1. Comparison of downscaling methods for mean and extreme precipitation in Senegal
- Author
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Ousmane Seidou, S. El Adlouni, Mamadou Adama Sarr, Yves Tramblay, Hydrosciences Montpellier (HSM), Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS), and Institut national des sciences de l'Univers (INSU - CNRS)-Institut de Recherche pour le Développement (IRD)-Université Montpellier 2 - Sciences et Techniques (UM2)-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)
- Subjects
Return period ,Climate change ,Magnitude (mathematics) ,West africa ,Delta-change ,Earth and Planetary Sciences (miscellaneous) ,Downscaling ,Quantile–quantile transformation ,Precipitation ,lcsh:Physical geography ,ComputingMilieux_MISCELLANEOUS ,Water Science and Technology ,SECHERESSE ,Extreme precipitation ,lcsh:QE1-996.5 ,lcsh:Geology ,VARIATION ANNUELLE ,Geography ,13. Climate action ,PRECIPITATION ,ESTIMATION ,CHANGEMENT CLIMATIQUE ,Climatology ,SIMULATION ,[SDE]Environmental Sciences ,MODELE CLIMATIQUE ,Generalized extreme value distribution ,Climate model ,lcsh:GB3-5030 ,STATION HYDROLOGIQUE ,METHODOLOGIE ,VARIATION JOURNALIERE - Abstract
Study region : The study considers six precipitation stations located in Senegal, West Africa. Senegal is located in the Sahel, an area that is threatened by climate variability and change. Both droughts and extreme rainfall have been an issue in recent years. Study focus : Two different statistical downscaling techniques were applied to the outputs of four regional climate models at six selected precipitation stations in Senegal. First, the delta-change method was applied to the mean annual precipitation as well as the 5, 10, 20, 50 and 100-year return period daily precipitation events. Second, a quantile–quantile transformation (QQ) was used to downscale the monthly distributions of precipitation simulated by regional climate models (RCMs). The 5, 10, 20, 50 and 100-year daily precipitation events were afterward calculated. All extreme events were calculated assuming that maximum annual daily precipitations follow the generalized extreme value (GEV) distribution. The two-sided Kolmogorov–Smirnov (KS) test was finally used to assess the performance of the quantile–quantile transformation as well as the GEV distribution fit for the annual maximum daily precipitation. New hydrological insights for the region : Results show that the two downscaling techniques generally agree on the direction of the change when applied to the outputs of same RCM, but some cases lead to very different projections of the direction and magnitude of the change. Projected changes indicate adecline in mean precipitation except for one RCM over one region in Senegal. Projected changes in extreme precipitations are not consistent across stations and return periods. The choice of the downscaling technique has more effect on the estimation of extreme daily precipitations of return period equal or greater than ten years than the choice of the climate models.
- Published
- 2015