Occurrence probability assessment of earthquake-triggered landslides with Newmark displacement values and logistic regression: The Wenchuan earthquake, China

被引:55
|
作者
Wang, Ying [1 ,2 ]
Song, Chongzhen [1 ,2 ]
Lin, Qigen [1 ,2 ]
Li, Juan [1 ]
机构
[1] Beijing Normal Univ, Minist Educ, Key Lab Environm Change & Nat Disaster, Beijing 100875, Peoples R China
[2] Beijing Normal Univ, Acad Disaster Reduct & Emergency Management, Beijing 100875, Peoples R China
关键词
Newmark displacement; Logistic regression; Wenchuan earthquake; China; ARTIFICIAL NEURAL-NETWORKS; SPATIAL-DISTRIBUTION; SUSCEPTIBILITY; GIS; HAZARD; VALIDATION; CALIFORNIA; MODELS;
D O I
10.1016/j.geomorph.2016.01.004
中图分类号
P9 [自然地理学];
学科分类号
0705 ; 070501 ;
摘要
The Newmark displacement model has been used to predict earthquake-triggered landslides. Logistic regression (LR) is also a common landslide hazard assessment method. We combined the Newmark displacement model and LR and applied them to Wenchuan County and Beichuan County in China, which were affected by the M-s. 8.0 Wenchuan earthquake on May 12th, 2008, to develop a mechanism-based landslide occurrence probability model and improve the predictive accuracy. A total of 1904 landslide sites in Wenchuan County and 3800 random non-landslide sites were selected as the training dataset. We applied the Newmark model and obtained the distribution of permanent displacement (D-n) for a 30 x 30 m grid. Four factors (D-n, topographic relief, and distances to drainages and roads) were used as independent variables for LR. Then, a combined model was obtained, with an AUC (area under the curve) value of 0.797 for Wenchuan County. A total of 617 landslide sites and non-landslide sites in Beichuan County were used as a validation dataset with AUC = 0.753. The proposed method may also be applied to earthquake-induced landslides in other regions. (C) 2016 Elsevier B.V. All rights reserved.
引用
收藏
页码:108 / 119
页数:12
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