Landslides · 2011 · 72 citations · 45 references
PlanningGeoinformaticsPhysical GeographyGeomorphologySpatial AnalysisSpatial StatisticsGeostatistical ModelingHazard AssessmentHazard MappingLandslide Hazard AssessmentNatural HazardsTerrain SegmentationLandslide FrequencyLandslide SusceptibilityLandslide Susceptibility AssessmentMulti-temporal AnalysisProbabilistic Hazard AnalysisProbabilistic Landslide ModelingRegion GrowingRegion-based Segmentation
The increased socio-economic significance of landslides has resulted in the application of statistical methods to assess their hazard, particularly at medium scales. These models evaluate where, when and what size landslides are expected. The method presented in this study evaluates the landslide hazard on the basis of homogenous susceptible units (HSU). HSU are derived from a landslide susceptibility map that is a combination of landslide occurrences and geo-environmental factors, using an automated segmentation procedure. To divide the landslide susceptibility map into HSU, we apply a region-growing segmentation algorithm that results in segments with statistically independent spatial probability values. Independence is tested using Moran’s I and a weighted variance method. For each HSU, we obtain the landslide frequency from the multi-temporal data. Temporal and size probabilities are calculated using a Poisson model and an inverse-gamma model, respectively. The methodology is tested in a landslide-prone national highway corridor in the northern Himalayas, India. Our study demonstrates that HSU can replace the commonly used terrain mapping units for combining three probabilities for landslide hazard assessment. A quantitative estimate of landslide hazard is obtained as a joint probability of landslide size, of landslide temporal occurrence for each HSU for different time periods and for different sizes.
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Max S. Baucus · The Mathematics Enthusiast · 1982 · 2.8K citations · Full text
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