Multi-Variable SWAT Model Calibration Using Satellite-Based Evapotranspiration Data and Streamflow

被引:19
作者
Koltsida, Evgenia [1 ]
Kallioras, Andreas [1 ]
机构
[1] Natl Tech Univ Athens, Lab Engn Geol & Hydrogeol, Sch Min & Met Engn, Heroon Polytech Str 9, Athens 15780, Greece
关键词
SWAT; streamflow; MODIS; evapotranspiration; hydrological modeling; multi-variable calibration; REMOTELY-SENSED EVAPOTRANSPIRATION; WATER ASSESSMENT-TOOL; UNCERTAINTY; QUALITY; VALIDATION; SOIL; EQUIFINALITY; PERFORMANCE; CATCHMENT; HYDROLOGY;
D O I
10.3390/hydrology9070112
中图分类号
TV21 [水资源调查与水利规划];
学科分类号
081501 ;
摘要
In this study, monthly streamflow and satellite-based actual evapotranspiration data (AET) were used to evaluate the Soil and Water Assessment Tool (SWAT) model for the calibration of an experimental sub-basin with mixed land-use characteristics in Athens, Greece. Three calibration scenarios were performed using streamflow (i.e., single variable), AET (i.e., single variable), and streamflow-AET data together (i.e., multi-variable) to provide insights into how different calibration scenarios affect the hydrological processes of a catchment with complex land use characteristics. The actual evapotranspiration data were obtained from the Moderate Resolution Imaging Spectroradiometer (MODIS). The calibration was achieved with the use of the SUFI-2 algorithm in the SWAT-CUP program. The results suggested that the single variable calibrations showed moderately better performance than the multi-variable calibration. However, the multi-variable calibration scenario displayed acceptable outcomes for both streamflow and actual evapotranspiration and indicated reasonably good streamflow estimations (NSE = 0.70; R-2 = 0.86; PBIAS = 6.1%). The model under-predicted AET in all calibration scenarios during the dry season compared to MODIS satellite-based AET. Overall, this study demonstrated that satellite-based AET data, together with streamflow data, can enhance model performance and be a good choice for watersheds lacking sufficient spatial data and observations.
引用
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页数:15
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