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Accuracy analysis of digital elevation model relating to spatial resolution and terrain slope by bilinear interpolation

机译:通过双线性插值法分析与空间分辨率和地形坡度有关的数字高程模型的精度

摘要

This study investigates the accuracy analysis of the digital elevation model (DEM) with respect to the following two major factors that strongly affect the interpolated accuracy: (1) spatial resolution of a DEM and (2) terrain slope. Unlike existing studies based mainly on a simulation approach, this research first provides an analytical approach in order to build the relationship between the interpolated DEM accuracy and its influencing factors. The bi-linear interpolation model was adopted to produce this analytic model formalized as inequalities. Then, our analytic models were verified and further rectified by means of experimental studies in order to derive a practical formula for estimating the DEM accuracy together with an optimization model for calculating the required resolution when a prescribed upper bound to the DEM accuracy is given. Moreover, this analytic approach can cope with either a grid-based DEM or a randomly scattered scenario whose efficacies have been validated by the experiments using both synthetic and realistic data sets. In particular, these findings first establish the rules for directly correlating the horizontal resolution of DEM data with vertical accuracy.
机译:本研究针对以下两个主要影响插值精度的主要因素调查了数字高程模型(DEM)的精度分析:(1)DEM的空间分辨率和(2)地形坡度。与现有的主要基于模拟方法的研究不同,本研究首先提供一种分析方法,以建立内插DEM精度与其影响因素之间的关系。采用双线性插值模型来生成这种形式化为不等式的分析模型。然后,通过实验研究对我们的分析模型进行验证和进一步修正,以得出估算DEM精度的实用公式,以及在给定DEM精度的规定上限时用于计算所需分辨率的优化模型。此外,这种分析方法可以应对基于网格的DEM或随机分散的方案,其效果已经通过使用合成和现实数据集的实验进行了验证。特别是,这些发现首先建立了将DEM数据的水平分辨率与垂直精度直接相关的规则。

著录项

  • 作者

    Shi W; Wang B; Tian Y;

  • 作者单位
  • 年度 2014
  • 总页数
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类

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