Application of an incomplete landslide inventory, logistic regression model and its validation for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China
文献类型:期刊论文
作者 | Xu, Chong1,2; Xu, Xiwei1; Dai, Fuchu2; Wu, Zhide3; He, Honglin1; Shi, Feng1; Wu, Xiyan1; Xu, Suning4 |
刊名 | NATURAL HAZARDS
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出版日期 | 2013-09-01 |
卷号 | 68期号:2页码:883-900 |
关键词 | The 2008 Wenchuan earthquake Landslides Landslide susceptibility mapping Logistic regression Success rate Predictive rate |
ISSN号 | 0921-030X |
DOI | 10.1007/s11069-013-0661-7 |
文献子类 | Article |
英文摘要 | The main purpose of this paper is to present the use of multi-resource remote sensing data, an incomplete landslide inventory, GIS technique and logistic regression model for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China. Landslide location polygons were delineated from visual interpretation of aerial photographs, satellite images in high resolutions, and verified by selecting field investigations. Eight factors, including slope angle, slope aspect, elevation, distance from drainages, distance from roads, distance from main faults, seismic intensity and lithology were selected as controlling factors for earthquake-triggered landslide susceptibility mapping. Qualitative susceptibility analyses were carried out using the map overlaying techniques in GIS platform. The validation result showed a success rate of 82.751 % between the susceptibility probability index map and the location of the initial landslide inventory. The predictive rate of 86.930 % was obtained by comparing the additional landslide polygons and the landslide susceptibility probability index map. Both the success rate and the predictive rate show sufficient agreement between the landslide susceptibility map and the existing landslide data, and good predictive power for spatial prediction of the earthquake-triggered landslides. |
WOS关键词 | ARTIFICIAL NEURAL-NETWORKS ; SPATIAL PREDICTION MODELS ; SUPPORT VECTOR MACHINE ; BHAGIRATHI GANGA VALLEY ; ROCK SLOPE STABILITY ; WEIGHTS-OF-EVIDENCE ; HOA BINH PROVINCE ; HAZARD ZONATION ; TRIGGERED LANDSLIDES ; CONDITIONAL-PROBABILITY |
WOS研究方向 | Geology ; Meteorology & Atmospheric Sciences ; Water Resources |
语种 | 英语 |
WOS记录号 | WOS:000322727300035 |
出版者 | SPRINGER |
资助机构 | National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) ; National Science Foundation of China(41202235) |
源URL | [http://ir.iggcas.ac.cn/handle/132A11/87384] ![]() |
专题 | 中国科学院地质与地球物理研究所 |
通讯作者 | Xu, Chong |
作者单位 | 1.China Earthquake Adm, Inst Geol, Key Lab Act Tecton & Volcano, Beijing 100029, Peoples R China 2.Chinese Acad Sci, Inst Geol & Geophys, Beijing 100029, Peoples R China 3.PetroChina, Langfang Branch, Res Inst Petr Explorat & Dev, Langfang 065007, Peoples R China 4.China Inst Geoenvironm Monitoring, Beijing 100081, Peoples R China |
推荐引用方式 GB/T 7714 | Xu, Chong,Xu, Xiwei,Dai, Fuchu,et al. Application of an incomplete landslide inventory, logistic regression model and its validation for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China[J]. NATURAL HAZARDS,2013,68(2):883-900. |
APA | Xu, Chong.,Xu, Xiwei.,Dai, Fuchu.,Wu, Zhide.,He, Honglin.,...&Xu, Suning.(2013).Application of an incomplete landslide inventory, logistic regression model and its validation for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China.NATURAL HAZARDS,68(2),883-900. |
MLA | Xu, Chong,et al."Application of an incomplete landslide inventory, logistic regression model and its validation for landslide susceptibility mapping related to the May 12, 2008 Wenchuan earthquake of China".NATURAL HAZARDS 68.2(2013):883-900. |
入库方式: OAI收割
来源:地质与地球物理研究所
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