Search results for "Earth-flow"

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Assessment of susceptibility to earth-flow landslide using logistic regression and multivariate adaptive regression splines: A case of the Belice Riv…

2015

Abstract In this paper, terrain susceptibility to earth-flow occurrence was evaluated by using geographic information systems (GIS) and two statistical methods: Logistic regression (LR) and multivariate adaptive regression splines (MARS). LR has been already demonstrated to provide reliable predictions of earth-flow occurrence, whereas MARS, as far as we know, has never been used to generate earth-flow susceptibility models. The experiment was carried out in a basin of western Sicily (Italy), which extends for 51 km 2 and is severely affected by earth-flows. In total, we mapped 1376 earth-flows, covering an area of 4.59 km 2 . To explore the effect of pre-failure topography on earth-flow sp…

Multivariate adaptive regression splinesGeographic information systembusiness.industryGeographic Information Systems (GIS)Logistic regressionStatistical modelLandslideTerrainEarth-flowOverfittingLogistic regressionLandslide susceptibilityMultivariate adaptive regression splineDigital elevation modelbusinessCartographyReceiver operating characteristic curveGeologyEarth-Surface Processes
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Earth-flow susceptibility assessment in the Marvello River basin (Sicily, Italy)

2014

In this study, statistical models of earth-flow susceptibility were prepared using logistic regression. The analyses were carried out in a small (51 km2) basin of western Sicily, where 1,376 earth-flows were identified. To predict the spatial distribution of the mapped landslides, outcropping lithology and seven topographic attributes were exploited as explanatory variables. Before calculating these variables, a reconstruction of the pre-failure topography was performed. To evaluate the predictive skill and the robustness of the models, two groups made of five random subsets of earth-flows and stable cells were prepared. Absences of the first group were selected as individual cells whereas …

Settore GEO/04 - Geografia Fisica E GeomorfologiaGeographic Information Systems (GIS)Logistic regressionSettore AGR/08 - Idraulica Agraria E Sistemazioni Idraulico-ForestaliEarth-flowLandslide susceptibilitySicily
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