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Markov-switching autoregressive models for wind time series

 Pierre Ailliot , Valérie Monbet
Environmental Modelling and Software, 2012, 30, pp.92 - 101. ⟨10.1016/j.envsoft.2011.10.011⟩
Article dans une revue hal-01083071v1
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Sparse vector Markov switching autoregressive models. Application to multivariate time series of temperature

 Valérie Monbet , Pierre Ailliot
Computational Statistics and Data Analysis, 2017, 108, pp.40-51. ⟨10.1016/j.csda.2016.10.023⟩
Article dans une revue hal-01250058v2
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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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Gaussian linear state-space model for wind fields in the North-East Atlantic

 Julie Bessac , Pierre Ailliot , Valérie Monbet
Environmetrics, 2015, 26 (1), pp.29--38. ⟨10.1002/env.2299⟩
Article dans une revue hal-01100142v1
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Could old tide gauges help estimate past atmospheric variability?

 Paul Platzer , Pierre Tandeo , Pierre Ailliot , Bertrand Chapron
2024
Pré-publication, Document de travail hal-04466871v1

Dynamical partitioning of directional ocean wave spectra.

 Pierre Ailliot , Valérie Monbet , Christophe Maisondieu
Probabilistic Engineering Mechanics, 2013, 33, pp.95-102. ⟨10.1016/j.probengmech.2013.03.002⟩
Article dans une revue hal-01083070v1
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Modeling the Coastal Ocean over a Time Period of Several Weeks

 Pierre Ailliot , Emmanuel Frenod , Valérie Monbet
Journal of Differential Equations, 2010, 246 (4), pp.639 - 659. ⟨10.1016/j.jde.2009.11.004⟩
Article dans une revue hal-00202638v1
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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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Em algorithm for generalized ridge regression with spatial covariates

 Valérie Monbet , Said Obakrim , Nicolas Raillard , Pierre Ailliot
2022
Pré-publication, Document de travail hal-03825411v1
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An algorithm for non-parametric estimation in state–space models

 Thi Tuyet Trang Chau , Pierre Ailliot , Valérie Monbet
Computational Statistics and Data Analysis, 2021, 153, pp.107062. ⟨10.1016/j.csda.2020.107062⟩
Article dans une revue hal-02975833v1

Statistical modeling of the space-time relation between wind and significant wave height

 Said Obakrim , Pierre Ailliot , Valérie Monbet , Nicolas Raillard
2022
Pré-publication, Document de travail hal-03825413v1
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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

Time-change models for asymmetric processes

 Pierre Ailliot , Bernard Delyon , Valérie Monbet , Marc Prevosto
Scandinavian Journal of Statistics, 2019, 46 (4), pp.1072-1097. ⟨10.1111/sjos.12382⟩
Article dans une revue hal-02065502v1
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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
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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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LEARNING THE SPATIO-TEMPORAL RELATIONSHIP BETWEEN WIND AND SIGNIFICANT WAVE HEIGHT USING DEEP LEARNING

 Valérie Monbet , Said Obakrim , Pierre Ailliot , Nicolas Raillard
2022
Pré-publication, Document de travail hal-03825412v1
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Non-homogeneous hidden Markov-switching models for wind time series

 Pierre Ailliot , Julie Bessac , Valérie Monbet , Françoise Pene
Journal of Statistical Planning and Inference, 2015, 160, pp.75-88. ⟨10.1016/j.jspi.2014.12.005⟩
Article dans une revue hal-00974716v2
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Comparison of hidden and observed regime-switching autoregressive models for (u,v)-components of wind fields in the Northeast Atlantic

 Julie Bessac , Pierre Ailliot , Julien Cattiaux , Valérie Monbet
Advances in Statistical Climatology, Meteorology and Oceanography, 2016, 2 (1), pp.1-16. ⟨10.5194/ascmo-2-1-2016⟩
Article dans une revue hal-01250353v1
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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
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Stochastic weather generator for the design and reliability evaluation of desalination systems with Renewable Energy Sources

 Pierre Ailliot , Marie Boutigny , Eftichis Koutroulis , Athanasios Malisovas , Valérie Monbet
Renewable Energy, 2020, 158, pp.541-553. ⟨10.1016/j.renene.2020.05.076⟩
Article dans une revue hal-02425916v1
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Deep learning for statistical downscaling of sea states

 Marceau Michel , Said Obakrim , Nicolas Raillard , Pierre Ailliot , Valérie Monbet
Advances in Statistical Climatology, Meteorology and Oceanography, 2022, 8, pp.83 - 95. ⟨10.5194/ascmo-8-83-2022⟩
Article dans une revue hal-03825410v1
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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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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
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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
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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

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

Site selection and system sizing of desalination plants powered with renewable energy sources based on a web-GIS platform

 Eftichios Koutroulis , George Petrakis , Vicky Agou , Athanassios Malisovas , Dionissios Hristopulos , et al.
International Journal of Energy Sector Management, 2022, 16 (3), pp.469-492. ⟨10.1108/IJESM-04-2021-0018⟩
Article dans une revue hal-03378232v1
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