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

机译:塔里木河流域标准降水指数的分位数回归和聚类分析

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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.
机译:由于干旱是非常普遍和广泛的自然灾害,因此引起了很多学术兴趣。根据从1960年至2015年在塔里木河盆地(TRB)的22个气象站记录的降水数据计算出的12个月时标标准化降水指数(SPI12),本研究旨在确定SPI的趋势以及干旱持续时间,严重程度,频率和频率,并对TRB中的干旱事件进行聚类分析。结果表明:(1)TRB大部分站点的降水和温度都呈现出明显的正趋势,在1960-2015年期间; (2)多个SPI的规模在1986年左右发生了重大变化; (3)基于时间干旱变化的分位数回归分析,正SPI斜率表明较低分位数下的干旱程度较小,频率较低,但干旱频率变化明显; (4)干旱频率的变化趋势明显不同,可能在严重干旱和干旱频率之间。

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  • 来源
    《Theoretical and applied climatology》 |2018年第4期|901-912|共12页
  • 作者单位

    Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China;

    Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China;

    Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China;

    Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China;

    Chinese Acad Sci, Key Lab Water Cycle & Related Land Surface Proc, Inst Geog Sci & Nat Resources Res, Beijing 100101, Peoples R China;

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