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Number of documents

43

Publications


Journal articles24 documents

  • Julie Carreau, V. Guinot. A PCA spatial pattern based artificial neural network downscaling model for urban flood hazard assessment. Advances in Water Resources, Elsevier, 2020, pp.103821. ⟨10.1016/j.advwatres.2020.103821⟩. ⟨hal-02903282v2⟩
  • Fátima Palacios-Rodríguez, Gwladys Toulemonde, Julie Carreau, Thomas Opitz. Generalized Pareto processes for simulating space-time extreme events: an application to precipitation reanalyses. Stochastic Environmental Research and Risk Assessment, Springer Verlag (Germany), 2020, 34, pp.2033-2052. ⟨10.1007/s00477-020-01895-w⟩. ⟨hal-02136681v3⟩
  • Julie Carreau, Gwladys Toulemonde. Extra-Parametrized Extreme Value Copula : Extension to a Spatial Framework. Spatial Statistics, Elsevier, 2020, 40, ⟨10.1016/j.spasta.2020.100410⟩. ⟨hal-02419118⟩
  • Julie Carreau, Nada Ben Mhenni, Frederic Huard, Luc Neppel. Exploiting the spatial pattern of daily precipitation in the analog method for regional temporal disaggregation. Journal of Hydrology, Elsevier, 2019, 568, pp.780 - 791. ⟨10.1016/j.jhydrol.2018.11.023⟩. ⟨hal-02628925⟩
  • J. Carreau, P. Naveau, L. Neppel. Partitioning into hazard subregions for regional peaks-over-threshold modeling of heavy precipitation. Water Resources Research, American Geophysical Union, 2017, 53 (5), pp.4407 - 4426. ⟨10.1002/2017WR020758⟩. ⟨hal-01874218⟩
  • Julie Carreau, Christophe Bouvier. Multivariate density model comparison for multi-site flood-risk rainfall in the French Mediterranean area. Stochastic Environmental Research and Risk Assessment, Springer Verlag (Germany), 2016, 30 (6), pp.1591--1612. ⟨10.1007/s00477-015-1166-6⟩. ⟨hal-02053383⟩
  • Pradeebane Vaittinada Ayar, Mathieu Vrac, Sophie Bastin, Julie Carreau, Michel Déqué, et al.. Intercomparison of statistical and dynamical downscaling models under the EURO- and MED-CORDEX initiative framework: present climate evaluations. Climate Dynamics, Springer Verlag, 2016, 46 (3), pp.1301-1329. ⟨10.1007/s00382-015-2647-5⟩. ⟨insu-01157671⟩
  • Jean-Michel Soubeyroux, Luc Neppel, Jean-Michel Veysseire, Yves Tramblay, Julie Carreau, et al.. Evolution des précipitations extrêmes en France en contexte de changement climatique. La Houille Blanche - Revue internationale de l'eau, EDP Sciences, 2015, pp.27 - 33. ⟨10.1051/lhb/2015004⟩. ⟨hal-01871885⟩
  • Asma Foughali, Yves Tramblay, Zoubeida Bargaoui, Julie Carreau, Denis Ruelland. Hydrological Modeling in Northern Tunisia with Regional Climate Model Outputs: Performance Evaluation and Bias-Correction in Present Climate Conditions. Climate Dynamics, Springer Verlag, 2015, 3 (3), pp.459 - 473. ⟨10.3390/cli3030459⟩. ⟨hal-01871881⟩
  • Isabelle Braud, P.A. Ayral, C. Bouvier, F. Branger, G. Delrieu, et al.. Multi-scale hydrometeorological observation and modelling for flash-flood understanding. Hydrology and Earth System Sciences, European Geosciences Union, 2014, 18 (9), pp.3733-3761. ⟨10.5194/hess-18-3733-2014⟩. ⟨hal-01141621⟩
  • L. Neppel, P. Arnaud, F. Borchi, Julie Carreau, F. Garavaglia, et al.. Résultats du projet Extraflo sur la comparaison des méthodes d’estimation des pluies extrêmes en France. La Houille Blanche - Revue internationale de l'eau, EDP Sciences, 2014, 2, p. 14 - p. 19. ⟨10.1051/lhb/2014011⟩. ⟨hal-01062748⟩
  • Yves Tramblay, Luc Neppel, Julie Carreau, Kenza Najib. Non-stationary frequency analysis of heavy rainfall events in southern France. Hydrological Sciences Journal, Taylor & Francis, 2013, Hydrological Sciences Journal = Journal des Sciences Hydrologiques, 58 (2), pp.280-294. ⟨10.1080/02626667.2012.754988⟩. ⟨hal-02414974⟩
  • Benjamin Renard, K. Kochanek, M. Lang, F. Garavaglia, E. Paquet, et al.. Data-based comparison of frequency analysis methods: A general framework. Water Resources Research, American Geophysical Union, 2013, 49, p. 1 - p. 19. ⟨10.1002/wrcr.20087⟩. ⟨hal-00811184⟩
