Classification of soil- and bedrock-dominated landslides in British Columbia using segmentation of satellite imagery and DEM data

被引:37
作者
Martin, YE [1 ]
Franklin, SE
机构
[1] Univ Calgary, Dept Geog, Calgary, AB T2N 1N4, Canada
[2] Univ Saskatchewan, Dept Geog, Saskatoon, SK S7N 0W9, Canada
基金
加拿大自然科学与工程研究理事会;
关键词
D O I
10.1080/01431160412331330202
中图分类号
TP7 [遥感技术];
学科分类号
081102 ; 0816 ; 081602 ; 083002 ; 1404 ;
摘要
Landsat Enhanced Thematic Mapper Plus (ETM+) and digital elevation model (DEM) data were used in a segmentation and classification procedure to classify slide scars in the northern Cascade Mountains of British Columbia, Canada. The area was stratified into features that were likely candidates for landsliding and those that were not; shape criteria were applied that were used to identify objects as slides; and finally, rules based on shape, texture and neighbouring features were used to separate soil-dominated slides from bedrock-dominated slides, an important distinction in mass movement inventories and for applied and theoretical studies. Approximately 65% classification accuracy was obtained. Slopes experiencing multiple failures, which can create less distinct features on the ground, may have contributed to some of the error in classification.
引用
收藏
页码:1505 / 1509
页数:5
相关论文
共 14 条
  • [1] Detecting translational landslide scars using segmentation of Landsat ETM+ and DEM data in the northern Cascade Mountains, British Columbia
    Barlow, J
    Martin, Y
    Franklin, SE
    [J]. CANADIAN JOURNAL OF REMOTE SENSING, 2003, 29 (04) : 510 - 517
  • [2] Cruden D.M., 1996, Trans. Res. B, V247, P36
  • [3] Cruden D.M., 1991, B INT ASS ENG GEOLOG, DOI [10.1007/BF02590167, DOI 10.1007/BF02590167]
  • [4] *DEF, 2002, EC US MAN VERS 2 1
  • [5] EPP H, 1988, P INT GEOSC REM SENS, V3, P1649
  • [6] An automated approach to the classification of the slope units using digital data
    Giles, PT
    Franklin, SE
    [J]. GEOMORPHOLOGY, 1998, 21 (3-4) : 251 - 264
  • [7] Sediment transfer by shallow landsliding in the Queen Charlotte Islands, British Columbia
    Martin, Y
    Rood, K
    Schwab, JW
    Church, M
    [J]. CANADIAN JOURNAL OF EARTH SCIENCES, 2002, 39 (02) : 189 - 205
  • [8] Application of satellite remote sensing in natural hazard management: the Mount Mangart landslide case study
    Ostir, K
    Veljanovski, T
    Podobnikar, T
    Stancic, Z
    [J]. INTERNATIONAL JOURNAL OF REMOTE SENSING, 2003, 24 (20) : 3983 - 4002
  • [9] Richter R, 1998, APPL OPTICS, V37, P4004, DOI 10.1364/AO.37.004004
  • [10] ROESSNER S, 2001, FOR KAT 24 26 SEPT 2, P433