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Pierre Tandeo, Associate Professor at IMT Atlantique


https://tandeo.wordpress.com/

https://www.researchgate.net/

https://github.com/ptandeo


Journal articles21 documents

  • Cristina Gonzalez Haro, Jordi Isern-Fontanet, Pierre Tandeo, René Garello. Ocean surface currents reconstruction: Spectral characterization of the transfer function between SST and SSH. Journal of Geophysical Research. Oceans, Wiley-Blackwell, 2020, ⟨10.1029/2019JC015958⟩. ⟨hal-02940449⟩
  • Tadeo Javier Cocucci, Manuel Pulido, Magdalena Lucini, Pierre Tandeo. Model error covariance estimation in particle and ensemble Kalman filters using an online expectation‐maximization algorithm. Quarterly Journal of the Royal Meteorological Society, Wiley, In press, ⟨10.1002/qj.3931⟩. ⟨hal-02964198⟩
  • Paul Platzer, Jean François Filipot, Philippe Naveau, Pierre Tandeo, Pascal Yiou. Wave group focusing in the ocean: estimations using crest velocities and a Gaussian linear model. Natural Hazards, Springer Verlag, In press, ⟨10.1007/s11069-020-04279-z⟩. ⟨hal-02927235⟩
  • Yicun Zhen, Pierre Tandeo, Stéphanie Leroux, Sammy Metref, Thierry Penduff, et al.. An adaptive optimal interpolation based on analog forecasting: application to SSH in the Gulf of Mexico. Journal of Atmospheric and Oceanic Technology, American Meteorological Society, In press, ⟨10.1175/JTECH-D-20-0001.1⟩. ⟨hal-02920568⟩
  • Pierre Tandeo, Pierre Ailliot, Marc Bocquet, Alberto Carrassi, Takemasa Miyoshi, et al.. A Review of Innovation-Based Methods to Jointly Estimate Model and Observation Error Covariance Matrices in Ensemble Data Assimilation. Monthly Weather Review, American Meteorological Society, In press, ⟨10.1175/MWR-D-19-0240.1⟩. ⟨hal-02922301⟩
  • Chen Wang, Alexis Mouche, Pierre Tandeo, Justin Stopa, Nicolas Longepe, et al.. A labelled ocean SAR imagery dataset of ten geophysical phenomena from Sentinel‐1 wave mode. Geoscience Data Journal, Wiley, In press, ⟨10.1002/gdj3.73⟩. ⟨hal-02275886⟩
  • Chen Wang, Pierre Tandeo, Alexis Mouche, Justin Stopa, Victor Gressani, et al.. Classification of the global Sentinel-1 SAR vignettes for ocean surface process studies. Remote Sensing of Environment, Elsevier, In press, ⟨10.1016/j.rse.2019.111457⟩. ⟨hal-02363568⟩
  • Alex Ayet, Pierre Tandeo. Nowcasting solar irradiance using an analog method and geostationary satellite images. Solar Energy, Elsevier, 2018, 164, pp.301 - 315. ⟨10.1016/j.solener.2018.02.068⟩. ⟨hal-01759081⟩
  • Manuel Pulido, Pierre Tandeo, Marc Bocquet, Alberto Carrassi, Magdalena Lucini. Stochastic parameterization identification using ensemble Kalman filtering combined with maximum likelihood methods. Tellus A: Dynamic Meteorology and Oceanography,, 2018, 70 (1), pp.1 - 17. ⟨10.1080/16000870.2018.1442099⟩. ⟨hal-01773980⟩
  • Stéphane Saux-Picart, Pierre Tandeo, Emmanuelle Autret, Blandine Gausset. Exploring Machine Learning to Correct Satellite-Derived Sea Surface Temperatures. Remote Sensing, MDPI, 2018, 10 (2), pp.224 -. ⟨10.3390/rs10020224⟩. ⟨hal-01759072⟩
  • Guillaume Maze, Herlé Mercier, Ronan Fablet, Pierre Tandeo, Manuel Lopez Radcenco, et al.. Coherent heat patterns revealed by unsupervised classification of Argo temperature profiles in the North Atlantic Ocean. Progress in Oceanography, Elsevier, 2017, 151, pp.275 - 292. ⟨10.1016/j.pocean.2016.12.008⟩. ⟨hal-01511358⟩
