟨10.1002/qj.3931⟩

Article dans une revue hal-02964198v1
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A Review of Innovation-Based Methods to Jointly Estimate Model and Observation Error Covariance Matrices in Ensemble Data Assimilation

Pierre Tandeo , Pierre Ailliot , Marc Bocquet , Alberto Carrassi , Takemasa Miyoshi et al.

Monthly Weather Review, 2020, 148 (10), pp.3973-3994. ⟨10.1175/MWR-D-19-0240.1⟩

Article dans une revue hal-02922301v1
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Neural Network Approaches to Reconstruct Phytoplankton Time-Series in the Global Ocean

Elodie Martinez , Anouar Brini , Thomas Gorgues , Lucas Drumetz , Joana Roussillon et al.

Remote Sensing, 2020, 12 (24), pp.4156. ⟨10.3390/rs12244156⟩

Article dans une revue hal-03227823v1
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An adaptive optimal interpolation based on analog forecasting: application to SSH in the Gulf of Mexico

Yicun Zhen , Pierre Tandeo , Stéphanie Leroux , Sammy Metref , Thierry Penduff et al.

Journal of Atmospheric and Oceanic Technology, 2020, 37 (9), pp.1697-1711. ⟨10.1175/JTECH-D-20-0001.1⟩

Article dans une revue hal-02920568v1

Ocean surface currents reconstruction: Spectral characterization of the transfer function between SST and SSH

Cristina Gonzalez Haro , Jordi Isern-Fontanet , Pierre Tandeo , René Garello

Journal of Geophysical Research. Oceans, 2020, ⟨10.1029/2019JC015958⟩

Article dans une revue hal-02940449v1

Wave group focusing in the ocean: estimations using crest velocities and a Gaussian linear model

Paul Platzer , Jean François Filipot , Philippe Naveau , Pierre Tandeo , Pascal Yiou

Natural Hazards, 2020, 104, pp.2431-2449. ⟨10.1007/s11069-020-04279-z⟩

Article dans une revue hal-02927235v1
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Classification of the global Sentinel-1 SAR vignettes for ocean surface process studies

Chen Wang , Pierre Tandeo , Alexis Mouche , Justin Stopa , Victor Gressani et al.

Remote Sensing of Environment, 2019, 234, pp.111457. ⟨10.1016/j.rse.2019.111457⟩

Article dans une revue hal-02363568v1
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A labelled ocean SAR imagery dataset of ten geophysical phenomena from Sentinel‐1 wave mode

Chen Wang , Alexis Mouche , Pierre Tandeo , Justin Stopa , Nicolas Longepe et al.

Geoscience Data Journal, 2019, 6 (2), pp.105-115. ⟨10.1002/gdj3.73⟩

Article dans une revue hal-02275886v1
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Stochastic parameterization identification using ensemble Kalman filtering combined with maximum likelihood methods

Manuel Pulido , Pierre Tandeo , Marc Bocquet , Alberto Carrassi , Magdalena Lucini

Tellus A: Dynamic meteorology and oceanography, 2018, 70 (1), pp.1 - 17. ⟨10.1080/16000870.2018.1442099⟩

Article dans une revue hal-01773980v1
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Nowcasting solar irradiance using an analog method and geostationary satellite images

Alex Ayet , Pierre Tandeo

Solar Energy, 2018, 164, pp.301 - 315. ⟨10.1016/j.solener.2018.02.068⟩

Article dans une revue hal-01759081v1
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Exploring Machine Learning to Correct Satellite-Derived Sea Surface Temperatures

Stéphane Saux-Picart , Pierre Tandeo , Emmanuelle Autret , Blandine Gausset

Remote Sensing, 2018, 10 (2), pp.224 -. ⟨10.3390/rs10020224⟩

Article dans une revue hal-01759072v1

Coherent heat patterns revealed by unsupervised classification of Argo temperature profiles in the North Atlantic Ocean

Guillaume Maze , Herlé Mercier , Ronan Fablet , Pierre Tandeo , Manuel Lopez Radcenco et al.

Progress in Oceanography, 2017, 151, pp.275 - 292. ⟨10.1016/j.pocean.2016.12.008⟩

Article dans une revue hal-01511358v1
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Estimating model error covariances in nonlinear state-space models using Kalman smoothing and the expectation-maximisation algorithm

Denis Dreano , Pierre Tandeo , Manuel Pulido , Boujemaa Ait-El-Fquih , Thierry Chonavel et al.

