Quantifying the Relative Contribution of Climate and Human Impacts on Runoff Change Based on the Budyko Hypothesis and SVM Model

被引:39
|
作者
Huang, Shengzhi [1 ]
Chang, Jianxia [1 ]
Huang, Qiang [1 ]
Chen, Yutong [1 ]
Leng, Guoyong [2 ]
机构
[1] Xian Univ Technol, State Key Lab Base Ecohydraul Engn Arid Area, Xian 710048, Peoples R China
[2] Pacific NW Natl Lab, Joint Global Change Res Inst, College Pk, MD 20740 USA
关键词
The heuristic segmentation method; The Budyko hypothesis; Support vector machine; The wei river basin; RIVER-BASIN; STREAMFLOW; SENSITIVITY; CATCHMENT;
D O I
10.1007/s11269-016-1286-x
中图分类号
TU [建筑科学];
学科分类号
0813 ;
摘要
The Wei River Basin (WRB), the largest tributary of the Yellow River in China, has experienced a noticeable decrease in annual runoff during the last 50 years. Quantifying the relative contributions of climate change and human activities on runoff changes is thus important for local water resources management and sustainable water resources utilizations. In this study, the heuristic segmentation method was first adopted to detect the change points of annual runoff at Linjiacun and Huaxian stations which lies in the middle and lower reaches of the basin, respectively. Then, the Budyko hypothesis and SVM-based model were applied to attribute the detected runoff changes to climate change and human activities. Results showed that: (1) two change points were detected for the annual runoff at the Linjiacun station (1971 and 1993), and Huaxian station (1969 and 1993); (2) based on the Budyko hypothesis, the relative contributions of climate change and human activities to runoff changes at Linjiacun and Huaxian stations are 42.2 %, 57.8 % and 30.5 %, 69.8 %, respectively, whilst those based on the SVM-based model are 45.3 %, 54.7 % and 34.7 %, 65.3 %, respectively. The high consistence between the two approaches indicates that human activities are the dominate factor on historical runoff changes in the WRB.
引用
收藏
页码:2377 / 2390
页数:14
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