  • Redouane Lguensat, Pierre Tandeo, Pierre Ailliot, Manuel Pulido, Ronan Fablet. The Analog Data Assimilation. Monthly Weather Review, American Meteorological Society, 2017, 145 (10), pp.4093 - 4107. ⟨10.1175/MWR-D-16-0441.1⟩. ⟨hal-01609141⟩
  • Denis Dreano, Pierre Tandeo, Manuel Pulido, Boujemaa Ait-El-Fquih, Thierry Chonavel, et al.. Estimating model error covariances in nonlinear state-space models using Kalman smoothing and the expectation-maximisation algorithm. Quarterly Journal of the Royal Meteorological Society, Wiley, 2017, 143 (705), pp.1877 - 1885 ⟨10.1002/qj.3048⟩. ⟨hal-01574682⟩
  • Manuel Pulido, Guillermo Scheffler, Juan Ruiz, Magdalena Lucini, Pierre Tandeo. Estimation of the functional form of subgrid-scale parameterizations using ensemble-based data assimilation: a simple model experiment. Quarterly Journal of the Royal Meteorological Society, Wiley, 2016, 142 (701), pp.2974 - 2984. ⟨10.1002/qj.2879⟩. ⟨hal-01443992⟩
  • Clement Le Goff, Ronan Fablet, Emmanuelle Autret, Pierre Tandeo, Bertrand Chapron. Spatio-temporal decomposition of satellite-derived SST-SSH fields: links between surface data and ocean interior dynamics in the Agulhas region. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, IEEE, 2016, 9 (11), pp.5106 - 5112. ⟨10.1109/JSTARS.2016.2605040⟩. ⟨hal-01443999⟩
  • Alexis Hannart, Alberto Carrassi, Marc Bocquet, Michael Ghil, Philippe Naveau, et al.. DADA: Data Assimilation for the Detection and Attribution of weather- and climate-related events. Climatic Change, Springer Verlag, 2016, 136 (2), pp.155-174. ⟨10.1007/s10584-016-1595-3⟩. ⟨hal-01356197⟩
  • Xuan Wang, Pierre Tandeo, Ronan Fablet, Romain Husson, Lei Guan, et al.. Validation and parameter sensitivity test for reconstructing swell field based on Ensemble Kalman filter. Sensors, MDPI, 2016, 16 (12), pp.art.2000 - ⟨10.3390/s16122000⟩. ⟨hal-01443972⟩
  • Pierre Tandeo, Manuel Pulido, François Lott. Offline parameter estimation using EnKF and maximum likelihood error covariance estimates: Application to a subgrid-scale orography parameterization. Quarterly Journal of the Royal Meteorological Society, Wiley, 2015, 141 (687), pp.383 - 395. ⟨10.1002/qj.2357⟩. ⟨hal-01194557⟩
  • Anne Clémence Tersiguel, Céline Bodéré, Martine Schollhammer, Edith Postec, Pierre Tandeo, et al.. Screening for Neuropathic Pain, Anxiety and Other Associated Chronic Pain Conditions in Vulvodynia: A Pilot Study. Acta Dermato-Venereologica, Society for Publication of Acta Dermato-Venereologica, 2015, 95 (6), pp.749 - 751. ⟨10.2340/00015555-2053⟩. ⟨hal-01308361⟩
  • Pierre Tandeo, Bertrand Chapron, Sileye Ba, Emmanuelle Autret, Ronan Fablet. Segmentation of mesoscale ocean surface dynamics using satellite SST and SSH observations. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2013, 52 (7), pp.4227 - 4235. ⟨10.1109/TGRS.2013.2280494⟩. ⟨hal-00947965⟩
  • Pierre Tandeo, Emmanuelle Autret, Bertrand Chapron, Ronan Fablet, René Garello. SST spatial anisotropic covariances from METOP-AVHRR data. Remote Sensing of Environment, Elsevier, 2013, 141 (5), pp.144 - 148. ⟨10.1016/j.rse.2013.10.024⟩. ⟨hal-00946860⟩