Quarterly Journal of the Royal Meteorological Society, 2017, 143 (705), pp.1877 - 1885. ⟨10.1002/qj.3048⟩

Article dans une revue hal-01574682v1

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
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DADA: Data Assimilation for the Detection and Attribution of weather- and climate-related events

Alexis Hannart , Alberto Carrassi , Marc Bocquet , Michael Ghil , Philippe Naveau et al.

Climatic Change, 2016, 136 (2), pp.155-174. ⟨10.1007/s10584-016-1595-3⟩

Article dans une revue hal-01356197v1
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Validation and parameter sensitivity test for reconstructing swell field based on Ensemble Kalman filter

Xuan Wang , Pierre Tandeo , Ronan Fablet , Romain Husson , Lei Guan et al.

Sensors, 2016, 16 (12), pp.art.2000 - ⟨10.3390/s16122000⟩

Article dans une revue hal-01443972v1

Estimation of the functional form of subgrid-scale parameterizations using ensemble-based data assimilation: a simple model experiment

Manuel Pulido , Guillermo Scheffler , Juan Ruiz , Magdalena Lucini , Pierre Tandeo

Quarterly Journal of the Royal Meteorological Society, 2016, 142 (701), pp.2974 - 2984. ⟨10.1002/qj.2879⟩

Article dans une revue hal-01443992v1

Spatio-temporal decomposition of satellite-derived SST-SSH fields: links between surface data and ocean interior dynamics in the Agulhas region

Clement Le Goff , Ronan Fablet , Emmanuelle Autret , Pierre Tandeo , Bertrand Chapron

IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 2016, 9 (11), pp.5106 - 5112. ⟨10.1109/JSTARS.2016.2605040⟩

Article dans une revue hal-01443999v1

Screening for Neuropathic Pain, Anxiety and Other Associated Chronic Pain Conditions in Vulvodynia: A Pilot Study

Anne Clémence Tersiguel , Céline Bodéré , Martine Schollhammer , Edith Postec , Pierre Tandeo et al.

Acta Dermato-Venereologica, 2015, 95 (6), pp.749 - 751. ⟨10.2340/00015555-2053⟩

Article dans une revue hal-01308361v1
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Offline parameter estimation using EnKF and maximum likelihood error covariance estimates: Application to a subgrid-scale orography parameterization

Pierre Tandeo , Manuel Pulido , François Lott

Quarterly Journal of the Royal Meteorological Society, 2015, 141 (687), pp.383 - 395. ⟨10.1002/qj.2357⟩

Article dans une revue hal-01194557v1
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Segmentation of mesoscale ocean surface dynamics using satellite SST and SSH observations

Pierre Tandeo , Bertrand Chapron , Sileye Ba , Emmanuelle Autret , Ronan Fablet

IEEE Transactions on Geoscience and Remote Sensing, 2013, 52 (7), pp.4227 - 4235. ⟨10.1109/TGRS.2013.2280494⟩

Article dans une revue hal-00947965v1
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SST spatial anisotropic covariances from METOP-AVHRR data

Pierre Tandeo , Emmanuelle Autret , Bertrand Chapron , Ronan Fablet , René Garello

Remote Sensing of Environment, 2013, 141 (5), pp.144 - 148. ⟨10.1016/j.rse.2013.10.024⟩

Article dans une revue hal-00946860v1
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Combining analog method and ensemble data assimilation: application to the Lorenz-63 chaotic system

Pierre Tandeo , Pierre Ailliot , Juan Ruiz , Alexis Hannart , Bertrand Chapron et al.

