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Carreau, J., & Naveau, P. (2023). A spatially adaptive multi-resolution generative algorithm: Application to simulating flood wave propagation. Weather and Climate Extremes, 41, 15 pages. Available
Farhani, N., Carreau, J., Kassouk, Z., Le Page, M., Chabaane, Z. L., & Boulet, G. (2022). Analysis of Multispectral Drought Indices in Central Tunisia. Remote Sensing, 14(8), 1813 (27 pages). External link
Farhani, N., Carreau, J., Kassouk, Z., Mougenot, B., Le Page, M., Lili-Chabaane, Z., Zitouna-Chebbi, R., & Boulet, G. (2022). Regional sub-daily stochastic weather generator based on reanalyses for surface water stress estimation in central Tunisia. Environmental Modelling & Software, 155, 105448 (16 pages). External link
Hammami, H., Carreau, J., Neppel, L., Elasmi, S., & Feki, H. (2022). Smooth Spatial Modeling of Extreme Mediterranean Precipitation. Water, 14(22), 3782 (18 pages). External link
Carreau, J., & Guinot, V. (2021). A PCA spatial pattern based artificial neural network downscaling model for urban flood hazard assessment. Advances in Water Resources, 147, 15 pages. External link
Carreau, J., & Toulemonde, G. (2020). Extra-parametrized extreme value copula : Extension to a spatial framework. Spatial Statistics, 40, 20 pages. External link
Palacios-Rodríguez, F., Toulemonde, G., Carreau, J., & Opitz, T. (2020). Generalized Pareto processes for simulating space-time extreme events: an application to precipitation reanalyses. Stochastic Environmental Research and Risk Assessment, 34(12), 2033-2052. External link
Toulemonde, G., Carreau, J., & Guinot, V. (2020). Space–Time Simulations of Extreme Rainfall: Why and How? In Mathematical Modeling of Random and Deterministic Phenomena (pp. 53-71). External link
Carreau, J., Ben Mhenni, N., Huard, F., & Neppel, L. (2019). Exploiting the spatial pattern of daily precipitation in the analog method for regional temporal disaggregation. Journal of Hydrology, 568, 780-791. External link
Rodriguez, F. P., Toulemonde, G., Carreau, J., & Opitz, T. (2019, November). Stochastic extreme rainfall simulations around Montpellier [Poster]. 8es Journées scientifiques du LabEx NUMEV, Montpellier, France. Unavailable
Toulemonde, G., & Carreau, J. (2018, June). Extra-parametrized extreme value copula : extension to a spatial framework [Presentation]. In 9th Workshop on Spatio-temporal Modeling (METMA IX), Montpellier, France. Unavailable
Rodriguez, F. P., Toulemonde, G., Carreau, J., & Opitz, T. (2018, November). Heavy rainfall simulations by space-time processes [Poster]. 7es Journées scientifiques du LabEx NUMEV, Paris, France. Unavailable
Rodriguez, F. P., Toulemonde, G., Carreau, J., & Opitz, T. (2018, May). How to simulate space-time extreme processes to assess natural disasters? [Poster]. Workshop "Rare Events, Extremes and Machine Learning", Paris, France. Unavailable
Palacio-Rodriguez, F., Toulemonde, G., Carreau, J., & Opitz, T. (2018, October). On space-time extreme processes simulation for flash floods in Mediterranean France [Presentation]. In 4th Conference on Stochastic Weather Generators (SWGEN 2018), Boulder, Colorado, USA. Unavailable
Palacio-Rodriguez, F., Toulemonde, G., Carreau, J., & Opitz, T. (2018, June). Space-time extreme processes simulation for flash floods in Mediterranean France [Presentation]. In 9th Workshop on Spatio-temporal Modeling (METMA IX), Montpellier, France. Unavailable
Carreau, J., Naveau, P., & Neppel, L. (2017). Partitioning into hazard subregions for regional peaks-over-threshold modeling of heavy precipitation. Water Resources Research, 53(5), 4407-4426. External link
