Integration of Spatial Probability and Size in Slope-Unit-Based Landslide Susceptibility Assessment: A Case Study
文献类型：期刊论文
| 作者 | Li, Langping1; Lan, Hengxing1,2 |
| 刊名 | INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH
 |
| 出版日期 | 2020-11-01 |
| 卷号 | 17期号:21页码:17 |
| 关键词 | landslide susceptibility assessment slope-unit spatial probability size integration |
| DOI | 10.3390/ijerph17218055 |
| 通讯作者 | Li, Langping(lilp@lreis.ac.cn) |
| 英文摘要 | Landslide spatial probability and size are two essential components of landslide susceptibility. However, in existing slope-unit-based landslide susceptibility assessment methods, landslide size has not been explicitly considered. This paper developed a novel slope-unit based approach for landslide susceptibility assessment that explicitly incorporates landslide size. This novel approach integrates the predicted occurrence probability (spatial probability) of landslides and predicted size (area) of potential landslides for a slope-unit to obtain a landslide susceptibility value for that slope-unit. The results of a case study showed that, from a quantitative point of view, integrating spatial probability and size in slope-unit-based landslide susceptibility assessment can bring remarkable increases of AUC (Area under the ROC curve) values. For slope-unit-based scenarios using the logistic regression method and the neural network method, the average increase of AUC brought by incorporating landslide size is up to 0.0627 and 0.0606, respectively. Slope-unit-based landslide susceptibility models incorporating landslide size had utilized the spatial extent information of historical landslides, which was dropped in models not incorporating landslide size, and therefore can make potential improvements. Nevertheless, additional case studies are still needed to further evaluate the applicability of the proposed approach. |
| WOS关键词 | 2008 WENCHUAN EARTHQUAKE ; MAPPING UNITS ; INVENTORY ; AREA ; MODELS ; DELINEATION ; CATCHMENT ; ZONATION ; GIS |
| 资助项目 | National Natural Science Foundation of China[41807291] ; National Natural Science Foundation of China[41525010] ; National Natural Science Foundation of China[41421001] ; National Natural Science Foundation of China[41941019] ; National Natural Science Foundation of China[41927806] ; National Natural Science Foundation of China[41790443] ; Second Tibetan Plateau Scientific Expedition and Research (STEP) program[2019QZKK0904] ; National Key R&D Program of China[2019YFC1520601] ; Strategic Priority Research Program of Chinese Academy of Sciences (CAS)[XDA23090301] ; Strategic Priority Research Program of Chinese Academy of Sciences (CAS)[XDA19040304] ; Key Research Program of Frontier Sciences of CAS[QYZDY-SSW-DQC019] ; Innovation Project of LREIS, CAS[O88RAA02YA] ; Youth Science Funds of LREIS, CAS[O8R8A082YA] |
| WOS研究方向 | Environmental Sciences & Ecology ; Public, Environmental & Occupational Health |
| 语种 | 英语 |
| WOS记录号 | WOS:000588933200001 |
| 出版者 | MDPI |
| 资助机构 | National Natural Science Foundation of China ; Second Tibetan Plateau Scientific Expedition and Research (STEP) program ; National Key R&D Program of China ; Strategic Priority Research Program of Chinese Academy of Sciences (CAS) ; Key Research Program of Frontier Sciences of CAS ; Innovation Project of LREIS, CAS ; Youth Science Funds of LREIS, CAS |
| 源URL | [http://ir.igsnrr.ac.cn/handle/311030/156537]  |
| 专题 | 中国科学院地理科学与资源研究所 |
| 通讯作者 | Li, Langping |
| 作者单位 | 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China 2.Changan Univ, Sch Geol Engn & Geomat, Xian 710064, Peoples R China |
| 推荐引用方式 GB/T 7714 | Li, Langping,Lan, Hengxing. Integration of Spatial Probability and Size in Slope-Unit-Based Landslide Susceptibility Assessment: A Case Study[J]. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH,2020,17(21):17. |
| APA | Li, Langping,&Lan, Hengxing.(2020).Integration of Spatial Probability and Size in Slope-Unit-Based Landslide Susceptibility Assessment: A Case Study.INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH,17(21),17. |
| MLA | Li, Langping,et al."Integration of Spatial Probability and Size in Slope-Unit-Based Landslide Susceptibility Assessment: A Case Study".INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 17.21(2020):17. |
入库方式： OAI收割
来源：地理科学与资源研究所
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