Book sections1 document

  • Pierre Tandeo, Pierre Ailliot, Juan Ruiz, Alexis Hannart, Bertrand Chapron, et al.. Combining analog method and ensemble data assimilation: application to the Lorenz-63 chaotic system. 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⟩. ⟨hal-01202496⟩

Theses1 document

  • Pierre Tandeo. MODÉLISATION SPATIO-TEMPORELLE D'UNE VARIABLE QUANTITATIVE À PARTIR DE DONNÉES MULTI-SOURCES APPLICATION À LA TEMPÉRATURE DE SURFACE DES OCÉANS. Mathématiques [math]. Agrocampus - Ecole nationale supérieure d'agronomie de rennes, 2010. Français. ⟨tel-00582679⟩

Conference papers31 documents

  • Aurélien Colin, Nicolas Longépé, Ronan Fablet, Pierre Tandeo, Samir Saoudi. Weak supervision learning for semantic segmentation of metoceanic processes. Climate Informatics 2020, Sep 2020, Oxford, United Kingdom. ⟨hal-02927335⟩
  • Maximiliano Sacco, Yicun Zhen, Pierre Tandeo, Juan Ruiz, Manuel Pulido. QUANTIFICATION OF FORECAST UNCERTAINTY USING NEURAL NETWORKS QUANTIFICATION OF FORECAST UNCERTAINTY USING NEURAL NETWORKS. Climate Informatics 2020, Sep 2020, Oxford, United Kingdom. ⟨hal-02942802⟩
  • Pierre Ailliot, Thi Tuyet Trang Chau, Valérie Monbet, Philippe Naveau, Juan Ruiz, et al.. Selection of dynamic model using analog data assimilation. Statistical Modeling and Machine Learning in Meteorology and Oceanography, Feb 2020, Brest, France. ⟨hal-02921295⟩
  • Juan Ruiz, Pierre Ailliot, Thi Tuyet Trang Chau, Valérie Monbet, Pierre Tandeo. Selection of dynamical model using analog data assimilation. Climate Informatics 2020, Sep 2020, Oxford, United Kingdom. ⟨hal-02927329⟩
  • Paul Platzer, Pascal Yiou, Pierre Tandeo, Philippe Naveau, Jean-François Filipot. Predicting Analog Forecasting Errors using Dynamical Systems. CI 2019 : 9th International Workshop on Climate Informatics, Oct 2019, Paris, France. ⟨hal-02276974⟩
  • Chen Wang, Alexis Mouche, Ralph Foster, Douglas Vandemark, Justin Stopa, et al.. CHARACTERISTICS OF MARINE ATMOSPHERIC BOUNDARY LAYER ROLL VORTICES FROM SENTINEL-1 SAR WAVE MODE. IGARSS 2019 : International Geoscience and Remote Sensing Symposium, Jul 2019, Yokohama, Japan. ⟨10.1109/IGARSS.2019.8900287⟩. ⟨hal-02276981⟩
  • Cristina Gonzalez-Haro, Jordi Isern-Fontanet, Pierre Tandeo, Emmanuelle Autret. High-resolution currents from the synergy between Infrared SST and altimetry. LPS 2019 : Living Planet Symposium, May 2019, Milan, Italy. ⟨hal-02156729⟩
  • Alberto Carrassi, Pierre Tandeo. Model error in geophysical data assimilation - Some ideas. ISDA2019 : 7th International Symposium on Data Assimilation, Jan 2019, Kobe, Japan. ⟨hal-02156742⟩
  • Gautier Cosne, Guillaume Maze, Pierre Tandeo. Coupling Oceanic Observation Systems to Study Mesoscale Ocean Dynamics. NeurIPS 2019 : 33rd Conference on Neural Information Processing Systems, Dec 2019, Vancouver, Canada. ⟨hal-02928416⟩
  • Pierre Tandeo, Pierre Ailliot, Marc Bocquet, Alberto Carrassi, Ibrahim Hoteit, et al.. Estimation of error covariance matrices in data assimilation. RIKEN International Workshop on Uncertainty Quantification (UQWS), Feb 2018, Kobe, Japan. ⟨hal-01824227⟩