Carreau, J., Neppel, L., Ben Mhenni, L., & Huard, N. (2017, July). Spatial daily rainfall descriptors to reproduce sub-daily dynamics in the analog method for temporal desaggregation [Paper]. 10th HyMeX Workshop, Barcelona, Spain. External link
Carreau, J., & Toulemonde, G. (2016, September). Extra-parametrized extreme-value copula : an extension to a spatial framework [Paper]. Salzburg Workshop on Dependence Models & Copulas, Salzburg, Austria. Unavailable
Vaittinada Ayar, P., Vrac, M., Bastin, S., Carreau, J., Déqué, M., & Gallardo, C. (2016). Intercomparison of statistical and dynamical downscaling models under the EURO- and MED-CORDEX initiative framework: present climate evaluations. Climate Dynamics, 46(3), 1301-1329. External link
Carreau, J., & Bouvier, C. (2016). Multivariate density model comparison for multi-site flood-risk rainfall in the French Mediterranean area. Stochastic Environmental Research and Risk Assessment, 30(6), 1591-1612. External link
Soubeyroux, J.-M., Neppel, L., Veysseire, J.-M., Tramblay, Y., Carreau, J., & Gouget, V. (2015). Evolution of extreme rainfall in France with a changing climate. [Evolution des précipitations extrêmes en France en contexte de changement climatique]. La Houille Blanche, 101(1), 27-33. External link
Foughali, A., Tramblay, Y., Bargaoui, Z., Carreau, J., & Ruelland, D. (2015). Hydrological Modeling in Northern Tunisia with Regional Climate Model Outputs: Performance Evaluation and Bias-Correction in Present Climate Conditions. Climate, 3(3), 459-473. External link
Bacro, J., Bouvier, C., Campion, C., Carreau, J., Chailan, R., & Gaetan, C. (2015, July). Modélisation et simulation d'extrêmes de processus spatiaux et spatio-temporels [Poster]. 5e Journée scientifique du LabEx NUMEV, Montpellier, France. External link
Branger, F., Braud, I., Debionne, S., Viallet, P., Dehotin, J., Hénine, H., Nédélec, Y., Anquetin, S., Ayral, P. A., Bouvier, C., Delrieu, G., Le Coz, M., Nord, J., Vandervaere, J.-P., Adamovic, M., Carreau, J., Confoland, A., Didon-Lescot, J. F., Domergue, J. M., ... Wijbrans, A. (2015, November). Quelle stratégie d'observation et de modélisation pour l'étude des crues rapides [Poster]. Séminaire de restitution du projet ANR Floodscale, Aix-en-Provence, France. External link
Carreau, J., Toulemonde, G., Bacro, J. N., Bouvier, C., & Neppel, L. (2014, January). Assessing the impacts of the choice of spatial dependence structure for flood-risk rainfall [Poster]. Workshop on Stochastic Weather Generators, Avignon, France. External link
Braud, I., Ayral, P. A., Bouvier, C., Branger, F., Delrieu, G., Le Coz, J., Nord, G., Vandervaere, J. P., Anquetin, S., Adamovic, M., Andrieu, J., Batiot, C., Boudevillain, B., Brunet, P., Carreau, J., Confoland, A., Didon-Lescot, J. F., Domergue, J. M., Douvinet, J., ... Wijbrans, A. (2014). Multi-scale hydrometeorological observation and modelling for flash flood understanding. Hydrology and Earth System Sciences, 18(9), 3733-3761. Available
Neppel, L., Arnaud, P., Borchi, F., Carreau, J., Garavaglia, F., Lang, M., Paquet, E., Renard, B., Soubeyroux, J.-M., & Veysseire, J.-M. (2014). Résultats du projet Extraflo sur la comparaison des méthodes d'estimation des pluies extrêmes en France. La Houille Blanche, 2014(2), 14-19. External link
Renard, B., Kochanek, K., Lang, M., Garavaglia, F., Paquet, E., Neppel, L., Najib, K., Carreau, J., Arnaud, P., Aubert, Y., Borchi, F., Soubeyroux, J.-M., Jourdain, S., Veysseire, J.-M., Sauquet, E., Cipriani, T., & Auffray, A. (2013). Data-based comparison of frequency analysis methods: A general framework. Water Resources Research, 49(2), 825-843. External link
Carreau, J., Dezetter, A., Aboubacar, H., & Ruelland, D. (2013, July). Evaluation and comparison of two downscaling methods for daily precipitation in hydrological impact studies [Poster]. Joint 37th Scientific Assembly (IAHS/IASPO/IASPEI), Gothenburg, Sweden. Unavailable
