Julie Carreau

Publications

Article dans une revue (32)

A spatially adaptive multi-resolution generative algorithm: Application to simulating flood wave propagation Julie Carreau,Philippe Naveau Weather and Climate Extremes, 2023, 41, pp.100580. ⟨10.1016/j.wace.2023.100580⟩ Article dans une revue hal-04157565v1
Pluies et inondations en milieu urbain Julie Carreau,Carole Delenne,Vincent Guinot,Gwladys Toulemonde Interstices, 2022 Article dans une revue hal-03750399v1
Regional sub-daily stochastic weather generator based on reanalyses for surface water stress estimation in central Tunisia Nesrine Farhani,Julie Carreau,Zeineb Kassouk,Bernard Mougenot,Michel Le Pageet al. Environmental Modelling and Software, 2022, 155, pp.105448. ⟨10.1016/j.envsoft.2022.105448⟩ Article dans une revue hal-03821758v1
Smooth Spatial Modeling of Extreme Mediterranean Precipitation Hela Hammami,Julie Carreau,Luc Neppel,Sadok Elasmi,Haifa Feki Water, 2022, 14 (22), pp.3782. ⟨10.3390/w14223782⟩ Article dans une revue hal-04886909v1
Analysis of Multispectral Drought Indices in Central Tunisia Nesrine Farhani,Julie Carreau,Zeineb Kassouk,Michel Le Page,Zohra Lili Chabaaneet al. Remote Sensing, 2022, 14 (8), pp.1813. ⟨10.3390/rs14081813⟩ Article dans une revue hal-03821759v1
A PCA spatial pattern based downscaling approach for urban flood risk assessment Julie Carreau,Vincent Guinot Advances in Water Resources, 2021, pp.103821. ⟨10.1016/j.advwatres.2020.103821⟩ Article dans une revue hal-02903282v2
Extra-Parametrized Extreme Value Copula : Extension to a Spatial Framework Julie Carreau,Gwladys Toulemonde Spatial Statistics, 2020, 40, ⟨10.1016/j.spasta.2020.100410⟩ Article dans une revue hal-02419118v1
Generalized Pareto processes for simulating space-time extreme events: an application to precipitation reanalyses Fátima Palacios-Rodríguez,Gwladys Toulemonde,Julie Carreau,Thomas Opitz Stochastic Environmental Research and Risk Assessment, 2020, 34, pp.2033-2052. ⟨10.1007/s00477-020-01895-w⟩ Article dans une revue hal-02136681v3
Exploiting the spatial pattern of daily precipitation in the analog method for regional temporal disaggregation Julie Carreau,Nada Ben Mhenni,Frederic Huard,Luc Neppel Journal of Hydrology, 2019, 568, pp.780 - 791. ⟨10.1016/j.jhydrol.2018.11.023⟩ Article dans une revue hal-02628925v1
A classification approach to reconstruct local daily drying dynamics at headwater streams A. Beaufort,Julie Carreau,Eric Sauquet Hydrological Processes, 2019, pp.1-17. ⟨10.1002/hyp.13445⟩ Article dans une revue hal-02609257v1
Partitioning into hazard subregions for regional peaks-over-threshold modeling of heavy precipitation J. Carreau,P. Naveau,L. Neppel Water Resources Research, 2017, 53 (5), pp.4407 - 4426. ⟨10.1002/2017WR020758⟩ Article dans une revue hal-01874218v1
Multivariate density model comparison for multi-site flood-risk rainfall in the French Mediterranean area Julie Carreau,Christophe Bouvier Stochastic Environmental Research and Risk Assessment, 2016, 30 (6), pp.1591--1612. ⟨10.1007/s00477-015-1166-6⟩ Article dans une revue hal-02053383v1
Intercomparison of statistical and dynamical downscaling models under the EURO- and MED-CORDEX initiative framework: present climate evaluations Pradeebane Vaittinada Ayar,Mathieu Vrac,Sophie Bastin,Julie Carreau,Michel Déquéet al. Climate Dynamics, 2016, 46 (3), pp.1301-1329. ⟨10.1007/s00382-015-2647-5⟩ Article dans une revue insu-01157671v1
Evolution des précipitations extrêmes en France en contexte de changement climatique Jean-Michel Soubeyroux,Luc Neppel,Jean-Michel Veysseire,Yves Tramblay,Julie Carreauet al. La Houille Blanche - Revue internationale de l'eau, 2015, 1, pp.27 - 33. ⟨10.1051/lhb/2015004⟩ Article dans une revue hal-01871885v1
Hydrological Modeling in Northern Tunisia with Regional Climate Model Outputs: Performance Evaluation and Bias-Correction in Present Climate Conditions Asma Foughali,Yves Tramblay,Zoubeida Bargaoui,Julie Carreau,Denis Ruelland Climate Dynamics, 2015, 3 (3), pp.459 - 473. ⟨10.3390/cli3030459⟩ Article dans une revue hal-01871881v1
Résultats du projet Extraflo sur la comparaison des méthodes d’estimation des pluies extrêmes en France L. Neppel,P. Arnaud,F. Borchi,Julie Carreau,F. Garavagliaet al. La Houille Blanche - Revue internationale de l'eau, 2014, 2, p. 14 - p. 19. ⟨10.1051/lhb/2014011⟩ Article dans une revue hal-01062748v1
