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DEM resolution dependencies of terrain attributes across a landscape

机译:跨地形的地形属性的DEM分辨率依赖性

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This paper documents resolution dependencies in terrain analysis and describes how they vary across landform location. Six terrain attributes were evaluated as a function of DEM resolution—slope, plan curvature, profile curvature, north-south slope orientation, east-west slope orientation, and topographic wetness index. The research highlights the effect of varying spatial resolution through a spatial sampling/resampling scheme while maintaining sets of indexed sample points at various resolutions. Tested sample points therefore coincide exactly between two directly compared resolutions in terms of their location and elevation value. An unsupervised landform classification procedure based on statistical clustering algorithms was employed to define landform classes in a reproducible manner. Correlation and regression analyses identified sensitive and consistent responses for each attribute as resolution was changed, although the tested terrain attributes responded in characteristically different ways. These responses displayed distinguishable patterns among, various landform classes, a conclusion that was further verified by a series of two-sample, two-tailed t-tests.
机译:本文记录了地形分析中的分辨率依存关系,并描述了它们在地形位置之间如何变化。根据DEM分辨率评估了六个地形属性-坡度,平面曲率,轮廓曲率,南北坡向,东西向坡向和地形湿度指数。这项研究着重指出了通过空间采样/重采样方案改变空间分辨率的效果,同时使索引的采样点集保持在各种分辨率下。因此,就其位置和高程值而言,测试的样本点在两个直接比较的分辨率之间恰好重合。采用基于统计聚类算法的无监督地貌分类程序,以可重复的方式定义地貌类别。相关性和回归分析确定了分辨率改变时每个属性的敏感且一致的响应,尽管测试的地形属性以特征上不同的方式进行响应。这些响应在各种地貌类别之间显示出可区分的模式,这一结论得到了一系列两样本,两尾t检验的进一步证实。

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