Trends in Moderate Rainfall Extremes: A Regional Monotone Regression Approach

被引:12
|
作者
Roth, M. [1 ,2 ]
Buishand, T. A. [1 ]
Jongbloed, G. [3 ]
机构
[1] Royal Netherlands Meteorol Inst KNMI, NL-3730 AE De Bilt, Netherlands
[2] Eindhoven Univ Technol, EURANDOM, NL-5600 MB Eindhoven, Netherlands
[3] Delft Univ Technol, Delft Inst Appl Math, Delft, Netherlands
关键词
Physical Meteorology and Climatology; Climate change; Mathematical and statistical techniques; Regression analysis; Statistics; QUANTILE REGRESSION; DAILY TEMPERATURE; B-SPLINES; PRECIPITATION; EUROPE; NETHERLANDS; INDEXES;
D O I
10.1175/JCLI-D-14-00685.1
中图分类号
P4 [大气科学(气象学)];
学科分类号
0706 ; 070601 ;
摘要
Rainfall extremes are thought to have increased over recent years. Typically linear trends have been considered to describe the temporal evolution of high quantiles of the daily rainfall distribution. For long records it is important to allow more flexibility. Quantile regression methods are available to estimate monotone trends for single stations. Having multiple stations in a region, the significance of the trend at the regional scale is often of interest. From this perspective the authors propose a regression approach that can be used to estimate a common monotone trend for the site-specific quantiles. Moreover, the method allows for the construction of confidence bands and testing the hypothesis of an existing nondecreasing trend against the null hypothesis of no trend. The approach is applied to 102 series of daily rainfall over the Netherlands for the period 1910-2009. The results are compared with those from a (regional) Mann-Kendall test. Significantly increasing trends are found for the winter season and for the whole year. In the summer season trends are less consistent over the region and are only significant in the western part of the Netherlands. For the summer season, linearity of the trend seems less apparent than for winter and for the whole year. However, the deviation from linearity is not significant.
引用
收藏
页码:8760 / 8769
页数:10
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