Quantile regression and clustering analysis of standardized precipitation index in the Tarim River Basin, Xinjiang, China

被引:14
|
作者
Yang, Peng [1 ,2 ]
Xia, Jun [1 ,3 ]
Zhang, Yongyong [1 ]
Han, Jian [1 ,2 ]
Wu, Xia [1 ,2 ]
机构
[1] Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China
[2] Univ Chinese Acad Sci, Beijing 100049, Peoples R China
[3] Wuhan Univ, State Key Lab Water Resources & Hydropower Engn S, Wuhan 430000, Hubei, Peoples R China
关键词
CLIMATE-CHANGE; DROUGHT INDEX; FREQUENCY-ANALYSIS; WATER-RESOURCES; STREAMFLOW; IMPACTS; MITIGATION; RESERVOIR; RUNOFF; TRENDS;
D O I
10.1007/s00704-017-2313-4
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Because drought is a very common and widespread natural disaster, it has attracted a great deal of academic interest. Based on 12-month time scale standardized precipitation indices (SPI12) calculated from precipitation data recorded between 1960 and 2015 at 22 weather stations in the Tarim River Basin (TRB), this study aims to identify the trends of SPI and drought duration, severity, and frequency at various quantiles and to perform cluster analysis of drought events in the TRB. The results indicated that (1) both precipitation and temperature at most stations in the TRB exhibited significant positive trends during 1960-2015; (2) multiple scales of SPIs changed significantly around 1986; (3) based on quantile regression analysis of temporal drought changes, the positive SPI slopes indicated less severe and less frequent droughts at lower quantiles, but clear variation was detected in the drought frequency; and (4) significantly different trends were found in drought frequency probably between severe droughts and drought frequency.
引用
收藏
页码:901 / 912
页数:12
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