Carreau, J., Neppel, L., Arnaud, P., & Cantet, P. (2013). Extreme rainfall analysis at ungauged sites in the South of France : comparison of three approaches. [Analyse des pluies extrêmes en des sites non-jaugés dans le sud de la France : comparaison de trois approches]. Journal de la Société française de statistique, 154(2), 119-138. External link
Tramblay, Y., Neppel, L., Carreau, J., & Najib, K. (2013). Non-stationary frequency analysis of heavy rainfall events in southern France. Hydrological Sciences Journal, 58(2), 280-294. External link
Ceresetti, D., Ursu, E., Carreau, J., Anquetin, S., Creutin, J. D., Gardes, L., Girard, S., & Molinié, G. (2012). Evaluation of classical spatial-analysis schemes of extreme rainfall. Natural Hazards and Earth System Sciences, 12(11), 3229-3240. Available
Tramblay, Y., Neppel, L., Carreau, J., & Sanchez-Gomez, E. (2012). Extreme value modelling of daily areal rainfall over Mediterranean catchments in a changing climate. Hydrological Processes, 26(25), 3934-3944. External link
Seghieri, J., Carreau, J., Boulain, N., De Rosnay, P., Arjounin, M., & Timouk, F. (2012). Is water availability really the main environmental factor controlling the phenology of woody vegetation in the central Sahel? Plant Ecology, 213(5), 861-870. External link
Tramblay, Y., Neppel, L., & Carreau, J. (2011). Brief communication "Climatic covariates for the frequency analysis of heavy rainfall in the Mediterranean region". Natural Hazards and Earth System Sciences, 11(9), 2463-2468. External link
Carreau, J., & Girard, S. (2011). Spatial extreme quantile estimation using a weighted log-likelihood approach. [Estimation de quantiles extrêmes spatiaux par la méthode de la log-vraisemblance pondérée]. Journal de la Société française de statistique, 152(3), 66-82. External link
Carreau, J., & Vrac, M. (2011). Stochastic downscaling of precipitation with neural network conditional mixture models. Water Resources Research, 47(10), 15 pages. External link
Carreau, J., Girard, S., & Ursu, E. (2010, March). Spatial extreme quatile estimation using a weighted log-likelihood approach [Paper]. NICDS Workshop on Statistical Methods for Geographic and Spatial Data in the Management of Natural Resources, Montréal, Qc, Canada. Unavailable
Carreau, J., Girard, S., & Ursu, E. (2010, March). Spatial kernal interpolation for annual rainfall maxima [Paper]. NICDS Workshop on Statistical Methods for Geographic and Spatial Data in the Management of Natural Resources, Montréal, Qc, Canada. Unavailable
Carreau, J., Girard, S., & Ursu, E. (2010, September). Spatial kernel interpolation for annual rainfall maxima [Paper]. WCRP (GEWEX/CLIVAR) and UNESCO (IHP) Metrics and methodologies of estimation of extreme climate events Workshop, Paris, France. Unavailable
Carreau, J., & Bengio, Y. (2009). A Hybrid Pareto Mixture for Conditional Asymmetric Fat-Tailed Distributions. IEEE Transactions on Neural Networks, 20(7), 1087-1101. External link
Carreau, J., & Bengio, Y. (2009). A hybrid Pareto model for asymmetric fat-tailed data: the univariate case. Extremes, 12(1), 53-76. External link
Carreau, J., Naveau, P., & Sauquet, E. (2009). A statistical rainfall-runoff mixture model with heavy-tailed components. Water Resources Research, 45(10), 11 pages. External link
Carreau, J., & Bengio, Y. (2007, March). A hybrid pareto model for conditional density estimation of asymmetric fat-tail data [Paper]. 11th International Conference on Artificial Intelligence and Statistics, San Pedro, Puerto Rico. Unavailable
L'Heureux, P. J., Carreau, J., Bengio, Y., Delalleau, O., & Yue, S. Y. (2004). Locally Linear Embedding for dimensionality reduction in QSAR. Journal of Computer-Aided Molecular Design, 18(7), 475-482. External link