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Przegląd Geologiczny
Article . 2022 . Peer-reviewed
Data sources: Crossref
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Podatność osuwiskowa obszaru Krakowa

Authors: Sylwester Kamieniarz;

Podatność osuwiskowa obszaru Krakowa

Abstract

Due to the differentiation of landslides in Kraków city area, an artificial neural network method (multilayer perceptron) was used to determine the landslide susceptibility (LS). The calculations were performed in the r.landslide module. The network learning was carried out on the basis of 8 thematic layers (slopes, slope exposure, absolute height, relative height, convergence index, surface lithology, sub-Quaternary lithology, distance from tectonic discontinuities). For modelling, 434 points representing landslides and the same number of pointsoflocationswithoutlandslideswereused.Amongthesetofpoints,70%wasallocatedtothetrainingphase, 15%tothevalidationphase,and15%tothephase.Inordertoassessthenetworkperformance,basedontheresults of the test phase, a confusion matrix was made. Approximately 22% of the city’s area is susceptible to landslide occurrence(LS>0.05).Itoverlapexistinglandslidesandcoverareaswheretheyhavenotoccurredyet.Thegreatestnumberofareas susceptibletolandslideoccurrenceislocatedindistrictsX(54%ofthedistrictarea)andVII(47%).Therearealsothemostsusceptible areas (LS > 0.95). The sensitivity analysis implemented in the module showed that among the thematic layers used for modelling the slopes, convergence index, distance from tectonic discontinuities and sub-Quaternary lithology have the greatest impact on the landslide susceptibility.

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
0
Average
Average
Average
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