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Updated: Jan 2, 2026

An R-Based Landscape Validation of a Competing Risk Model
Published on: September 16, 2022
Combining release and runout in statistical landslide susceptibility modeling.
Martin Mergili1,2, Leonhard Schwarz3, Arben Kociu3
11Geomorphological Systems and Risk Research, Department of Geography and Regional Research, University of Vienna, Universitätsstraße 7, 1010 Vienna, Austria.
We compared two methods for landslide susceptibility modeling, combining release and runout. The top-down approach (B) performed better by retaining release susceptibility signals and accurately predicting impact areas.
Area of Science:
- Geosciences
- Geomorphology
- Natural Hazards
Background:
- Landslide susceptibility modeling often separates release and runout phases.
- Integrating these phases is crucial for accurate hazard assessment.
Purpose of the Study:
- To introduce and compare two novel GIS-based approaches for combining landslide release and runout.
- To evaluate their performance in predicting landslide susceptibility and impact areas.
Main Methods:
- Employed a constrained random walk for downslope routing of mass points.
- Utilized probability density functions (PDF) and cumulative density functions (CDF) of reach angles and travel distances.
- Compared a bottom-up approach (A) and a top-down approach (B).
Main Results:
- Approach A (bottom-up) yielded quantitative spatial probability but lost release susceptibility signals.
- Approach B (top-down) retained release signals, performed better, and reproduced observed impact areas more effectively.
- Model performance and conservativeness were sensitive to the choice of PDF/CDF parameters (reach angle, travel distance).
Conclusions:
- The top-down approach (B) is superior for integrating landslide release and runout in GIS-based modeling.
- Accurate landslide hazard assessment requires considering both release and runout dynamics.
- Careful selection of statistical functions (PDF/CDF) is critical for robust modeling outcomes.
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