Definition of Rainfall Thresholds for Landslides Using Unbalanced Datasets: Two Case Studies in Shaanxi Province, China

被引:6
|
作者
Zhang, Sen [1 ]
Pecoraro, Gaetano [2 ]
Jiang, Qigang [1 ]
Calvello, Michele [2 ]
机构
[1] Jilin Univ, Coll Geoexplorat Sci & Technol, Changchun 130026, Peoples R China
[2] Univ Salerno, Dept Civil Engn, I-84084 Fisciano, Italy
关键词
rainfall-induced landslide; early warning system; non-triggering rainfall event; performance; China; TRIGGERING RAINFALL; SHALLOW LANDSLIDES; DURATION CONTROL; DEBRIS FLOWS; INITIATION; INTENSITY; MOUNTAINS; EVOLUTION; GAUGE;
D O I
10.3390/w15061058
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The Lueyang and Xunyang counties in the Shaanxi province (China) are highly susceptible to rainfall-induced landslides. Rainfall thresholds are the most used tool to predict the occurrence of rainfall-induced landslides over large areas. However, the definition of robust thresholds may be difficult for unbalanced datasets, for which the number of non-landslide observations is much higher than the number of landslide observations. This study aims at defining adequate rainfall thresholds for the two study areas using landslide datasets that are strongly unbalanced in terms of occurrences vs. non-occurrences. Two types of rainfall thresholds are determined using a frequentist method at several non-exceedance and exceedance probabilities, separately considering rainfall events responsible for landslides (positive thresholds) and rainfall events not responsible for landslides (negative thresholds). The comparison between the two sets of thresholds shows that the method based on non-triggering events allows defining rainfall thresholds characterized by lower uncertainties and a better performance than the ones defined considering the triggering events, in both the study areas. In particular, the best-performing thresholds are the negative threshold defined at 15% exceedance probability for the Lueyang county and the negative threshold defined at 20% exceedance probability for the Xunyang county.
引用
收藏
页数:15
相关论文
共 50 条
  • [21] Examination of slope hazard assessment by using case studies of earthquake- and rainfall-induced landslides
    Mizuhashi, Masanori
    Towhata, Ikuo
    Sato, Junichi
    Tsujimura, Takashi
    SOILS AND FOUNDATIONS, 2006, 46 (06) : 843 - 853
  • [22] Triggering mechanism and reactivation probability of loess-mudstone landslides induced by rainfall infiltration: a case study in Qinghai Province, Northwestern China
    Mu, Wenping
    Wu, Xiong
    Qian, Cheng
    Wang, Kang
    ENVIRONMENTAL EARTH SCIENCES, 2020, 79 (01)
  • [23] Triggering mechanism and reactivation probability of loess-mudstone landslides induced by rainfall infiltration: a case study in Qinghai Province, Northwestern China
    Wenping Mu
    Xiong Wu
    Cheng Qian
    Kang Wang
    Environmental Earth Sciences, 2020, 79
  • [24] Revealing Cropping Intensity Dynamics Using High-Resolution Imagery: A Case Study in Shaanxi Province, China
    Liu, Yadong
    Li, Hongmei
    Zhu, Lin
    Chen, Bin
    Li, Meirong
    He, Huijuan
    Zhou, Hui
    Wang, Zhao
    Yu, Qiang
    REMOTE SENSING, 2024, 16 (20)
  • [25] Forecasting CO2 Emissions Using a Novel Grey Bernoulli Model: A Case of Shaanxi Province in China
    Wang, Huiping
    Zhang, Zhun
    INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH, 2022, 19 (09)
  • [26] Extracting region-specific runout behavior and rainfall thresholds for massive landslides using seismic records: a case study in southern Taiwan
    Ching Hung
    Guan-Wei Lin
    Ben Leshchinsky
    Hsien-Li Kuo
    Bulletin of Engineering Geology and the Environment, 2019, 78 : 4095 - 4105
  • [27] Extracting region-specific runout behavior and rainfall thresholds for massive landslides using seismic records: a case study in southern Taiwan
    Hung, Ching
    Lin, Guan-Wei
    Leshchinsky, Ben
    Kuo, Hsien-Li
    BULLETIN OF ENGINEERING GEOLOGY AND THE ENVIRONMENT, 2019, 78 (06) : 4095 - 4105
  • [28] Predicting Potential Rainfall-Triggered Landslides Sites in Guangdong Province (China) using MaxEnt Model under Climate Changes Scenarios
    Mai J.
    Xian Y.
    Liu G.
    Journal of Geo-Information Science, 2021, 23 (11) : 2042 - 2054
  • [29] Study of Environmental Change Detection Using Remote Sensing and GIS Application: A Case Study of Northern Shaanxi Province, China
    You Yanli
    Jabbar, Mushtak T.
    Zhou, Jing-Xuan
    POLISH JOURNAL OF ENVIRONMENTAL STUDIES, 2012, 21 (03): : 783 - 790
  • [30] Experimental modeling of tsunamis generated by subaerial landslides: two case studies of the Three Gorges Reservoir, China
    Huang Bolin
    Yin Yueping
    Chen Xiaoting
    Liu Guangning
    Wang Sichang
    Jiang Zhibing
    ENVIRONMENTAL EARTH SCIENCES, 2014, 71 (09) : 3813 - 3825