Evaluation of satellite-based rainfall estimates in the upper Blue Nile basin

被引:1
|
作者
Gado, Tamer A. [1 ]
Zamzam, Dina H. [1 ]
Guo, Yiping [2 ]
Zeidan, Bakenaz A. [1 ]
机构
[1] Tanta Univ, Fac Engn, Dept Irrigat & Hydraul Engn, Tanta, Egypt
[2] McMaster Univ, Dept Civil Engn, Hamilton, ON L8S 4L7, Canada
关键词
Rainfall; satellite precipitation; CHIRPS; bias correction; linear scaling; power transformation; Blue Nile basin; CLIMATE-CHANGE IMPACT; BIAS-CORRECTION; PRECIPITATION PRODUCTS; PERFORMANCE; VALIDATION; CMORPH; TMPA; MPEG;
D O I
10.1007/s12040-023-02235-6
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Observed rainfall measurements are scarce in many areas of the Nile Basin, where gauge stations are usually sparse. Thus, it is necessary to find reliable sources, such as satellite precipitation products, which can provide uninterrupted precipitation time series. In this study, four high-resolution satellite rainfall products (TRMM-3B42RT, PERSIANN-CCS, GSMAP-NRT, and CHIRPS-V2) were evaluated against ground-based observations from 44 stations over the Upper Blue Nile Basin (UBNB). The satellite-based rainfall estimates were adjusted by two bias-correction methods: linear scaling (LS) and power transformation (PT). Precipitation estimates from the CHIRPS-V2, PERSIANN-CCS, and TRMM-3B42RT products have reliable agreement with ground measurements in estimating and detecting rainfall events. CHIRPS-V2 reveals its outstanding skill over other products, and GSMAP-NRT is the worst. Both bias-correction methods significantly improve all-product estimates, with LS better than PT. This study demonstrates the importance of evaluating and modifying satellite rainfall products for use in hydrometeorological applications in the UBNB.Research highlightsThe research evaluates four high-resolution satellite rainfall products (TRMM-3B42RT, PERSIANN-CCS, GSMAP-NRT, and CHIRPS-V2) against monthly ground-based observations from 44 stations over the Upper Blue Nile Basin (UBNB).Two bias correction methods (linear scaling and power transformation) were applied to adjust the satellite-based rainfall estimates.Rainfall estimates from CHIRPS-V2, PERSIANN-CCS, and TRMM-3B42RT products have reliable agreement with ground measurements in estimating and detecting rainfall events.CHIRPS-V2 reveals its outstanding skill over other products and GSMAP-NRT is the worst.Both bias-correction methods significantly improve all-product estimates, with linear scaling slightly better than power transformation.
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页数:19
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