Evaluation of Three Satellite-Based Precipitation Products Over the Lower Mekong River Basin Using Rain Gauge Observations and Hydrological Modeling

被引:14
|
作者
Li, Yishan [1 ,2 ,3 ]
Wang, Wei [1 ,2 ,4 ]
Lu, Hui [1 ,2 ,3 ]
Khem, Sothea [5 ]
Yang, Kun [1 ,2 ,3 ]
Huang, Xiaomeng [1 ,2 ,3 ]
机构
[1] Tsinghua Univ, Key Lab Earth Syst Modeling, Minist Educ, Beijing 100084, Peoples R China
[2] Tsinghua Univ, Dept Earth Syst Sci, Beijing 100084, Peoples R China
[3] Joint Ctr Global Change Studies, Beijing 100875, Peoples R China
[4] Changjiang Inst Survey Planning Design & Res, Wuhan 430010, Hubei, Peoples R China
[5] OSP, MRCS, Phnom Penh 12302, Cambodia
基金
中国国家自然科学基金;
关键词
Distribution hydrological model; global precipitation mission (GPM); lower Mekong river basin (LMB); precipitation estimation from remotely sensed information using artificial neural networks-climate data record (PERSIANN-CDR); tropical rainfall measuring mission (TRMM); ANALYSIS TMPA; DATA SETS; SEDIMENT; IMPACTS; RADAR; IMERG;
D O I
10.1109/JSTARS.2019.2915840
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
Satellite-based precipitation products (SPPs) have great potential in water-related applications, especially in ungauged/poor-gauged basins. Three SPPs, namely integrated multisatellite retrieval for the global precipitation measurement (GPM) mission, tropical rainfall measuring mission multisatellite precipitation analysis version 7, and precipitation estimation from remotely sensed information using artificial neural networks-climate data record, were evaluated over the lower Mekong river basin (LMB) from January 4, 2014 to February 28, 2017 at daily and monthly scales. Daily rainfall data collected from 119 rain gauges in the LMB were used to conduct a pixel-point comparison. Daily discharge observations at six stream gauges, together with a well-calibrated distributed hydrological model, were used to evaluate the hydrological utilities of the three SPP s. The results convey that: integrated multisatellite retrieval for the GPM mission shows more stable and precise estimation of precipitation in pixel-point comparisons (for both all rainfall events and only heavy rain events) than the other two SPP s; precipitation estimation from remotely sensed information using artificial neural networks-climate data record overestimates the rainfall amounts in LMB seriously by 17%; and integrated multisatellite retrieval for the GPM mission performs better than other two SPP s when forcing hydrological model to simulate discharges with more stable and accurate discharge results (daily Nash-Sutcliffe efficiency coefficient larger than 0.73 and monthly Nash-Sutcliffe efficiency coefficient larger than 0.84).
引用
收藏
页码:2357 / 2373
页数:17
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