Effect of LULC data resolution on hydrological and erosion modeling using SWAT model

被引:14
作者
M'Barek, Samir Ait [1 ]
Bouslihim, Yassine [2 ]
Rochdi, Aicha [1 ]
Miftah, Abdelhalim [1 ,3 ]
机构
[1] Hassan First Univ, Fac Sci & Tech, Lab Phys Chem Proc & Mat, Settat, Morocco
[2] Natl Inst Agr Res, Rabat, Morocco
[3] Sidi Mohamed Ben Abdellah Univ, Fac Sci & Technol, Lab Intelligent Syst Geo Resources & Renewable En, Fes, Morocco
关键词
Hydrological modeling; SWAT; LULC resolution; Multi-site calibration; El Grou watershed; CLIMATE-CHANGE IMPACTS; SOIL DATA RESOLUTION; LAND-COVER CHANGES; SEDIMENT YIELD; WATER-RESOURCES; CURVE NUMBER; RIVER-BASIN; UNCERTAINTY; CALIBRATION; RUNOFF;
D O I
10.1007/s40808-022-01537-w
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The effect of input data resolution on hydrological model performance was not considered in many studies despite its crucial importance, especially for over-parameterized hydrological models. Therefore, in the present study, three land cover sources with different resolutions (Sentinel-2, Landsat 8, and CCI-LC, with 10 m, 30 m and 300 m, respectively) were used as input data for the Soil & Water Assessment Tool (SWAT) model, to assess their impact on hydrological and erosion modeling. The SWAT model was performed over 19 years (2000-2018) in El Grou watershed (3504 km(2)) under a multi-site calibration approach (two stations). Statistical analysis showed good and satisfactory results for model calibration and validation. The values obtained are between 0.65 and 0.68 for R-2 and NSE (Nash-Sutcliffe coefficient), and 0.57-0.63 for RSR (ratio of the root mean square error). Comparing the three models' performance (before and after calibration) indicates a significant similarity whatever the used LULC. Also, the three LULC-based simulations show a predominance of evapotranspiration with 68% and a significant sediment loss of around 1 million tons. This highlights a significant deterioration of the soils and vegetation cover, which requires a sustainable intervention to limit the effects of this phenomenon and protect soils and dams against siltation. Finally, the findings of this study highlight that low-resolution LULC data are often suitable to obtain good results while reducing processing and calibration efforts, which saves time and resources; However, the choice remains open, depending on the study purpose and the expected results.
引用
收藏
页码:831 / 846
页数:16
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