Feasibility of satellite-based rainfall and soil moisture data in determining the triggering conditions of debris flow: The Jiangjia Gully (China) case study
Yang, Hongjuan2; Hu, Kaiheng1,2; Zhang, Shaojie2; Liu, Shuang2
刊名ENGINEERING GEOLOGY
2023-03-20
卷号315页码:12
关键词Debris flow Rainfall threshold Antecedent precipitation Remote sensing
ISSN号0013-7952
DOI10.1016/j.enggeo.2023.107041
英文摘要

Heavy precipitation is the main trigger for debris-flow hazards. The antecedent moisture condition, which is usually represented by antecedent precipitation, is another hydrometeorological contributing factor to debris flows that originate from shallow landslides. Satellite techniques are an economical and effective way to access rainfall and soil wetness information to determine the triggering conditions of debris flow. However, satellite -based thresholds need to be compared with ground-based thresholds and adjusted to the data source prior to their application. In this study, rainfall intensity-duration (I -D) thresholds were derived from the early and final run products of the Integrated Multi-satellitE Retrievals for Global Precipitation Measurement (IMERG-E and IMERG-F) and gauge measurements using logistic regression for debris flows in the Jiangjia Gully, Yunnan Province, southern China, which has a dense rain gauge network. Data from both the IMERG-E and IMERG-F covered the entire study period. Our evaluation revealed that the I -D threshold derived from the IMERG-E deviated from the gauge-based thresholds. Although the threshold determined by the IMERG-F was compara-ble to the ground-based ones, the presence of substantial false positives and false negatives indicated that its performance was weaker than that of the gauge-based ones. Furthermore, the IMERG-F was suitable if the nearest available gauge was farther than 10 km from the debris-flow initiation zone. We evaluated the feasibility of the surface soil moisture product provided by the Climate Change Initiative program of the European Space Agency (CCI-SM), root-zone soil moisture derived from the CCI-SM using an exponential filter (SM-RZ), and antecedent precipitation for improving the performance of the thresholds by separately using them as the third explanatory variable in addition to rainfall intensity and duration in logistic regression. Satellite soil moisture data were available for 54% of the study period. The results suggested that including antecedent precipitation effectively improved the performance of the thresholds. In contrast, the performance of the thresholds increased only slightly when the CCI-SM or SM-RZ was included. Although these findings are valid only for this study area and need to be assessed for other regions, they present new insights for using satellite rainfall and soil moisture estimates to define thresholds for debris flow.

资助项目Dongchuan Debris Flow Observation and Research Station, Chinese Academy of Sciences ; Second Tibetan Plateau Scientific Expedition and Research Program[2019QZKK0902] ; National Natural Science Foundation of China[91747207] ; National Key R & D Program of China[2018YFC1505205] ; Dadu River Research Project[KB -KY -2021-001]
WOS关键词LANDSLIDE HAZARD ; THRESHOLDS ; INITIATION ; PREDICTION ; IMERG ; PRODUCTS ; IDENTIFICATION ; VALIDATION ; PROVINCE ; RUNOFF
WOS研究方向Engineering ; Geology
语种英语
出版者ELSEVIER
WOS记录号WOS:000991656700001
资助机构Dongchuan Debris Flow Observation and Research Station, Chinese Academy of Sciences ; Second Tibetan Plateau Scientific Expedition and Research Program ; National Natural Science Foundation of China ; National Key R & D Program of China ; Dadu River Research Project
内容类型期刊论文
源URL[http://ir.imde.ac.cn/handle/131551/57392]  
专题成都山地灾害与环境研究所_山地灾害与地表过程重点实验室
通讯作者Hu, Kaiheng
作者单位1.Chinese Acad Sci, Inst Mt Hazards & Environm, Chengdu 610041, Peoples R China
2.Chinese Acad Sci, Inst Mt Hazards & Environm, Key Lab Mt Hazards & Earth Surface Proc, Chengdu 610041, Peoples R China
推荐引用方式
GB/T 7714
Yang, Hongjuan,Hu, Kaiheng,Zhang, Shaojie,et al. Feasibility of satellite-based rainfall and soil moisture data in determining the triggering conditions of debris flow: The Jiangjia Gully (China) case study[J]. ENGINEERING GEOLOGY,2023,315:12.
APA Yang, Hongjuan,Hu, Kaiheng,Zhang, Shaojie,&Liu, Shuang.(2023).Feasibility of satellite-based rainfall and soil moisture data in determining the triggering conditions of debris flow: The Jiangjia Gully (China) case study.ENGINEERING GEOLOGY,315,12.
MLA Yang, Hongjuan,et al."Feasibility of satellite-based rainfall and soil moisture data in determining the triggering conditions of debris flow: The Jiangjia Gully (China) case study".ENGINEERING GEOLOGY 315(2023):12.
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