Estimating the daily rainfall thresholds of regional debris flows in the Bailong River Basin, China

被引:11
|
作者
Zhao, Yan [1 ]
Meng, Xingmin [1 ,2 ,3 ]
Qi, Tianjun [4 ]
Chen, Guan [1 ]
Li, Yajun [1 ]
Yue, Dongxia [4 ]
Qing, Feng [5 ]
机构
[1] Lanzhou Univ, Sch Earth Sci, Lanzhou 730000, Peoples R China
[2] Technol & Innovat Ctr Environm Geol & Geohazard Pr, Lanzhou 730000, Peoples R China
[3] Int Sci & Technol Cooperat Base Geohazards Monitor, Lanzhou 730000, Gansu, Peoples R China
[4] Lanzhou Univ, Coll Earth & Environm Sci, Lanzhou 730000, Peoples R China
[5] Tsinghua Univ, Inst Publ Safety Res, Dept Engn Phys, Beijing 100084, Peoples R China
基金
中国国家自然科学基金;
关键词
Debris flow; Rainfall threshold; Frequency; Machine learning; SHALLOW LANDSLIDES; SUSCEPTIBILITY ANALYSIS; DURATION CONTROL; GANSU PROVINCE; FREQUENCY; INITIATION; MAGNITUDE; VEGETATION; INTENSITY; EARTHQUAKE;
D O I
10.1007/s10064-023-03068-9
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Debris flows pose a major threat to life and property in mountainous regions. Rainfall thresholds are an important component for providing an early warning of debris flows. Most rainfall thresholds were calculated based on historical debris flow events and rainfall monitoring data, but in the areas where the debris flow events and rainfall monitoring data are lacking, these threshold models cannot be established. Here, we present a method for estimating the daily rainfall thresholds of regional debris flows according to different underlying surface factors. First, based on 34 underlying surface factors and 652 debris flow catchments with known frequencies, a relationship model between the influencing factors and debris flow frequency was established; second, a fitting function between the frequency of days with rainfall greater than a given amount (15 mm, 20 mm, 25 mm, 30 mm, 40 mm, and 50 mm) was derived. Last, the predicted debris flow frequencies were input into the fitting function to estimate the daily rainfall thresholds of each catchment. The estimated thresholds were verified using historical debris flow events, and the verification results were R-2 = 0.82, MAE = 2.81, RMSE = 3.95. The daily rainfall thresholds of regional debris flows estimated in this study can provide a reference for the early warning of regional debris flows where monitoring data are lacking.
引用
收藏
页数:15
相关论文
共 50 条
  • [1] Estimating the daily rainfall thresholds of regional debris flows in the Bailong River Basin, China
    Yan Zhao
    Xingmin Meng
    Tianjun Qi
    Guan Chen
    Yajun Li
    Dongxia Yue
    Feng Qing
    Bulletin of Engineering Geology and the Environment, 2023, 82
  • [2] Early Identification of River Blockage Disasters Caused by Debris Flows in the Bailong River Basin, China
    Zeng, Jianjun
    Zhao, Yan
    Zheng, Jiaoyu
    Zhang, Yongjun
    Shi, Pengqing
    Li, Yajun
    Chen, Guan
    Meng, Xingmin
    Yue, Dongxia
    REMOTE SENSING, 2024, 16 (07)
  • [3] Response of a loess landslide to rainfall: observations from a field artificial rainfall experiment in Bailong River Basin, China
    Chen, Guan
    Meng, Xingmin
    Qiao, Liang
    Zhang, Yi
    Wang, Siyuan
    LANDSLIDES, 2018, 15 (05) : 895 - 911
  • [4] Response of a loess landslide to rainfall: observations from a field artificial rainfall experiment in Bailong River Basin, China
    Guan Chen
    Xingmin Meng
    Liang Qiao
    Yi Zhang
    Siyuan Wang
    Landslides, 2018, 15 : 895 - 911
  • [5] Rainfall thresholds for the occurrence of debris flows in the Jiangjia Gully, Yunnan Province, China
    Zhuang, Jianqi
    Cui, Peng
    Wang, Gonghui
    Chen, Xiaoqing
    Iqbal, Javed
    Guo, Xiaojun
    ENGINEERING GEOLOGY, 2015, 195 : 335 - 346
  • [6] Study on the Influences of Jugan Gully Debris Flows on the Hydropower Projects in Bailong River
    Wu, Wei-jiang
    Mu, Peng
    Wei, Wan-hong
    INTERNATIONAL CONFERENCE ON WATER RESOURCE AND ENVIRONMENTAL PROTECTION WREP 2014, 2014, : 254 - 260
  • [7] Critical rainfall thresholds for debris flows in Sanyanyu, Zhouqu County, Gansu Province, China
    Yu, G.
    Zhang, M.
    Cong, K.
    Pei, L.
    QUARTERLY JOURNAL OF ENGINEERING GEOLOGY AND HYDROGEOLOGY, 2015, 48 (3-4) : 224 - 233
  • [8] Rainfall characteristics and thresholds for periglacial debris flows in the Parlung Zangbo Basin, southeast Tibetan Plateau
    Mingfeng Deng
    Ningsheng Chen
    Haitao Ding
    Journal of Earth System Science, 2018, 127
  • [9] Rainfall characteristics and thresholds for periglacial debris flows in the Parlung Zangbo Basin, southeast Tibetan Plateau
    Deng, Mingfeng
    Chen, Ningsheng
    Ding, Haitao
    JOURNAL OF EARTH SYSTEM SCIENCE, 2018, 127 (01)
  • [10] Al-based identification of low-frequency debris flow catchments in the Bailong River basin, China
    Zhao, Yan
    Meng, Xingmin
    Qi, Tianjun
    Qing, Feng
    Xiong, Muqi
    Li, Yajun
    Guo, Peng
    Chen, Guan
    GEOMORPHOLOGY, 2020, 359