  • Pierre Tandeo. Joint Estimation of Model and Observation Error Covariance Matrices in Data Assimilation: a Review. Colloque national d'assimilation de données, Sep 2018, Rennes, France. ⟨hal-01885562⟩
  • Redouane Lguensat, Miao Sun, Ronan Fablet, Evan Mason, Pierre Tandeo, et al.. EddyNet: A Deep Neural Network For Pixel-Wise Classification of Oceanic Eddies. International Geoscience and Remote Sensing Symposium (IGARSS 2018), Jul 2018, Valence, Spain. pp.1764-1767, ⟨10.1109/IGARSS.2018.8518411⟩. ⟨hal-01929509⟩
  • Chen Wang, Alexis Mouche, Pierre Tandeo, Justin Stopa, Bertrand Chapron, et al.. Automated Geophysical Classification of Sentinel-1 Wave Mode SAR Images Through Deep-Learning. IGARSS 2018 : IEEE International Geoscience and Remote Sensing Symposium, Jul 2018, Valence, Spain. ⟨10.1109/IGARSS.2018.8518354⟩. ⟨hal-01929536⟩
  • Ronan Fablet, Redouane Lguensat, Phi Huynh Viet, Pierre Ailliot, Bertrand Chapron, et al.. Analog assimilation for high-dimensional geophysical dynamics. DSE 2017 : Workshop on Data Science and Environment, Jul 2017, Brest, France. ⟨hal-01586349⟩
  • Redouane Lguensat, Pierre Tandeo, Pierre Ailliot, Manuel Pulido, Ronan Fablet. Toward data-driven methods in geophysics: the Analog Data Assimilation. EGU 2017 : 19th EGU General Assembly, Apr 2017, Vienne, Austria. ⟨hal-01609890⟩
  • Alex Ayet, Pierre Tandeo. Analog nowcasting of solar irradiance from geostationary satellite images. Climate Informatics, Sep 2017, Boulder, United States. ⟨hal-01799807⟩
  • Guillaume Maze, Herlé Mercier, Ronan Fablet, Philippe Lenca, Manuel Lopez Radcenco, et al.. Ocean Heat Content Structure Revealed by Un-Supervised Classification of Hydrographic Profiles. OSD 2016 : Ocean Sciences Meeting , Feb 2016, New Orleans, États-Unis. ⟨hal-01345101⟩
  • Pierre Tandeo, Aitor Atencia, Cristina Gonzalez Haro. Combining 15 years of microwave SST and along-track SSH to estimate ocean surface currents. CI 2016 : 6th International Workshop on Climate Informatics, Sep 2016, Boulder, États-Unis. pp.1 - 4, ⟨10.5065/D6K072N6⟩. ⟨hal-01444302⟩
  • Redouane Lguensat, Ronan Fablet, Pierre Ailliot, Pierre Tandeo. An Exemplar-based Hidden Markov Model framework for nonlinear state-space models. EUSIPCO 2016 : European Signal Processing Conference, Aug 2016, Budapest, Hungary. pp.1 - 5, ⟨10.1109/EUSIPCO.2016.7760667⟩. ⟨hal-01444213⟩
  • Cristina Gonzalez Haro, Emmanuelle Autret, Jordi Isern-Fontanet, Pierre Tandeo, René Garello. Ocean Surface Current Reconstruction: On the Transfer Function between Infrared SST and along-track altimeter observations. OCEANS 2016 - Monterey : MTS/IEEE international conference, Sep 2016, Monterey, United States. pp.1 - 5, ⟨10.1109/OCEANS.2016.7761383⟩. ⟨hal-01444276⟩
  • Manuel Lopez Radcenco, Abdeldjalil Aissa El Bey, Pierre Ailliot, Pierre Tandeo, Ronan Fablet. Non-negative decomposition of linear relationships: application to multi-source ocean remote sensing data. 41st IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP 2016), Mar 2016, Shanghai, China. pp.4179-4183, ⟨10.1109/ICASSP.2016.7472464⟩. ⟨hal-01298201⟩
