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Preliminary landslide susceptibility zonation using GIS-based fuzzy logic in Vitoria, Brazil

机译:利用基于模糊逻辑的GIS在巴西维多利亚进行初步滑坡敏感性分区

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摘要

This paper presents the application of geographic information system (GIS)-based fuzzy logic to infer landslide susceptibility for a preliminary mapping of Vitoria, Espirito Santo, Brazil. Input spatial layers derived from a digital elevation model, roads, land-use, and geotechnical type were classified, and previous geological accident occurrences were summarized for each class. The fuzzy membership functions and fuzzy rules were extracted by determining the landslide frequency ratio for each class of conditioning factors of elevation, slope, profile and plan curvature, aspect, distance to drainage lines, and distance to roads. The analytic hierarchy process was applied to rank classes of land-use and geotechnical type based on expert knowledge. The spatial layers were combined by fuzzy overlay procedures in a GIS and results were compared with a weighted mean method. The results from the fuzzy and weighted mean methods were also compared with previous geological-geotechnical risk maps, providing statistics to assess the best options from different viewpoints. One advantage of this method is that it enables spatial data layers with discrete and continuous data to be used as input in a fuzzy inference system, taking into account both knowledge of previous events and expert knowledge.
机译:本文介绍了基于地理信息系统(GIS)的模糊逻辑推断滑坡敏感性的应用,以对巴西埃斯皮里图州的维多利亚市进行初步制图。对从数字高程模型,道路,土地使用和岩土类型得出的输入空间层进行了分类,并对每个类别总结了先前的地质事故发生情况。通过确定高程,坡度,轮廓和平面曲率,坡向,到排水线的距离以及到道路的距离等每一类调节因素的滑坡频率比,提取模糊隶属函数和模糊规则。运用层次分析法,根据专家知识对土地利用和岩土类型进行分类。在GIS中通过模糊叠加程序将空间层组合在一起,并将结果与​​加权平均法进行比较。模糊和加权均值方法的结果也与以前的地质-地质技术风险图进行了比较,提供了从不同角度评估最佳方案的统计数据。这种方法的一个优点是,考虑到先前事件的知识和专家知识,它可以将具有离散和连续数据的空间数据层用作模糊推理系统的输入。

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