Directory of Experts

Carreau, Julie

Directory of Experts

Carreau, Julie

Directory of Experts

Publications by type

Journal article (28) Conference paper (16) Book Book chapter (1) Patent Report (4) Thesis Dataset Teaching resource Image Audio recording Video recording Other

Julie Carreau (49)

Journal articles (28)
- 2023
  - 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.
- 2022
  - 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).
  - 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).
  - Hammami, H., Carreau, J., Neppel, L., Elasmi, S., & Feki, H. (2022). Smooth Spatial Modeling of Extreme Mediterranean Precipitation. Water, 14(22), 3782 (18 pages).
- 2021
  - 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.
- 2020
  - Carreau, J., & Toulemonde, G. (2020). Extra-parametrized extreme value copula : Extension to a spatial framework. Spatial Statistics, 40, 20 pages.
  - 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.
- 2019
  - 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.
- 2017
  - 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.
- 2016
  - 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.
  - 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.
- 2015
  - 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.
  - 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.
- 2014
  - 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.
  - 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.
- 2013
  - 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, É., Cipriani, T., & Auffray, A. (2013). Data-based comparison of frequency analysis methods: A general framework. Water Resources Research, 49(2), 825-843.
  - 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.
  - 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.
- 2012
  - 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.
  - 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.
  - 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.
- 2011
  - 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.
  - 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.
  - Carreau, J., & Vrac, M. (2011). Stochastic downscaling of precipitation with neural network conditional mixture models. Water Resources Research, 47(10), 15 pages.
- 2009
  - Carreau, J., & Bengio, Y. (2009). A Hybrid Pareto Mixture for Conditional Asymmetric Fat-Tailed Distributions. IEEE Transactions on Neural Networks, 20(7), 1087-1101.
  - Carreau, J., & Bengio, Y. (2009). A hybrid Pareto model for asymmetric fat-tailed data: the univariate case. Extremes, 12(1), 53-76.
  - Carreau, J., Naveau, P., & Sauquet, E. (2009). A statistical rainfall-runoff mixture model with heavy-tailed components. Water Resources Research, 45(10), 11 pages.
- 2004
  - 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.
Conference papers (16)
- 2019
  - 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.
- 2018
  - 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.
  - 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.
  - 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.
  - 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.
  - 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.
- 2017
  - 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.
- 2016
  - 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.
- 2015
  - 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.
  - 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.
- 2014
  - 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.
- 2013
  - 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.
- 2010
  - 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.
  - 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.
  - 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.
- 2007
  - 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.
Book chapters (1)
- 2020
  - 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).
Reports (4)
- 2024
  - Giroux, J.-S., Breton, S.-P., & Carreau, J. (2024). Interpolation-free deep learning for meteorological downscaling on unaligned grids across multiple domains with application to wind power. (Technical Report n° G-2024-67).
  - Nath, S., Carreau, J., Kornhuber, K., Pfleiderer, P., Schleussner, C.-F., & Naveau, P. (2024). MERCURY: A fast and versatile multi-resolution based global emulator of compound climate hazards. (Technical Report n° G-2024-81).
  - Paoli, A., Carreau, J., & Jalbert, J. (2024). Statistical testing of scaling models for precipitation Intensity-Duration-Frequency curves. (Technical Report n° G-2024-34).
- 2022
  - Marcotte, O., Quesnel, F., Carreau, J., Schulz, J., Blondin Massé, A., Lindstrom, M. R., Meurs, M.-J., Hertz, A., Aflaki, G., Plante, J.-F., Tafolong, E., & Gervais-Dubé, M. (2022). Comptes rendus du douzième atelier de résolution de problèmes industriels de Montréal, 22-26 août 2022 / Proceedings of the twelfth Montréal industrial problem solving workshop, August 22-26, 2022. (Technical Report n° G-2022-63).

Directory of Experts

Carreau, Julie

Directory of Experts

Carreau, Julie

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Publications by type

Julie Carreau (49)