Machine Learning and Data Mining Approaches to Climate Science: proceedings of the 4th International Workshop on Climate Informatics, Springer, pp.3-12, 2015, 978-3-319-17219-4. ⟨10.1007/978-3-319-17220-0_1⟩

Chapitre d'ouvrage hal-01202496v1

Discovering latent variables in incomplete dynamical systems

Pierre Tandeo

2025 - 65th ISI World Statistics Congress, Oct 2025, The Hague, Netherlands

Communication dans un congrès hal-05407663v1

Object-oriented mesoscale eddy prediction

Solène Dealbera , Pierre Tandeo , Carlos Granero-Belinchon , Stéphane Raynaud , Brahim Boussidi

EGU 2025 - General Assembly of the European Geosciences Union, Apr 2025, Vienna, Austria. ⟨10.5194/egusphere-egu25-4043⟩

Communication dans un congrès hal-05054174v1

Quantifying uncertainty in climate reanalyses

Pierre Tandeo , Jules Guillot , Pierre Ailliot , Rakesh Teja Konduru , Takemasa Miyoshi

RT-UQ 2025 - Workshop on Uncertainty Quantification for Climate Science, RT UQ; Institut des Mathématiques pour la Planète Terre; GdR Défis theoriques pour les sciences du climat., Nov 2025, Paris, France

Communication dans un congrès hal-05407644v1

Reconstructing historical salinity fields over the 20th century using a data-driven method and Argo data

Erwan Oulhen , Nicolas Kolodziejczyk , Pierre Tandeo , Bruno Blanke , Florian Sévellec

EGU 2025 - General Assembly of the European Geosciences Union, Apr 2025, Vienna, Austria. ⟨10.5194/egusphere-egu25-10637⟩

Communication dans un congrès hal-05054167v1

Equation discovery for climate impact: symbolic regression to emulate climate impact indicators for unseen scenarios

Erwan Le Roux , Pierre Tandeo , Carlos Granero-Belinchon , Melika Baklouti , Julien Le Sommer et al.

EGU 2025 - European Geosciences Union, Apr 2025, Vienna, Austria. ⟨10.5194/egusphere-egu25-3836⟩

Communication dans un congrès hal-05054197v1

Estimation of the time-varying probability density function from ensemble simulations and observations using Analogs

Benoît Presse , Sally Close , Pierre Tandeo , Guillaume Maze

EGU 2025 - General Assembly of the European Geosciences Union, Apr 2025, Vienna, Austria. ⟨10.5194/egusphere-egu25-6284⟩

Communication dans un congrès hal-05054163v1

RIKEN’s activities to integrate data assimilation and AI/ML

Takemasa Miyoshi , Shigenori Otsuka , Jianyu Liang , Michael Goodliff , Gwendal Saliou et al.

EGU 2025 - General Assembly of the European Geosciences Union, Apr 2025, Vienna, Austria. ⟨10.5194/egusphere-egu25-4099⟩

Communication dans un congrès hal-05054182v1

Arctic regional changes revealed by clustering of sea-ice observations

Amelie Simon , Pierre Tandeo , Florian Sévellec , Camille Lique

EGU 2025 - General Assembly of the European Geosciences Union, Apr 2025, Vienna, Austria. ⟨10.5194/egusphere-egu25-4117⟩

Communication dans un congrès hal-05054155v1

A multi-disciplinary approach to teaching climate change and data science

Sally Close , Pierre Tandeo , Guillaume Maze

EGU 2025 - General Assembly of the European Geosciences Union, Apr 2025, Vienna, Austria. ⟨10.5194/egusphere-egu25-12914⟩

Communication dans un congrès hal-05054149v1
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Data-driven identification and reconstruction of partially observed dynamical systems

Pierre Tandeo

ISDA 2024: 10th International Symposium on Data Assimilation, RIKEN, Oct 2024, Kobe, Japan

Communication dans un congrès hal-04764759v1
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Narrowing Uncertainties of Climate Projections using Data-driven Methods: the AMOC Case Study

Pierre Tandeo , Pierre Le Bras , Florian Sévellec , Pierre Ailliot , Juan Ruiz

NHM 2023: 6th International Workshop on Nonhydrostatic Models, Aug 2023, Sapporo, Japan. pp.1-13

Communication dans un congrès hal-04193133v1
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Caracterización topológica de la Circulación de retorno meridional del Atlántico

Caterina Mosto , Gisela Daniela Charó , Pierre Le Bras , Pierre Tandeo , Florian Sévellec et al.

