A data-driven evaluation of post-fire landslide susceptibility

被引:4
|
作者
Culler, Elsa S. [1 ,2 ]
Livneh, Ben [1 ,2 ]
Rajagopalan, Balaji [1 ]
Tiampo, Kristy F. [2 ,3 ]
机构
[1] Univ Colorado Boulder, Dept Civil Architectural & Environm Engn, Boulder, CO 80309 USA
[2] Univ Colorado Boulder, Cooperat Inst Res Environm Sci CIRES, Boulder, CO 80309 USA
[3] Univ Colorado Boulder, Dept Geol Sci, Boulder, CO USA
基金
美国国家航空航天局;
关键词
DEBRIS FLOWS; LOGISTIC-REGRESSION; HAZARD; WILDFIRE; RISK; SEVERITY; FLOODS;
D O I
10.5194/nhess-23-1631-2023
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Wildfires change the hydrologic and geomorphic response of watersheds, which has been associated with cascades of additional hazards and management challenges. Among these post-wildfire events are shallow landslides and debris flows. This study evaluates post-wildfire mass movement trigger characteristics by comparing the precipitation preceding events at both burned and unburned locations. Landslide events are selected from the NASA Global Landslide Catalog (GLC). Since this catalog contains events from multiple regions worldwide, it allows a greater degree of inter-region comparison than many more localized catalogs. Fire and precipitation histories for each site are established using Moderate Resolution Imagine Spectroradiometer (MODIS) Burned Area and Climate Hazards group InfraRed Precipitation with Station data (CHIRPS) precipitation data, respectively. Analysis of normalized 7 d accumulated precipitation for sites across all regions shows that, globally, mass movements at burned sites are preceded by less precipitation than mass movements without antecedent burn events. This supports the hypothesis that fire increases rainfall-driven mass movement hazards. An analysis of the seasonality of mass movements at burned and unburned locations shows that mass-movement-triggering storms in burned locations tend to exhibit different seasonality from rainfall-triggered mass movements in areas undisturbed by recent fire, with a variety of seasonal shifts ranging from approximately 6 months in the Pacific Northwest of North America to 1 week in the Himalayan region. Overall, this paper offers an exploration of regional differences in the characteristics of rainfall-triggered mass movements at burned and unburned sites over a broad spatial scale and encompassing a variety of climates and geographies.
引用
收藏
页码:1631 / 1652
页数:22
相关论文
共 50 条
  • [21] Data-driven probabilistic post-earthquake fire ignition model for a community
    Khorasani, Negar Elhami
    Gernay, Thomas
    Garlock, Maria
    [J]. FIRE SAFETY JOURNAL, 2017, 94 : 33 - 44
  • [22] A data-driven approach for landslide susceptibility mapping: a case study of Shennongjia Forestry District, China
    Chen, Wei
    Han, Hongxing
    Huang, Bin
    Huang, Qile
    Fu, Xudong
    [J]. GEOMATICS NATURAL HAZARDS & RISK, 2018, 9 (01) : 735 - 751
  • [23] The (f)utility to account for pre-failure topography in data-driven landslide susceptibility modelling
    Steger, Stefan
    Schmaltz, Elmar
    Glade, Thomas
    [J]. GEOMORPHOLOGY, 2020, 354
  • [24] Post-fire inventory of forest based on satellite data
    Romas'ko, VY
    Kashkin, VB
    Sukhinin, AN
    [J]. EARTH OBSERVATION AND REMOTE SENSING, 2001, 16 (06): : 991 - 996
  • [25] Post-fire evaluation of SHS retrofitted steel columns
    Hamed Makhdoumi Darmian
    Reza Rahgozar
    Mohsen Mohammadizadeh
    Amir Saedi Daryan
    Kambiz Narmashiri
    [J]. Innovative Infrastructure Solutions, 2022, 7
  • [26] A similarity-based approach to sampling absence data for landslide susceptibility mapping using data-driven methods
    Zhu, A-Xing
    Miao, Yamin
    Liu, Junzhi
    Bai, Shibiao
    Zeng, Canying
    Ma, Tianwu
    Hong, Haoyuan
    [J]. CATENA, 2019, 183
  • [27] Post-fire evaluation of SHS retrofitted steel columns
    Darmian, Hamed Makhdoumi
    Rahgozar, Reza
    Mohammadizadeh, Mohsen
    Daryan, Amir Saedi
    Narmashiri, Kambiz
    [J]. INNOVATIVE INFRASTRUCTURE SOLUTIONS, 2022, 7 (01)
  • [28] Comparing Fire Severity Models from Post-Fire and Pre/Post-Fire Differenced Imagery
    Weber, Keith T.
    Seefeldt, Steven
    Moffet, Corey
    Norton, Jill
    [J]. GISCIENCE & REMOTE SENSING, 2008, 45 (04) : 392 - 405
  • [29] The Timing of Susceptibility to Post-Fire Debris Flows in the Western United States
    DeGraff, Jerome V.
    Cannon, Susan H.
    Gartner, Joseph E.
    [J]. ENVIRONMENTAL & ENGINEERING GEOSCIENCE, 2015, 21 (04): : 277 - 292
  • [30] The timing of susceptibility to post-fire debris flows in the western United States
    Degraff, Jerome V.
    Cannon, Susan H.
    Gartner, Joseph E.
    [J]. Environmental and Engineering Geoscience, 2015, 21 (04) : 277 - 292