Informing the SWAT model with remote sensing detected vegetation phenology for improved modeling of ecohydrological processes

被引:47
作者
Chen, Shouzhi [1 ]
Fu, Yongshuo H. [1 ,2 ]
Wu, Zhaofei [1 ]
Hao, Fanghua [1 ]
Hao, Zengchao [1 ]
Guo, Yahui [1 ]
Geng, Xiaojun [1 ]
Li, Xiaoyan [3 ]
Zhang, Xuan [1 ]
Tang, Jing [4 ,5 ]
Singh, Vijay P. [6 ]
Zhang, Xuesong [7 ]
机构
[1] Beijing Normal Univ, Coll Water Sci, Beijing 100875, Peoples R China
[2] Univ Antwerp, Dept Biol Plants & Ecosyst, Antwerp, Belgium
[3] Beijing Normal Univ, Fac Geog Sci, State Key Lab Earth Surface Proc & Resource Ecol, Beijing 100875, Peoples R China
[4] Lund Univ, Dept Phys Geog & Ecosyst Sci, Solvegatan 12, SE-22362 Lund, Sweden
[5] Univ Copenhagen, Dept Biol, Terr Ecol Sect, DK-2100 Copenhagen, Denmark
[6] Texas A&M Univ, Dept Biol & Agr Engn, College Stn, TX USA
[7] USDA, Hydrol & Remote Sensing Lab, ARS, Beltsville, MD 20705 USA
关键词
Vegetation phenology; Runoff; SWAT modification; LAI simulation; LEAF-AREA INDEX; SPRING PHENOLOGY; NORTHERN-HEMISPHERE; CLIMATE; GROWTH; CHINA; EVAPOTRANSPIRATION; VARIABILITY; FEEDBACKS; RESPONSES;
D O I
10.1016/j.jhydrol.2022.128817
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The Soil and Water Assessment Tool (SWAT) model has been widely applied for simulating the water cycle and quantifying the influence of climate change and anthropogenic activities on hydrological processes. A major uncertainty of SWAT stems from the poor representation of vegetation dynamics due to the use of a simplistic vegetation growth and development module. Using long-term remote sensing-based phenological data, the SWAT model's vegetation module was improved by adding a dynamic growth start date and the dynamic heat requirement for vegetation growth rather than using constant values. The new SWAT model was verified in the Han River basin, China, and found its performance was much improved in comparison with that of the original SWAT model. Specifically, the accuracy of the leaf area index (LAI) simulation improved notably (coefficient of determination (R-2) increased by 0.193, Nash-Sutcliffe Efficiency (NSE) increased by 0.846, and percent bias decreased by 42.18 %), and that of runoff simulation improved modestly (R-2 increased by 0.05 and NSE was similar). Additionally, it is found that the original SWAT model substantially underestimated evapotranspiration (Penman-Monteith method) in comparison with the new SWAT model (65.09 mm (or 22.17 %) for forests, 92.27 mm (or 32 %) for orchards, and 96.16 mm (or 36.4 %) for farmland), primarily due to the inaccurate representation of LAI dynamics. Our results suggest that an accurate representation of phenological dates in the vegetation growth module is important for improving the SWAT model performance in terms of estimating terrestrial water and energy balance.
引用
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页数:13
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