  • Redouane Lguensat, Pierre Tandeo, Ronan Fablet, Pierre Ailliot. Non-parametric Ensemble Kalman methods for the inpainting of noisy dynamic textures. ICIP 2015 : IEEE International Conference on Image Processing, Sep 2015, Québec City, Canada. pp.2488-2492, ⟨10.1109/ICIP.2015.7351615⟩. ⟨hal-01271173⟩
  • Pierre Tandeo, Pierre Ailliot, Bertrand Chapron, Redouane Lguensat, Ronan Fablet. The analog data assimilation: application to 20 years of altimetric data. CI 2015 : 5th International Workshop on Climate Informatics, Sep 2015, Boulder, United States. pp.1 - 2, ⟨10.13140/RG.2.1.4030.5681⟩. ⟨hal-01356222⟩
  • Redouane Lguensat, Pierre Tandeo, Ronan Fablet, René Garello. Spatio-temporal interpolation of Sea Surface Temperature using high resolution remote sensing data. OCEANS 2014 - St John's : MTS/IEEE international conference, Sep 2014, St. John'S, Canada. pp.1 - 4, ⟨10.1109/OCEANS.2014.7002988⟩. ⟨hal-01188863⟩
  • Pierre Tandeo, Ronan Fablet, Pierre Ailliot. Ocean surface current retrieval using a non homogeneous Markov-switching multi-regime model. ICIP 2014 : 21st IEEE International Conference on Image Processing, Oct 2014, Paris, France. pp.2968 - 2972, ⟨10.1109/ICIP.2014.7025600⟩. ⟨hal-01188818⟩
  • Pierre Tandeo, Martin Saraceno, Ronan Fablet, Juan Ruiz. A synergy study between SST, Chl-a and altimeters to improve surface geostrophic currents. COSPAR 2014 : the 40th COmmittee on SPAce Research scientific assembly, Aug 2014, Moscou, Russia. ⟨hal-01172737⟩
  • Pierre Tandeo, Ronan Fablet, Pierre Ailliot. Hidden surface dynamical modes and SSH retrievals from a joint analysis of altimetry and microwave SST. IGARSS 20104 : IEEE International Geoscience and Remote Sensing Symposium, Jul 2014, Quebec, Canada. pp.5123 - 5125, ⟨10.1109/IGARSS.2014.6947650⟩. ⟨hal-01188830⟩
  • Pierre Tandeo, Pierre Ailliot, Ronan Fablet, Juan Ruiz, François Rousseau, et al.. The Analog Ensemble Kalman Filter and Smoother. CI 2014 : 4th International Workshop on Climate Informatics, Sep 2014, Boulder, United States. ⟨hal-01188825⟩
  • Pierre Tandeo, René Garello, Ronan Fablet, Romain Husson, Fabrice Collard, et al.. Interpolated swell fields from SAR measurements. OCEANS 2013 : proceedings of the MTS/IEEE San Diego Conference, Sep 2013, San Diego, United States. pp.1-4. ⟨hal-00958440⟩
  • Pierre Tandeo, Ronan Fablet, René Garello. Spatio-temporal segmentation of mesoscale ocean surface dynamics using satellite data. OCEANS 2013 : proceedings of the MTS/IEEE Bergen, Jun 2013, Bergen, Norway. pp.1 - 5, ⟨10.1109/OCEANS-Bergen.2013.6608171⟩. ⟨hal-00947670⟩
  • Pierre Tandeo, Sileye Ba, Ronan Fablet, Bertrand Chapron, Emmanuelle Autret. Spatio-temporal segmentation and estimation of ocean surface currents from satellite sea surface temperature fields. ICIP 2013 : 20 th IEEE International Conference on Image Processing, Sep 2013, Melbourne, Australia. pp.2344 - 2348, ⟨10.1109/CIP.2013.6738483⟩. ⟨hal-00946865⟩