  • Julie Carreau, Luc Neppel, Patrick Arnaud, Philippe Cantet. Extreme Rainfall Analysis at Ungauged Sites in the South of France : Comparison of Three Approaches. Journal de la Société Française de Statistique, Société Française de Statistique et Société Mathématique de France, 2013. ⟨hal-01874232⟩
  • Davide Ceresetti, Eugen Ursu, Julie Carreau, Sandrine Anquetin, Jean-Dominique Creutin, et al.. Evaluation of classical spatial-analysis schemes of extreme rainfall. Natural Hazards and Earth System Sciences, Copernicus Publ. / European Geosciences Union, 2012, 12, pp.3229-3240. ⟨10.5194/nhess-12-3229-2012⟩. ⟨hal-00780197⟩
  • Josiane Seghieri, Julie Carreau, Nicolas Boulain, Patricia de Rosnay, Marc Arjounin, et al.. Is water availability really the main environmental factor controlling the phenology of woody vegetation in the central Sahel?. Plant Ecology, Springer Verlag, 2012, 213 (5), pp.861-870. ⟨10.1007/s11258-012-0048-y⟩. ⟨hal-03276278⟩
  • Yves Tramblay, Luc Neppel, Julie Carreau, Emilia Sanchez-Gomez. Extreme value modelling of daily areal rainfall over Mediterranean catchments in a changing climate. Hydrological Processes, Wiley, 2012, Hydrological Processes, 26 (25), pp.3934-3944. ⟨10.1002/hyp.8417⟩. ⟨hal-02414968⟩
  • Julie Carreau, Mathieu Vrac. Stochastic downscaling of precipitation with neural network conditional mixture models. Water Resources Research, American Geophysical Union, 2011, 47 (10), ⟨10.1029/2010WR010128⟩. ⟨hal-03201661⟩
  • Yves Tramblay, L. Neppel, Julie Carreau. Climatic covariates for the frequency analysis of heavy rainfall in the Mediterranean region. Natural Hazards and Earth System Sciences, Copernicus Publ. / European Geosciences Union, 2011, 11 (9), pp.2463-2468. ⟨10.5194/nhess-11-2463-2011⟩. ⟨hal-02414966⟩
  • Julie Carreau, Stéphane Girard. Spatial extreme quantile estimation using a weighted log-likelihood approach. Journal de la Société Française de Statistique, Société Française de Statistique et Société Mathématique de France, 2011, 152 (3), pp.66-82. ⟨hal-00761361⟩
  • Julie Carreau, P. Naveau, E. Sauquet. A statistical rainfall-runoff mixture model with heavy-tailed components. Water Resources Research, American Geophysical Union, 2009, 45 (10), ⟨10.1029/2009WR007880⟩. ⟨hal-03276280⟩
  • Julie Carreau, Yoshua Bengio. A hybrid Pareto model for asymmetric fat-tailed data: the univariate case. Extremes, Springer Verlag (Germany), 2009, 12 (1), pp.53-76. ⟨10.1007/s10687-008-0068-0⟩. ⟨hal-03276283⟩
  • Julie Carreau, Y. Bengio. A Hybrid Pareto Mixture for Conditional Asymmetric Fat-Tailed Distributions. IEEE Transactions on Neural Networks, Institute of Electrical and Electronics Engineers, 2009, 20 (7), pp.1087-1101. ⟨10.1109/TNN.2009.2016339⟩. ⟨hal-03276282⟩
  • P.-J. L?heureux, Julie Carreau, Y. Bengio, O. Delalleau, S. Yue. Locally Linear Embedding for dimensionality reduction in QSAR. Journal of Computer-Aided Molecular Design, Springer Verlag, 2004, 18 (7-9), pp.475-482. ⟨10.1007/s10822-004-5319-9⟩. ⟨hal-03276285⟩

Conference papers11 documents

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

Poster communications5 documents

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

Book sections1 document

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

Preprints, Working Papers, ...2 documents

  • Nesrine Farhani, Julie Carreau, Zeineb Kassouk, Bernard Mougenot, Michel Le Page, et al.. Sub-daily stochastic weather generator based on reanalyses for water stress retrieval in central Tunisia. 2020. ⟨hal-02554676⟩
  • Julie Carreau, Philippe Naveau, Luc Neppel. Characterization of homogeneous regions for regional peaks-over-threshold modeling of heavy precipitation. 2016. ⟨ird-01331374⟩