108 Reunión Anual de Física 2023, https://rafa2023.fisica.org.ar/comite-organizador, Sep 2023, Bahía Blanca, Argentina

Communication dans un congrès hal-04274457v1

Data-driven reconstruction of partially observed dynamical systems

Pierre Tandeo

RIKEN 2023: 14th workshop on Data Assimilation, Aug 2023, Kobe, Japan

Communication dans un congrès hal-04193129v1
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Dynamical Properties of Weather Regime Transitions

Paul Platzer , Bertrand Chapron , Pierre Tandeo

STUOD 2021: Stochastic Transport in Upper Ocean Dynamics Annual Workshop, Sep 2021, London, United Kingdom. pp.223-236, ⟨10.1007/978-3-031-18988-3_14⟩

Communication dans un congrès hal-03906946v1

Estimating Dynamical Models using Machine Learning and Data Assimilation

Pierre Tandeo

IMT Atlantique & Kyoto University & RIKEN joint Data Assimilation workshop, Aug 2023, Kobe, Japan

Communication dans un congrès hal-04193130v1

Data-driven reconstruction of partially observed dynamical systems

Pierre Tandeo

ICIAM 2023 - 10th International Congress on Industrial and Applied Mathematics, Aug 2023, Tokyo, Japan

Communication dans un congrès hal-04193127v1
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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
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Segmentation of Rainfall Regimes by Machine Learning on a Colocalized Nexrad/Sentinel-1 Dataset

Aurélien Colin , Charles Peureux , Romain Husson , Ronan Fablet , Pierre Tandeo

IGARSS 2022 - 2022 IEEE International Geoscience and Remote Sensing Symposium, Jul 2022, Kuala Lumpur, Malaysia. pp.307-309, ⟨10.1109/IGARSS46834.2022.9884881⟩

Communication dans un congrès hal-03874778v1

Narrowing uncertainties in climate projections using data science tools

Pierre Tandeo , Pierre Ailliot , Christophe Bello , Bertrand Chapron , Trang Chau et al.

3rd joint RIKEN & IMT-Atlantique workshop on Statistical Modeling and Machine Learning in Meteorology and Oceanography, Apr 2021, Brest, France

Communication dans un congrès hal-03279029v1

Machine learning-based uncertainty quantification for data assimilation: a simple model experiment

Juan Ruiz , Maximiliano Sacco , Yicun Zhen , Pierre Tandeo , Manuel Pulido

European Geosciences Union, Apr 2021, Vienne, Austria. ⟨10.5194/egusphere-egu21-9254⟩

Communication dans un congrès hal-03279041v1

Identify the dynamics of climate models using data assimilation and analog predictions

Pierre Tandeo , P. Ailliot , Christophe Bello , B. Chapron , T. Chau et al.

DataLearning Working Group, May 2021, Londres, United Kingdom

Communication dans un congrès hal-03278987v1

Narrowing uncertainties of climate projections using data science tools?

Pierre Tandeo , P. Ailliot , C. Bello , B. Chapron , T. Chau et al.

AI4Climate, Mar 2021, Paris, France

Communication dans un congrès hal-03278989v1
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Selection of dynamical model using analog data assimilation

Juan Ruiz , Pierre Ailliot , Thi Tuyet Trang Chau , Valérie Monbet , Pierre Tandeo

Climate Informatics 2020, Sep 2020, Oxford, United Kingdom

Communication dans un congrès hal-02927329v1

An adaptive optimal interpolation based on analog forecasting: application to SSH in the Gulf of Mexico

Yicun Zhen , Pierre Tandeo , Stephanie Leroux , Sammy Metref , Thierry Penduff et al.

EGU General Assembly, May 2020, En ligne, Austria

Communication dans un congrès hal-03000989v1
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Weak supervision learning for semantic segmentation of metoceanic processes

Aurélien Colin , Nicolas Longépé , Ronan Fablet , Pierre Tandeo , Samir Saoudi

Climate Informatics 2020, Sep 2020, Oxford, United Kingdom

Communication dans un congrès hal-02927335v1

Selection of dynamic model using analog data assimilation

Pierre Ailliot , Thi Tuyet Trang Chau , Valérie Monbet , Philippe Naveau , Juan Ruiz et al.

