An Update on Rainfall Thresholds for Rainfall-Induced Landslides in the Southern Apuan Alps (Tuscany, Italy) Using Different Statistical Methods

被引:1
|
作者
Giannecchini, Roberto [1 ,2 ]
Zanon, Alessandro [1 ]
Barsanti, Michele [3 ]
机构
[1] Univ Pisa, Dept Earth Sci, Via S Maria 53, I-56126 Pisa, Italy
[2] Univ Pisa, CIRSEC Ctr Climate Change Impact, Via Borghetto 80, I-56124 Pisa, Italy
[3] Univ Pisa, Dept Civil & Ind Engn, I-56122 Pisa, Italy
关键词
rainfall threshold; shallow landslide; logistic regression; quantile regression; least-squares linear fit; southern Apuan Alps; Italy; SHALLOW LANDSLIDES; DEBRIS FLOWS; DURATION CONTROL; EASTERN LIGURIA; INTENSITY; INITIATION; HAZARD; SUSCEPTIBILITY; ENVIRONMENT; PREDICTION;
D O I
10.3390/w16050624
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The southern Apuan Alps (Italy) are prone to rainfall-induced landslides. A first attempt to calculate rainfall thresholds was made in 2006 using non-statistical and repeatable methods for the 1975-2002 period. This research aims to update, validate, and compare the results of that attempt through different statistical approaches. Furthermore, a new dataset of rainfall and landslides from 2008 to 2016 was collected and analyzed by reconstructing the rainfall events via an automatic procedure. To obtain the rainfall thresholds in terms of the duration-intensity relationship, we applied three different statistical methods for the first time in this area: logistic regression (LR), quantile regression (QR), and least-squares linear fit (LSQ). The updated rainfall thresholds, obtained through statistical methods and related to the 1975-2002 dataset, resulted in little difference from the ones obtained with non-statistical methods and have similar efficiency values among themselves. The best one is provided by the LR, with a landslide probability of 0.55 (efficiency of 89.8%). The new rainfall thresholds, calculated by applying the three statistical methods on the dataset from 2008-2016, are similar to the 1975-2002 ones, except for the LR threshold, which exhibits a higher slope. This result confirms the validity of the thresholds obtained with the old database.
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页数:24
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