Poster communications6 documents

  • Shigenori Otsuka, Yasumitsu Maejima, Pierre Tandeo, Takemasa Miyoshi. Toward an integrated NWP-DA-AI system for 30-second-update precipitation prediction. ECMWF-ESA Workshop on Machine Learning for Earth System Observation and Prediction, Oct 2020, Virtual Conference, United Kingdom. ⟨hal-02967547⟩
  • Nicolas Longépé, Romain Husson, Chen Wang, Alexis Mouche, Pierre Tandeo. On the detection and segmentation of metocean features on SAR images using Deep Learning: perspectives for SWOT. SWOT Science Team Meeting, Jun 2019, Talence, France. ⟨hal-02156712⟩
  • Yicun Zhen, Pierre Tandeo, Stéphanie Leroux, Julien Le Sommer, Sammy Metref, et al.. 3DA: Data-Driven Data Assimilation Applications to the Lorenz system and simulated sea surface heights. EGU 2019 : European Geosciences Union, Apr 2019, Vienna, Austria. pp.1. ⟨hal-02108347⟩
  • Yicun Zhen, Pierre Tandeo, Stéphanie Leroux, Julien Le Sommer, Pierre Ailliot, et al.. Analog forecasting (AnDA) and large-ensemble ocean simulations to improve satellite-derived gridded products. OceanPredict '19 - GODAE OceanView Symposium, May 2019, Halifax, Canada. pp.1. ⟨hal-02156704⟩
  • Manuel Lopez Radcenco, Abdeldjalil Aissa El Bey, Pierre Ailliot, Pierre Tandeo, Ronan Fablet. Non-negative Decomposition of Sea Surface Dynamics from Multi-source Ocean Remote Sensing Data. ACO 2016 : A connected ocean: new approaches, new technologies, new challenges for knowledge of ocean processes, Oct 2016, Brest, France. 52, 2016. ⟨hal-01611018⟩
  • Redouane Lguensat, Pierre Tandeo, Pierre Ailliot, Ronan Fablet, Bertrand Chapron. Using archived datasets for missing data interpolation in ocean remote sensing observation series. OCEANS 2016 - Shangai : MTS/IEEE international conference, Apr 2016, Shanghai, China. IEEE/MTS, pp.1 - 6, ⟨10.1109/OCEANSAP.2016.7485433⟩. ⟨hal-01355266⟩

Preprints, Working Papers, ...4 documents

  • Tadeo Javier Cocucci, Manuel Pulido, Magdalena Lucini, Pierre Tandeo. Model error covariance estimation in particle and ensemble Kalman filters using an online expectation-maximization algorithm. 2020. ⟨hal-02499328⟩
  • Paul Platzer, Pascal Yiou, Philippe Naveau, Pierre Tandeo, Yicun Zhen, et al.. Using local dynamics to explain analog forecasting of chaotic systems. 2020. ⟨hal-02902685⟩
  • Pierre Tandeo, Pierre Ailliot, Marc Bocquet, Alberto Carrassi, Takemasa Miyoshi, et al.. Joint Estimation of Model and Observation Error Covariance Matrices in Data Assimilation: a Review. 2018. ⟨hal-01867958⟩
  • Thi Tuyet Trang Chau, Pierre Ailliot, Valérie Monbet, Pierre Tandeo. An efficient particle-based method for maximum likelihood estimation in nonlinear state-space models. 2018. ⟨hal-01708631v3⟩