Integrating Global Satellite-Derived Data Products as a Pre-Analysis for Hydrological Modelling Studies: A Case Study for the Red River Basin

被引:41
作者
Simons, Gijs [1 ,2 ]
Bastiaanssen, Wim [1 ,3 ]
Le An Ngo [4 ]
Hain, Christopher R. [5 ]
Anderson, Martha [6 ]
Senay, Gabriel [7 ]
机构
[1] Delft Univ Technol, Dept Water Management, Fac Civil Engn & Geosci, Stevinweg 1, NL-2628 CN Delft, Netherlands
[2] FutureWater, Costerweg 1V, NL-6702 AA Wageningen, Netherlands
[3] UNESCO IHE, Westvest 7, NL-2611 AX Delft, Netherlands
[4] Thuy Loi Univ, Fac Hydrol & Water Resources, 175 Tay Son, Hanoi, Vietnam
[5] Univ Maryland, Earth Syst Sci Interdisciplinary Ctr, College Pk, MD 20742 USA
[6] USDA ARS, Hydrol & Remote Sensing Lab, Beltsville, MD 20705 USA
[7] Colorado State Univ, North Cent Climate Sci Ctr, USGS EROS Ctr, Ft Collins, CO 80523 USA
关键词
global satellite-derived data; intercomparison; evapotranspiration; Red River Basin; hydrological modeling; water accounting; REMOTELY-SENSED EVAPOTRANSPIRATION; WATER WITHDRAWALS; SURFACE-WATER; TIME-SERIES; NILE BASIN; RAINFALL; BALANCE; MODIS; EVAPORATION; MICROWAVE;
D O I
10.3390/rs8040279
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
With changes in weather patterns and intensifying anthropogenic water use, there is an increasing need for spatio-temporal information on water fluxes and stocks in river basins. The assortment of satellite-derived open-access information sources on rainfall (P) and land use/land cover (LULC) is currently being expanded with the application of actual evapotranspiration (ETact) algorithms on the global scale. We demonstrate how global remotely sensed P and ETact datasets can be merged to examine hydrological processes such as storage changes and streamflow prior to applying a numerical simulation model. The study area is the Red River Basin in China in Vietnam, a generally challenging basin for remotely sensed information due to frequent cloud cover. Over this region, several satellite-based P and ETact products are compared, and performance is evaluated using rain gauge records and longer-term averaged streamflow. A method is presented for fusing multiple satellite-derived ETact estimates to generate an ensemble product that may be less susceptible, on a global basis, to errors in individual modeling approaches. Subsequently, monthly satellite-derived rainfall and ETact are combined to assess the water balance for individual subcatchments and types of land use, defined using a global land use classification improved based on auxiliary satellite data. It was found that a combination of TRMM rainfall and the ensemble ETact product is consistent with streamflow records in both space and time. It is concluded that monthly storage changes, multi-annual streamflow and water yield per LULC type in the Red River Basin can be successfully assessed based on currently available global satellite-derived products.
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页数:28
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