Evaluation of Daily and Hourly Performance of Multi-Source Satellite Precipitation Products in China's Nine Water Resource Regions

被引:1
|
作者
Gu, Hongji [1 ,2 ]
Shen, Dingtao [1 ,2 ]
Xiao, Shuting [1 ,2 ]
Zhang, Chunxiao [3 ]
Bai, Fengpeng [4 ]
Yu, Fei [1 ,2 ]
机构
[1] Cent China Normal Univ, Key Lab Geog Proc Anal & Simulat Hubei Prov, Wuhan 430079, Peoples R China
[2] Cent China Normal Univ, Coll Urban & Environm Sci, Wuhan 430079, Peoples R China
[3] China Univ Geosci Beijing, Sch Informat Engn, Beijing 100083, Peoples R China
[4] Changjiang Water Resources Commiss, Changjiang Water Resources Protect Inst, Wuhan 430051, Peoples R China
关键词
satellite precipitation products; accuracy assessment; water resource regions; GSMaP; CLDAS; INTEGRATED MULTISATELLITE RETRIEVALS; GLOBAL PRECIPITATION; COMPLEX TERRAIN; GPM-IMERG; DATA SETS; RESOLUTION;
D O I
10.3390/rs16091516
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Satellite precipitation products (SPPs) are of great significance for water resource management and utilization in China; however, they suffer from considerable uncertainty. While numerous researchers have evaluated the accuracy of various SPPs, further investigation is needed to assess their performance across China's nine major water resource regions. This study used the latest precipitation dataset of the China Meteorological Administration's Land Surface Data Assimilation System (CLDAS-V2.0) as the benchmark and evaluated the performance of six SPPs-GSMaP, PERSIANN, CMORPH, CHIRPS, GPM IMERG, and TRMM-using six indices: correlation coefficient (CC), root mean square error (RMSE), mean absolute error (MAE), probability of detection (POD), false alarm rate (FAR), and critical success index (CSI), at both daily and hourly scales across China's nine water resource regions. The conclusions of this study are as follows: (1) The performance of the six SPPs was generally weaker in the west than in the east, with the Continental Basin (CB) exhibiting the poorest performance, followed by the Southwest Basin (SB). (2) At the hourly scale, the performance of the six SPPs was weaker compared to the daily scale, particularly in the high-altitude CB and the high-latitude Songhua and Liaohe River Basin (SLRB), where observing light precipitation and snowfall presents significant challenges. (3) GSMaP, CMORPH, and GPM IMERG demonstrated superior overall performance compared to CHIRPS, PERISANN, and TRMM. (4) CMORPH was found to be better suited for application in drought-prone areas, showcasing optimal performance in the CB and SB. GSMaP excelled in humid regions, displaying the best overall performance in the remaining seven basins. GPM IMERG serves as a complementary precipitation data source for the first two.
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页数:25
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