Statistical Modeling and Machine Learning in Meteorology and Oceanography, Feb 2020, Brest, France

Communication dans un congrès hal-02921295v1
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Quantification of forecast uncertainty using neural networks

Maximiliano Sacco , Yicun Zhen , Pierre Tandeo , Juan Ruiz , Manuel Pulido

Climate Informatics 2020, Sep 2020, Oxford, United Kingdom

Communication dans un congrès hal-02942802v1
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CHARACTERISTICS OF MARINE ATMOSPHERIC BOUNDARY LAYER ROLL VORTICES FROM SENTINEL-1 SAR WAVE MODE

Chen Wang , Alexis Mouche , Ralph Foster , Douglas Vandemark , Justin Stopa et al.

IGARSS 2019 : International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. ⟨10.1109/IGARSS.2019.8900287⟩

Communication dans un congrès hal-02276981v1
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Coupling Oceanic Observation Systems to Study Mesoscale Ocean Dynamics

Gautier Cosne , Guillaume Maze , Pierre Tandeo

NeurIPS 2019 : 33rd Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada

Communication dans un congrès hal-02928416v1
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Predicting Analog Forecasting Errors using Dynamical Systems

Paul Platzer , Pascal Yiou , Pierre Tandeo , Philippe Naveau , Jean-François Filipot

CI 2019 : 9th International Workshop on Climate Informatics, Oct 2019, Paris, France

Communication dans un congrès hal-02276974v1

Model error in geophysical data assimilation - Some ideas

Alberto Carrassi , Pierre Tandeo

ISDA2019 : 7th International Symposium on Data Assimilation, Jan 2019, Kobe, Japan

Communication dans un congrès hal-02156742v1

High-resolution currents from the synergy between Infrared SST and altimetry

Cristina Gonzalez-Haro , Jordi Isern-Fontanet , Pierre Tandeo , Emmanuelle Autret

LPS 2019 : Living Planet Symposium, May 2019, Milan, Italy

Communication dans un congrès hal-02156729v1

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

Redouane Lguensat , Miao Sun , Ronan Fablet , Evan Mason , Pierre Tandeo et al.

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

Automated Geophysical Classification of Sentinel-1 Wave Mode SAR Images Through Deep-Learning

Chen Wang , Alexis Mouche , Pierre Tandeo , Justin Stopa , Bertrand Chapron et al.

IGARSS 2018 : IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valence, Spain. ⟨10.1109/IGARSS.2018.8518354⟩

Communication dans un congrès hal-01929536v1

Estimation of error covariance matrices in data assimilation

Pierre Tandeo , Pierre Ailliot , Marc Bocquet , Alberto Carrassi , Ibrahim Hoteit et al.

RIKEN International Workshop on Uncertainty Quantification (UQWS), Feb 2018, Kobe, Japan

Communication dans un congrès hal-01824227v1

Joint Estimation of Model and Observation Error Covariance Matrices in Data Assimilation: a Review

Pierre Tandeo

Colloque national d'assimilation de données, Sep 2018, Rennes, France

Communication dans un congrès hal-01885562v1

Analog assimilation for high-dimensional geophysical dynamics

Ronan Fablet , Redouane Lguensat , Phi Huynh Viet , Pierre Ailliot , Bertrand Chapron et al.

DSE 2017 : Workshop on Data Science and Environment, Jul 2017, Brest, France

Communication dans un congrès hal-01586349v1
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Analog nowcasting of solar irradiance from geostationary satellite images

Alex Ayet , Pierre Tandeo

Climate Informatics, Sep 2017, Boulder, United States

Communication dans un congrès hal-01799807v1

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

Combining 15 years of microwave SST and along-track SSH to estimate ocean surface currents

Pierre Tandeo , Aitor Atencia , Cristina Gonzalez Haro

CI 2016 : 6th International Workshop on Climate Informatics, Sep 2016, Boulder, États-Unis. pp.1 - 4, ⟨10.5065/D6K072N6⟩

Communication dans un congrès hal-01444302v1
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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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Non-negative decomposition of linear relationships: application to multi-source ocean remote sensing data

Manuel Lopez Radcenco , Abdeldjalil Aissa El Bey , Pierre Ailliot , Pierre Tandeo , Ronan Fablet

41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), Mar 2016, Shanghai, China. pp.4179-4183, ⟨10.1109/ICASSP.2016.7472464⟩

Communication dans un congrès hal-01298201v1

Ocean Heat Content Structure Revealed by Un-Supervised Classification of Hydrographic Profiles

Guillaume Maze , Herlé Mercier , Ronan Fablet , Philippe Lenca , Manuel Lopez Radcenco et al.