Résultats du projet ExtraFlo (ANR 2009-2013) sur l'estimation des pluies et crues extrêmes M. Lang,P. Arnaud,Julie Carreau,N. Deaux,L. Dezileauet al. La Houille Blanche - Revue internationale de l'eau, 2014, 2, pp.5-13. ⟨10.1051/lhb/2014010⟩ Article dans une revue hal-01128341v1
Multi-scale hydrometeorological observation and modelling for flash-flood understanding Isabelle Braud,P.A. Ayral,Christophe Bouvier,F. Branger,G. Delrieuet al. Hydrology and Earth System Sciences, 2014, 18 (9), pp.3733-3761. ⟨10.5194/hess-18-3733-2014⟩ Article dans une revue hal-01141621v1
Extreme Rainfall Analysis at Ungauged Sites in the South of France : Comparison of Three Approaches Julie Carreau,Luc Neppel,Patrick Arnaud,Philippe Cantet Journal de la Société Française de Statistique, 2013 Article dans une revue hal-01874232v1
Non-stationary frequency analysis of heavy rainfall events in southern France Yves Tramblay,Luc Neppel,Julie Carreau,Kenza Najib Hydrological Sciences Journal, 2013, Hydrological Sciences Journal = Journal des Sciences Hydrologiques, 58 (2), pp.280-294. ⟨10.1080/02626667.2012.754988⟩ Article dans une revue hal-02414974v1
Data-based comparison of frequency analysis methods: A general framework Benjamin Renard,K. Kochanek,M. Lang,F. Garavaglia,E. Paquetet al. Water Resources Research, 2013, 49, p. 1 - p. 19. ⟨10.1002/wrcr.20087⟩ Article dans une revue hal-00811184v1
Is water availability really the main environmental factor controlling the phenology of woody vegetation in the central Sahel? Josiane Seghieri,Julie Carreau,Nicolas Boulain,Patricia de Rosnay,Marc Arjouninet al. Plant Ecology, 2012, 213 (5), pp.861-870. ⟨10.1007/s11258-012-0048-y⟩ Article dans une revue istex hal-03276278v1
Extreme value modelling of daily areal rainfall over Mediterranean catchments in a changing climate Yves Tramblay,Luc Neppel,Julie Carreau,Emilia Sanchez-Gomez Hydrological Processes, 2012, Hydrological Processes, 26 (25), pp.3934-3944. ⟨10.1002/hyp.8417⟩ Article dans une revue istex hal-02414968v1
Evaluation of classical spatial-analysis schemes of extreme rainfall Davide Ceresetti,Eugen Ursu,Julie Carreau,Sandrine Anquetin,Jean-Dominique Creutinet al. Natural Hazards and Earth System Sciences, 2012, 12, pp.3229-3240. ⟨10.5194/nhess-12-3229-2012⟩ Article dans une revue hal-00780197v1
Climatic covariates for the frequency analysis of heavy rainfall in the Mediterranean region Yves Tramblay,L. Neppel,Julie Carreau Natural Hazards and Earth System Sciences, 2011, 11 (9), pp.2463-2468. ⟨10.5194/nhess-11-2463-2011⟩ Article dans une revue hal-02414966v1
Spatial extreme quantile estimation using a weighted log-likelihood approach Julie Carreau,Stéphane Girard Journal de la Société Française de Statistique, 2011, 152 (3), pp.66-82 Article dans une revue hal-00761361v1
Stochastic downscaling of precipitation with neural network conditional mixture models Julie Carreau,Mathieu Vrac Water Resources Research, 2011, 47 (10), ⟨10.1029/2010WR010128⟩ Article dans une revue hal-03201661v1
A Hybrid Pareto Mixture for Conditional Asymmetric Fat-Tailed Distributions Julie Carreau,Y. Bengio IEEE Transactions on Neural Networks, 2009, 20 (7), pp.1087-1101. ⟨10.1109/TNN.2009.2016339⟩ Article dans une revue hal-03276282v1
A statistical rainfall-runoff mixture model with heavy-tailed components Julie Carreau,P. Naveau,E. Sauquet Water Resources Research, 2009, 45 (10), ⟨10.1029/2009WR007880⟩ Article dans une revue hal-03276280v1
A hybrid Pareto model for asymmetric fat-tailed data: the univariate case Julie Carreau,Yoshua Bengio Extremes, 2009, 12 (1), pp.53-76. ⟨10.1007/s10687-008-0068-0⟩ Article dans une revue istex hal-03276283v1
Development of an Ecosystem Sensitivity Model Regarding Mercury Levels in Fish Using a Preference Modeling Methodology: Application to the Canadian Boreal System Anne Roué Le Gall,M. Lucotte,Julie Carreau,R. Canuel,E. Garcia Environmental Science and Technology, 2005, 39 (24), pp.9412 - 9423. ⟨10.1021/es048220q⟩ Article dans une revue istex hal-01734888v1
Locally Linear Embedding for dimensionality reduction in QSAR P.-J. L?heureux,Julie Carreau,Y. Bengio,O. Delalleau,S. Yue Journal of Computer-Aided Molecular Design, 2004, 18 (7-9), pp.475-482. ⟨10.1007/s10822-004-5319-9⟩ Article dans une revue istex hal-03276285v1

