Ground validation of GPM IMERG and TRMM 3B42V7 rainfall products over southern Tibetan Plateau based on a high-density rain gauge network

被引:349
|
作者
Xu, Ran [1 ]
Tian, Fuqiang [1 ]
Yang, Long [2 ]
Hu, Hongchang [1 ]
Lu, Hui [3 ,4 ]
Hou, Aizhong [5 ]
机构
[1] Tsinghua Univ, Dept Hydraul Engn, Beijing, Peoples R China
[2] Princeton Univ, Dept Civil & Environm Engn, Princeton, NJ USA
[3] Tsinghua Univ, Dept Earth Syst Sci, Lab Earth Syst Modeling, Minist Educ, Beijing, Peoples R China
[4] Joint Ctr Global Change Studies JCGCS, Beijing, Peoples R China
[5] Hydrol Bur, Minist Water Resources, Beijing, Peoples R China
基金
美国国家科学基金会;
关键词
HIGH-RESOLUTION SATELLITE; MULTISATELLITE PRECIPITATION ANALYSIS; HYDROLOGIC APPLICATIONS; COMPLEX TERRAIN; ANALYSIS TMPA; RETRIEVALS; BASIN;
D O I
10.1002/2016JD025418
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
The objective of this study is to evaluate two satellite rainfall products Global Precipitation Measurement Integrated MultisatellitE Retrievals and Tropical Rainfall Measuring Mission 3B42V7 (GPM IMERG and TRMM 3B42V7) in southern Tibetan Plateau region, with special focus on the dependence of products' performance on topography and rainfall intensity. Over 500 in situ rain gauges constitute an unprecedentedly dense rain gauge network over this region and provide an exceptional resource for ground validation of satellite rainfall estimates. Our evaluation centers on the rainy season from May to October in 2014. Results indicate that (1) GPM product outperforms TRMM at all spatial scales and elevation ranges in detecting daily rainfall accumulation; (2) rainfall accumulation over the entire rainy season is negatively correlated with mean elevation for rain gauges and the two satellite rainfall products, while the performance of TRMM also significantly correlates with topographic variations; (3) in terms of the ability of rainfall detection, false alarming ratio of TRMM (21%) is larger than that of GPM (14%), while missing ratio of GPM (13%) is larger than that of TRMM (9%). GPM tends to underestimate the amount of light rain events of 0-1 mm/d, while the opposite (overestimation) is true for TRMM. GPM shows better detecting ability for light rainfall (0-5 mm/d) events but there is no detection skill for both GPM and TRMM at high-elevation (>4500 m) regions. Our results not only highlight the superiority of GPM to TRMM in southern Tibetan Plateau region but also recommend that further improvement on the rainfall retrieval algorithm is needed by considering topographical influences for both GPM and TRMM rainfall products.
引用
收藏
页码:910 / 924
页数:15
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