OSD 2016 : Ocean Sciences Meeting , Feb 2016, New Orleans, États-Unis

Communication dans un congrès hal-01345101v1

Ocean Surface Current Reconstruction: On the Transfer Function between Infrared SST and along-track altimeter observations

Cristina Gonzalez Haro , Emmanuelle Autret , Jordi Isern-Fontanet , Pierre Tandeo , René Garello

OCEANS 2016 - Monterey : MTS/IEEE international conference, Sep 2016, Monterey, United States. pp.1 - 5, ⟨10.1109/OCEANS.2016.7761383⟩

Communication dans un congrès hal-01444276v1
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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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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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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
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Ocean surface current retrieval using a non homogeneous Markov-switching multi-regime model

Pierre Tandeo , Ronan Fablet , Pierre Ailliot

ICIP 2014 : 21st IEEE International Conference on Image Processing, Oct 2014, Paris, France. pp.2968 - 2972, ⟨10.1109/ICIP.2014.7025600⟩

Communication dans un congrès hal-01188818v1
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The Analog Ensemble Kalman Filter and Smoother

Pierre Tandeo , Pierre Ailliot , Ronan Fablet , Juan Ruiz , François Rousseau et al.

CI 2014 : 4th International Workshop on Climate Informatics, Sep 2014, Boulder, United States

Communication dans un congrès hal-01188825v1

A synergy study between SST, Chl-a and altimeters to improve surface geostrophic currents

Pierre Tandeo , Martin Saraceno , Ronan Fablet , Juan Ruiz

COSPAR 2014 : the 40th COmmittee on SPAce Research scientific assembly, Aug 2014, Moscou, Russia

Communication dans un congrès hal-01172737v1
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Hidden surface dynamical modes and SSH retrievals from a joint analysis of altimetry and microwave SST

Pierre Tandeo , Ronan Fablet , Pierre Ailliot

IGARSS 20104 : IEEE International Geoscience and Remote Sensing Symposium, Jul 2014, Quebec, Canada. pp.5123 - 5125, ⟨10.1109/IGARSS.2014.6947650⟩

Communication dans un congrès hal-01188830v1
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Interpolated swell fields from SAR measurements

Pierre Tandeo , René Garello , Ronan Fablet , Romain Husson , Fabrice Collard et al.

OCEANS 2013 : proceedings of the MTS/IEEE San Diego Conference, Sep 2013, San Diego, United States. pp.1-4

Communication dans un congrès hal-00958440v1
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Spatio-temporal segmentation and estimation of ocean surface currents from satellite sea surface temperature fields

Pierre Tandeo , Sileye Ba , Ronan Fablet , Bertrand Chapron , Emmanuelle Autret

ICIP 2013 : 20 th IEEE International Conference on Image Processing, Sep 2013, Melbourne, Australia. pp.2344 - 2348, ⟨10.1109/CIP.2013.6738483⟩

Communication dans un congrès hal-00946865v1
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Spatio-temporal segmentation of mesoscale ocean surface dynamics using satellite data

Pierre Tandeo , Ronan Fablet , René Garello

OCEANS 2013 : proceedings of the MTS/IEEE Bergen, Jun 2013, Bergen, Norway. pp.1 - 5, ⟨10.1109/OCEANS-Bergen.2013.6608171⟩

Communication dans un congrès hal-00947670v1
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Neural SPDE solver for uncertainty quantification in high-dimensional ocean dynamics

Maxime Beauchamp , Pierre Tandeo , Nicolas Desassis , Ronan Fablet

2024 - 55th International Liege Colloquium on Ocean Dynamics, May 2024, Liège (B), Belgium. pp.1-1, 2024

Poster de conférence hal-04675414v1

Decreasing the rain-induced wind speed overestimation on SAR observations.

