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GIS-based assessment of landslide susceptibility on the base of the Weights-of-Evidence model

机译:基于证据权重模型的基于GIS的滑坡敏感性评估

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摘要

The major scope of the study is the assessment of landslide susceptibility of Flysch areas including the Penninic Klippen in the Vienna Forest (Lower Austria) by means of Geographical Information System (GIS)-based modelling. A statistical/probabilistic method, referred to as Weights-of-Evidence (WofE), is applied in a GIS environment in order to derive quantitative spatial information on the predisposition to landslides. While previous research in this area concentrated on local geomorphological, pedological and slope stability analyses, the present study is carried out at a regional level. The results of the modelling emphasise the relevance of clay shale zones within the Flysch formations for the occurrence of landslides. Moreover, the distribution of mass movements is closely connected to the fault system and nappe boundaries. An increased frequency of landslides is observed in the proximity to drainage lines, which can change to torrential conditions after heavy rainfall. Furthermore, landslide susceptibility is enhanced on N-W facing slopes, which are exposed to the prevailing direction of wind and rainfall. Both of the latter geofactors indirectly show the major importance of the hydrological conditions, in particular, of precipitation and surface runoff, for the occurrence of mass movements in the study area. Model performance was checked with an independent validation set of landslides, which are not used in the model. An area of 15% of the susceptibility map, classified as highly susceptible, “predicted” 40% of the landslides.
机译:该研究的主要范围是通过基于地理信息系统(GIS)的模型评估Flysch地区的滑坡敏感性,包括维也纳森林(下奥地利州)的Penninic Klippen。一种统计/概率方法,称为证据权重(WofE),被应用在GIS环境中,以便获得关于滑坡易感性的定量空间信息。虽然该地区以前的研究主要集中在当地的地貌,土壤学和边坡稳定性分析,但目前的研究是在区域层面上进行的。建模结果强调了Flysch地层中粘土页岩带与滑坡发生的相关性。此外,质量运动的分布与断层系统和推覆边界密切相关。在排水管附近发现了滑坡的频率增加,在暴雨之后可能会变成洪流条件。此外,在面对西北风的斜坡上,滑坡的敏感性增强,这些斜坡暴露于风和降雨的主要方向。后两个地理因素都间接表明了水文条件,特别是降水和地表径流的水文条件,对于研究区域内质量运动的发生非常重要。使用独立的滑坡验证集(未在模型中使用)检查模型性能。易感性地图的15%被归类为高度易感区域,“预测”了40%的滑坡。

著录项

  • 来源
    《Landslides》 |2012年第4期|p.511-528|共18页
  • 作者单位

    Institute of Geography and Geology, University of Würzburg, Am Hubland, 97074, Würzburg, Germany;

    Institute of Structural Research and Planning in Rural Areas, University of Vechta, Universitätsstraße 5, 49377, Vechta, Germany;

    Institute of Geography and Geology, University of Würzburg, Am Hubland, 97074, Würzburg, Germany;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Landslides; Susceptibility modelling; GIS; Eastern Alps; Austria;

    机译:滑坡磁化率建模GIS东阿尔卑斯山奥地利;
  • 入库时间 2022-08-18 02:07:01

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