Title of article :
Functional soil-landscape modelling to estimate slope stability in a steep Andean mountain forest region
Author/Authors :
Lieك، نويسنده , , Mareike and Glaser، نويسنده , , Bruno and Huwe، نويسنده , , Bernd، نويسنده ,
Issue Information :
روزنامه با شماره پیاپی سال 2011
Pages :
13
From page :
287
To page :
299
Abstract :
Landslides are a common phenomenon within the Ecuadorian Andes and have an impact on soil-landscape formation. Landslide susceptibility was determined in a steep mountain forest region in Southern Ecuador. Soil mechanical and hydrological properties in addition to terrain steepness were hypothesised to be the major factors in causing soil slides. Hence, the factor of safety (FS) was calculated as the soil shear ratio that is necessary to maintain the critical state equilibrium on a potential sliding surface. Regression tree (RT) and Random Forest (RF) models were compared in their predictive force to regionalise the depth of the failure plane and soil bulk density based on terrain parameters. The depth of the failure plane was assumed at the lower boundary of the stagnic soil layer or soil depth respectively, depending on soils being stagnic or non-stagnic. FS was determined in dependence of soil wetness referring to 0.001, 0.01, 0.1 and 3 mm h−1 net rainfall rates. Sites with FS ≥ 1 at 3 mm h−1 (complete saturation) were classified as unconditionally stable; sites with FS < 1 at 0.001 mm h−1 as unconditionally unstable. ensity and the depth of the failure plane were regionalised with RF which performed better than RT. Terrain parameters explained the spatial distribution of soil bulk density and the depth of the failure plane only to a relatively small extent which is reasonable due to frequent translocation of soil material by landslides. Nevertheless, their prediction uncertainty still allowed for a reasonable prediction of unconditionally unstable sites.
Keywords :
Factor of safety , Failure plane , Random forest , Regression tree
Journal title :
Geomorphology
Serial Year :
2011
Journal title :
Geomorphology
Record number :
2361350
Link To Document :
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