Detection Framework of Abrupt Changes and Trends in Rainfall Erosivity in Three Gorges Reservoir, China

被引:2
|
作者
Feng, Qian [1 ,2 ]
Dong, Linyao [1 ,2 ]
Liu, Jingjun [3 ]
Liu, Honghu [1 ,4 ]
机构
[1] Changjiang River Sci Res Inst, Wuhan 430015, Peoples R China
[2] Minist Water Resources, Res Ctr Mt Torrent & Geol Disaster Prevent, Wuhan 430010, Peoples R China
[3] Wuhan Hydrol & Water Resources Survey Bur, Wuhan 430074, Peoples R China
[4] Chinese Acad Sci, Inst Soil & Water Conservat, State Key Lab Soil Eros Dryland Farming Loess Plat, Xianyang 712100, Peoples R China
基金
国家重点研发计划; 中国国家自然科学基金;
关键词
soil erosion; USLE; rainfall erosivity; temporal variation; Three Gorges Reservoir; SPATIAL-DISTRIBUTION; METEOROLOGICAL VARIABLES; TEMPORAL TRENDS; RIVER; LAND; PRECIPITATION; PLATEAU; EROSION; REGION; SERIES;
D O I
10.3390/su15032062
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Rainfall erosivity is commonly used to estimate the probability of soil erosion caused by rainfall. The accurate detection of temporal changes in rainfall erosivity and the identification of abrupt changes and trends are important for understanding the physical causes of variation. In this study, a detection framework is introduced to identify temporal changes in rainfall erosivity time series as follows: (i) The significance of time series variation of rainfall erosivity is assessed based on the Hurst coefficient and divided into three levels: None, medium, and high. (ii) The detection of abrupt changes (Mann-Kendall, Moving T, and Bayesian tests) and trends (Spearman and Kendall rank correlation tests) of variate series and the correlation coefficient between the variation component and the original series is calculated. (iii) The modified series is obtained by preferentially eliminating the variation component (trend or change point) with larger correlation coefficients. (iv) We substituted the modified series into steps i to iii until the correlation coefficient was not significant. This framework is used to analyze the variation of rainfall erosivity in the Three Gorges Reservoir, China. The results showed that by using traditional methods, both an increasing trend and an upward change point were observed in Zigui station. However, after the upward change point was deducted from the annual rainfall erosivity series R(t), the resultant R-m(t) showed no statistically significant trend. Trend analysis should be performed considering the existence of an abrupt change to assess the long-term changes in rainfall erosivity series; otherwise, it would result in the wrong conclusion. In addition, the change points detected in the R-m(t) varied with the methods. Compared with the single-test method, the proposed framework can effectively reduce uncertainty.
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页数:15
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