GSTDTAP  > 资源环境科学
DOI10.1002/2017WR021044
Predictive performance of rainfall thresholds for shallow landslides in Switzerland from gridded daily data
Leonarduzzi, Elena1,2; Molnar, Peter1; McArdell, Brian W.2
2017-08-01
发表期刊WATER RESOURCES RESEARCH
ISSN0043-1397
EISSN1944-7973
出版年2017
卷号53期号:8
文章类型Article
语种英语
国家Switzerland
英文摘要

A high-resolution gridded daily precipitation data set was combined with a landslide inventory containing over 2000 events in the period 1972-2012 to analyze rainfall thresholds which lead to landsliding in Switzerland. We colocated triggering rainfall to landslides, developed distributions of triggering and nontriggering rainfall event properties, and determined rainfall thresholds and intensity-duration ID curves and validated their performance. The best predictive performance was obtained by the intensity-duration ID threshold curve, followed by peak daily intensity I-max and mean event intensity I-mean. Event duration by itself had very low predictive power. A single country-wide threshold of I-max=28 mm/d was extended into space by regionalization based on surface erodibility and local climate (mean daily precipitation). It was found that wetter local climate and lower erodibility led to significantly higher rainfall thresholds required to trigger landslides. However, we showed that the improvement in model performance due to regionalization was marginal and much lower than what can be achieved by having a high-quality landslide database. Reference cases in which the landslide locations and timing were randomized and the landslide sample size was reduced showed the sensitivity of the I-max rainfall threshold model. Jack-knife and cross-validation experiments demonstrated that the model was robust. The results reported here highlight the potential of using rainfall ID threshold curves and rainfall threshold values for predicting the occurrence of landslides on a country or regional scale with possible applications in landslide warning systems, even with daily data.


英文关键词rainfall-induced landslides precipitation thresholds ROC statistics local thresholds validation
领域资源环境
收录类别SCI-E
WOS记录号WOS:000411202000016
WOS关键词FLOWS-TRIGGERING RAINFALL ; DEBRIS FLOWS ; DURATION CONTROL ; INITIATION ; DEFINITION ; INTENSITY ; ALPS ; IDENTIFICATION ; PRECIPITATION ; VALIDATION
WOS类目Environmental Sciences ; Limnology ; Water Resources
WOS研究方向Environmental Sciences & Ecology ; Marine & Freshwater Biology ; Water Resources
引用统计
被引频次:54[WOS]   [WOS记录]     [WOS相关记录]
文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/20136
专题资源环境科学
作者单位1.Swiss Fed Inst Technol, Inst Environm Engn, Zurich, Switzerland;
2.Swiss Fed Inst Forest Snow & Landscape Res WSL, Birmensdorf, Switzerland
推荐引用方式
GB/T 7714
Leonarduzzi, Elena,Molnar, Peter,McArdell, Brian W.. Predictive performance of rainfall thresholds for shallow landslides in Switzerland from gridded daily data[J]. WATER RESOURCES RESEARCH,2017,53(8).
APA Leonarduzzi, Elena,Molnar, Peter,&McArdell, Brian W..(2017).Predictive performance of rainfall thresholds for shallow landslides in Switzerland from gridded daily data.WATER RESOURCES RESEARCH,53(8).
MLA Leonarduzzi, Elena,et al."Predictive performance of rainfall thresholds for shallow landslides in Switzerland from gridded daily data".WATER RESOURCES RESEARCH 53.8(2017).
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