Communication dans un congrès (12)

Extra-Parametrized Extreme Value Copula : Extension to a Spatial Framework Julie Carreau,Gwladys Toulemonde Extreme Value Analysis, Jul 2019, Zagreb, Croatia Communication dans un congrès hal-03888257v1
Extra-Parametrized Extreme Value Copula : Extension to a Spatial Framework Julie Carreau,Gwladys Toulemonde METMA 9, Jun 2018, Montpellier, France Communication dans un congrès hal-01964312v1
On space-time extreme simulations of rainfall in Mediterranean France Fátima Palacios Rodríguez,Gwladys Toulemonde,Julie Carreau,Thomas Opitz SWGEN 2018 - Stochastic Weather Generators Conference, Oct 2018, Boulder (Colorado), United States Communication dans un congrès hal-01968106v1
Space-time extreme processes simulation for flash floods in Mediterranean France Fátima Palacios Rodríguez,Gwladys Toulemonde,Julie Carreau,Thomas Opitz METMA 2018 - 9th Workshop on Spatio-temporal modelling, Jun 2018, Montpellier, France. pp.1-4 Communication dans un congrès hal-01968104v1
Spatial daily rainfall descriptors to reproduce sub-daily dynamics in the analog method for temporal disaggregation Julie Carreau,Luc Neppel,N. Benmhenni,Frédéric Huard 10th HyMeX Workshop, Jul 2017, Barcelone, Spain Communication dans un congrès hal-02098512v1
Extra-parametrized extreme-value copula : an extension to a spatial framework Julie Carreau,Gwladys Toulemonde Salzburg workshop on dependence models and copulas, Sep 2016, Salzburg, Austria Communication dans un congrès hal-02068990v1
Assessing the impacts of the choice of spatial dependence structure for flood-risk rainfall Julie Carreau,Gwladys Toulemonde,J.N. Bacro,Christophe Bouvier,Luc Neppel Workshop on Stochastic Weather Generators, 2014, Avignon, France Communication dans un congrès hal-02069002v1
Evaluation and comparison of two downscaling methods for daily precipitation in hydrological impact studies Julie Carreau,Alain Dezetter,Hattoibe Aboubacar,Denis Ruelland Climate and land surface changes in hydrology. Symposium (Gothenburg 2013-07-22), Jul 2013, Gothenburg, Sweden Communication dans un congrès hal-03276261v1
Spatial kernel interpolation for annual rainfall maxima Julie Carreau,Stéphane Girard,Eugen Ursu WCRP-UNESCO 2010 - Workshop on metrics and methodologies of estimation of extreme climate events, Sep 2010, Paris, France. pp.CDROM Communication dans un congrès hal-00762731v1
Spatial extreme quantile estimation using a weighted log-likelihood approach Julie Carreau,Stéphane Girard,Eugen Ursu NICDS Workshop on Statistical Methods for Geographic and Spatial Data in the Management of Natural Resources, Mar 2010, Montreal, Canada. pp.CDROM Communication dans un congrès hal-00762735v1
Spatial kernel interpolation for annual rainfall maxima Julie Carreau,Stéphane Girard,Eugen Ursu NICDS Workshop on Statistical Methods for Geographic and Spatial Data in the Management of Natural Resources, Mar 2010, Montreal, Canada Communication dans un congrès hal-00847586v1
A Hybrid Pareto Model for Conditional Density Estimation of Asymmetric Fat-Tail Data Julie Carreau,Yoshua Bengio Eleventh International Conference on Artificial Intelligence and Statistics, Jul 2007, San Pedro, Puerto Rico Communication dans un congrès hal-03276284v1

