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On space-time extreme simulations of rainfall in Mediterranean France

Fátima Palacios Rodríguez 1, 2 Gwladys Toulemonde 1, 2 Julie Carreau 3 Thomas Opitz 4
1 LEMON - Littoral, Environnement : Méthodes et Outils Numériques
CRISAM - Inria Sophia Antipolis - Méditerranée
2 IMAG - Institut Montpelliérain Alexander Grothendieck
3 HSM - Hydrosciences Montpellier
4 BioSP - Biostatistique et Processus Spatiaux
Abstract : Mediterranean France is a region marked by heavy precipitation that can lead to not only material damage but also an important number of fatalities. Therefore, a better understanding of the consequences of the temporal and spatial variability of rainfall patterns on impact models is needed. Tothis end, the construction of stochastic simulation methods of scenarios incorporating realistic spatiotemporal extreme fields is crucial. In this work, we develop a semiparametric method to simulate spacetime scenarios for extreme rainfall. A key benefit of the proposed method is to allow the generation of an unlimited number of realizations of these extreme fields. Our simulation framework utilizes the asymptotic theory on generalized Pareto processes, which arise as natural limits for extreme episodes. Such episodes are identified by the exceedance over a high threshold of a summary value defined for precipitation observed over a space-time window. The method is applied to a gridded hourly rainfall dataset in a region in Mediterranean France.
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Conference papers
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https://hal.inria.fr/hal-01968106
Contributor : Fatima Palacios Rodriguez Connect in order to contact the contributor
Submitted on : Wednesday, January 2, 2019 - 9:06:16 AM
Last modification on : Thursday, January 20, 2022 - 5:28:53 PM

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  • HAL Id : hal-01968106, version 1

Collections

INRIA | CNRS | INRA | I3M_UMR5149 | AGROPOLIS | MIPS | UNIV-MONTPELLIER | B3ESTE | IMAG-MONTPELLIER | HSM | INRAE | INSU

Citation

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⟩

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