Published May 25, 2022 | Version 1.0.0
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Event-based landslide susceptibility models (Styrian Basin, Austria)

Description

Landslide susceptibility models

Landslide susceptibility modes are based on rainfall-triggered landslide events in the Styrian basin, Austria, in 2009 and 2014. Landslide susceptibility models are generalized additive models (GAM). Note: Information on the exact location of landslides has been obscured.


Uncertainty

Posterior simulations of the coefficients using a simple Metropolis Hastings sampler and a Gaussian approximation are available for GAM-Spatial and GAM-SM.

 

 

Overview of landslide susceptibility models
GAM Variables
GAM-Co land surface variables, meteorological variables, geology, LULC
GAM-SM GAM-Co, soil moisture
GAM-SM+TC GAM-SM, five-day rainfall > 80 mm top-coded
GAM-Spatial GAM-SM+TC, Gaussian process smoother

 

Notes

These data were generated within the Eastern Alpine Slope Instabilities under Climate Change (EASICLIM) project funded by the Austrian Climate Research Program (ACRP), grant number KR16AC0K13160.

Files

Event-based landslide susceptibility models (Styrian Basin, Austria).zip

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Additional details

Related works

Is documented by
Journal article: 10.3390/geosciences10060217 (DOI)
Journal article: 10.1038/s43247-022-00408-7 (DOI)