Aurélien Colin , Ronan Fablet , Pierre Tandeo , Charles Peureux , Romain Husson

CI'2022: 11th International Conference on Climate Informatics, May 2022, Asheville (North carolina), United States

Poster de conférence hal-04231182v1
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Toward an integrated NWP-DA-AI system for 30-second-update precipitation prediction

Shigenori Otsuka , Yasumitsu Maejima , Pierre Tandeo , Takemasa Miyoshi

ECMWF-ESA Workshop on Machine Learning for Earth System Observation and Prediction, Oct 2020, Virtual Conference, United Kingdom

Poster de conférence hal-02967547v1
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On the detection and segmentation of metocean features on SAR images using Deep Learning: perspectives for SWOT

Nicolas Longépé , Romain Husson , Chen Wang , Alexis Mouche , Pierre Tandeo

SWOT Science Team Meeting, Jun 2019, Talence, France

Poster de conférence hal-02156712v1
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Analog forecasting (AnDA) and large-ensemble ocean simulations to improve satellite-derived gridded products

Yicun Zhen , Pierre Tandeo , Stéphanie Leroux , Julien Le Sommer , Pierre Ailliot et al.

OceanPredict '19 - GODAE OceanView Symposium, May 2019, Halifax, Canada. pp.1

Poster de conférence hal-02156704v1
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3DA: Data-Driven Data Assimilation Applications to the Lorenz system and simulated sea surface heights

Yicun Zhen , Pierre Tandeo , Stéphanie Leroux , Julien Le Sommer , Sammy Metref et al.

EGU 2019 : European Geosciences Union, Apr 2019, Vienna, Austria. pp.1

Poster de conférence hal-02108347v1

Using archived datasets for missing data interpolation in ocean remote sensing observation series

Redouane Lguensat , Pierre Tandeo , Pierre Ailliot , Ronan Fablet , Bertrand Chapron

OCEANS 2016 - Shangai : MTS/IEEE international conference, Apr 2016, Shanghai, China. IEEE/MTS, pp.1 - 6, ⟨10.1109/OCEANSAP.2016.7485433⟩

Poster de conférence hal-01355266v1
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Non-negative Decomposition of Sea Surface Dynamics from Multi-source Ocean Remote Sensing Data

Manuel Lopez Radcenco , Abdeldjalil Aissa El Bey , Pierre Ailliot , Pierre Tandeo , Ronan Fablet

ACO 2016 : A connected ocean: new approaches, new technologies, new challenges for knowledge of ocean processes, Oct 2016, Brest, France. 52, 2016

Poster de conférence hal-01611018v1
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Distance Learning for Analog Methods

Paul Platzer , Arthur Avenas , Bertrand Chapron , Lucas Drumetz , Alexis Mouche et al.

2024

Pré-publication, Document de travail hal-04841334v1
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Selecting and weighting dynamical models using data-driven approaches

Pierre Le Bras , Florian Sévellec , Pierre Tandeo , Juan Ruiz , Pierre Ailliot

2024

Pré-publication, Document de travail hal-04466879v1
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Neural variational Data Assimilation with Uncertainty Quantification using SPDE priors

Maxime Beauchamp , Ronan Fablet , Simon Benaichouche , Pierre Tandeo , Nicolas Desassis et al.

2024

Pré-publication, Document de travail hal-04675468v1
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Online machine-learning forecast uncertainty estimation for sequential data assimilation

Maximiliano Sacco , Manuel Pulido , Juan Ruiz , Pierre Tandeo

2023

Pré-publication, Document de travail hal-04195361v1
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Gaussian Mixture Models for the Optimal Sparse Sampling of Offshore Wind Resource

Robin Marcille , Maxime Thiébaut , Jean-François Filipot , Pierre Tandeo

2022

Pré-publication, Document de travail hal-03685543v1
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Monitoring the Greater Agulhas Current with AIS Data Information

Le Goff Clément , Boussidi Brahim , Mironov Alexei , Guichoux Yann , Zhen Yicun et al.

2021

Pré-publication, Document de travail hal-03178056v1
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Joint Estimation of Model and Observation Error Covariance Matrices in Data Assimilation: a Review

Pierre Tandeo , Pierre Ailliot , Marc Bocquet , Alberto Carrassi , Takemasa Miyoshi et al.

2018

Pré-publication, Document de travail hal-01867958v1
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An efficient particle-based method for maximum likelihood estimation in nonlinear state-space models

Thi Tuyet Trang Chau , Pierre Ailliot , Valérie Monbet , Pierre Tandeo

2018

Pré-publication, Document de travail hal-01708631v3