Poster de conférence (5)

Stochastic extreme rainfall simulations around Montpellier Fátima Palacios Rodríguez,Gwladys Toulemonde,Julie Carreau,Thomas Opitz 8èmes journées scientifiques du LabEx NUMEV, Nov 2019, Montpellier, France Poster de conférence hal-02417687v1
How to simulate space-time extreme processes to assess natural disasters? Fátima Palacios Rodríguez,Gwladys Toulemonde,Julie Carreau,Thomas Opitz Workshop Rare Events, Extremes and Machine Learning, May 2018, Paris, France Poster de conférence hal-01968103v1
Heavy rainfall simulations by space-time processes Fátima Palacios Rodríguez,Gwladys Toulemonde,Julie Carreau,Thomas Opitz 7èmes journées scientifiques du LabEx NUMEV, Nov 2018, Montpellier, France Poster de conférence hal-01968108v1
Quelle stratégie d’observation et de modélisation pour l’étude des crues rapides? Flora Branger,Isabelle Braud,Samuel Debionne,P. Viallet,J. Dehotinet al. Séminaire de restitution du projet ANR Floodscale, Nov 2015, Aix en Provence, France Poster de conférence hal-02459884v1
Modélisation et simulation d’extrêmes de processus spatiaux et spatio-temporels. J. Bacro,Christophe Bouvier,C. Campion,Julie Carreau,R. Chailanet al. Journée Labex NUMEV, Jul 2015, Montpellier, France Poster de conférence hal-02503066v1

Chapitre d'ouvrage (1)

Space-time simulations of extreme rainfall : why and how ? Gwladys Toulemonde,Julie Carreau,Vincent Guinot Solym Mawaki Manou-Abi; Sophie Dabo-Niang; Jean-Jacques Salone. Mathematical Modeling of Random and Deterministic Phenomena, Wiley, 2020, 9781786304544. ⟨10.1002/9781119706922.ch3⟩ Chapitre d'ouvrage hal-02427188v1

Pré-publication, Document de travail (3)

MERCURY: A fast and versatile multi-resolution based global emulator of compound climate hazards Shruti Nath,Julie Carreau,Kai Kornhuber,Peter Pfleiderer,Carl-Friedrich Schleussneret al. 2025 Pré-publication, Document de travail hal-05403948v1
Sub-daily stochastic weather generator based on reanalyses for water stress retrieval in central Tunisia Nesrine Farhani,Julie Carreau,Zeineb Kassouk,Bernard Mougenot,Michel Le Pageet al. 2020 Pré-publication, Document de travail hal-02554676v1
Characterization of homogeneous regions for regional peaks-over-threshold modeling of heavy precipitation Julie Carreau,Philippe Naveau,Luc Neppel 2016 Pré-publication, Document de travail ird-01331374v1

Rapport (1)

FloodScale : Observation et modélisation hydro-météorologique multi-échelles pour la compréhension et la simulation des crues éclairs, Rapport scientifique final du projet, ANR-2011 BS56 027 01 Isabelle Braud,Julien Andrieu,P.A. Ayral,Christophe Bouvier,F. Brangeret al. [Rapport de recherche] irstea. 2016, pp.149 Rapport (rapport de recherche) hal-02603603v1