Assessing geological hazard susceptibility and impacts of climate factors in the eastern Himalayan syntaxis region
文献类型:期刊论文
作者 | Yao, Jiaming5; Wang, Yanbing4; Wang, Teng5; Zhang, Beibei3; Wu, Yuming3; Yao, Xin1,2; Zhao, Zheng3; Zhu, Shu4 |
刊名 | LANDSLIDES
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出版日期 | 2024-05-23 |
卷号 | N/A页码:15 |
关键词 | Susceptibility Random forest GEE InSAR Eastern Himalayan syntaxis Seasonal changes |
ISSN号 | 1612-510X |
DOI | 10.1007/s10346-024-02262-4 |
英文摘要 | The eastern Himalayan syntaxis (EHS) region is characterized by steep topography, strong tectonic activity, and strong disaster activity, and the disaster activity has a temporal correlation with the change of seasonal climate factors. Different from other disaster-prone areas, the disasters in the EHS area are more destructive and more susceptible to changes in climate factors. However, previous studies on disaster susceptibility in the region mainly focused on geohazard samples, regional topography, and geological conditions and seldom considered the characteristics of disaster activity and the characteristics of seasonal temperature and rainfall changes, which often led to an underestimation of disaster susceptibility in this region. Therefore, in this study, SBAS-InSAR technology and the GEE (Google Earth Engine) platform were used to identify 317 geological disasters and construct the spatial-temporal motion field and spatial-temporal background information of disasters in the last 5 years. Based on the random forest and optimized evaluation data model, the disaster susceptibility in the EHS area was quantitatively evaluated. The AUC value of the model was 0.89, indicating that the results have high reliability. The results showed that the high-susceptibility areas were mainly distributed in the riverbank and high-altitude areas. The SHAP model revealed that the factors of temperature, precipitation, slope, and elevation in the EHS area had a great negative influence on the disaster. The quantitative results of the influence of seasonal temperature and precipitation on disaster susceptibility showed that the area of susceptibility in summer was significantly higher than that in winter, and the area of high and very high susceptibility increased by about 13%. Finally, the dynamic failure process of typical landslide and glacier disasters in highly susceptible areas was quantitatively predicted, which provides a scientific basis for disaster prevention. |
WOS关键词 | TIBETAN PLATEAU ; LANDSLIDE ; EVOLUTION |
资助项目 | Science and Technology Project of State Grid ; European Space Agency (ESA) |
WOS研究方向 | Engineering ; Geology |
语种 | 英语 |
WOS记录号 | WOS:001230074400001 |
出版者 | SPRINGER HEIDELBERG |
资助机构 | Science and Technology Project of State Grid ; European Space Agency (ESA) |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/205560] ![]() |
专题 | 资源与环境信息系统国家重点实验室_外文论文 |
通讯作者 | Yao, Xin |
作者单位 | 1.Minist Nat Resource, Key Lab Act Tecton & Geol Safety, Beijing 100081, Peoples R China 2.Chinese Acad Geol Sci, Inst Geomech, Beijing 100081, Peoples R China 3.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China 4.State Grid Econ & Technol Res Inst Co Ltd, Beijing 102209, Peoples R China 5.Peking Univ, Sch Earth & Space Sci, Beijing 100871, Peoples R China |
推荐引用方式 GB/T 7714 | Yao, Jiaming,Wang, Yanbing,Wang, Teng,et al. Assessing geological hazard susceptibility and impacts of climate factors in the eastern Himalayan syntaxis region[J]. LANDSLIDES,2024,N/A:15. |
APA | Yao, Jiaming.,Wang, Yanbing.,Wang, Teng.,Zhang, Beibei.,Wu, Yuming.,...&Zhu, Shu.(2024).Assessing geological hazard susceptibility and impacts of climate factors in the eastern Himalayan syntaxis region.LANDSLIDES,N/A,15. |
MLA | Yao, Jiaming,et al."Assessing geological hazard susceptibility and impacts of climate factors in the eastern Himalayan syntaxis region".LANDSLIDES N/A(2024):15. |
入库方式: OAI收割
来源:地理科学与资源研究所
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