Parameters optimization based on the combination of localization and auto-calibration of SWAT model in a small watershed in Chinese Loess Plateau

被引:19
|
作者
Li, Changbin [1 ,2 ]
Qi, Jiaguo [1 ,2 ]
Feng, Zhaodong [1 ,3 ]
Yin, Runsheng [2 ,4 ]
Zou, Songbing [5 ]
Zhang, Feng [2 ,6 ]
机构
[1] Lanzhou Univ, Key Lab Western Chinas Environm Syst, Minist Educ, Lanzhou 730000, Peoples R China
[2] Michigan State Univ, Ctr Global Change & Earth Observat, E Lansing, MI 48823 USA
[3] Baylor Univ, Dept Geol, Waco, TX 76798 USA
[4] Michigan State Univ, Dept Forestry, E Lansing, MI 48824 USA
[5] Chinese Acad Sci, Cold & Arid Reg Environm & Engn Res Inst, Lanzhou 730000, Peoples R China
[6] Lanzhou Univ, Key Lab Arid & Grassland Agroecol, Minist Educ, Lanzhou 730000, Peoples R China
关键词
SWAT; Anjiagou watershed; parameter localization; auto-calibration; flow and sediment assessment; AUTOMATIC CALIBRATION; SENSITIVITY-ANALYSIS; PART; SOIL; AREA; UNCERTAINTY; VEGETATION; CATCHMENT; IMPACTS; QUALITY;
D O I
10.1007/s11707-010-0114-5
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
This study simulated the watershed flow and sediment responses based on calibration of the SWAT model in the semi-arid Chinese Loess Plateau (LP) where soil erosion intensively occurs. After the model's initiation and manual modification, a 7-year inconsecutively observed flow and sediment data from 1984 to 1990 was used to analyze the model's application in the selected watershed called AJW in the Chinese LP region. The model procedure included sensitivity analysis, parameter calibration and model validation. The best parameter set was finally determined based on the combination of parameter localization and auto-calibration. Then the model was assessed for its accuracy based on the NSE estimation, resulting in 0.77 and 0.67 for calibration and 0.46 and 0.32 for validation on simulations for flow and sediment, respectively, which is a moderately satisfactory accuracy among the applications of the SWAT model. Annual watershed assessment on flow and sediment with the calibrated SWAT model resulted in a multiyear averaged annual runoff coefficient of about 2.7% and an erosion modulus of 797 t/(km(2).a(-1)) in the AJW, indicating a beneficial consequence from the implementation of the historical soil and water conservations.
引用
收藏
页码:296 / 310
页数:15
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