基于插值方法的DEM空间增强——以科威特沿海地区为例

N. Al-Mutairi, M. Alsahli, M. Ibrahim, R. A. Samra, M. El-Gammal
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引用次数: 3

摘要

数字高程模型(dem)是环境、地质和地理空间研究等多个科学分支中使用的重要工具。不幸的是,像LiDAR这样的高精度DEM数据并不是公开可用的,而且覆盖范围有限。因此,使用替代方法,如插值技术(即克里格、逆距离加权、径向基函数),对生成增强的dem非常有利。本研究结果表明,插值后的DEM误差最小(RMSE = 1.44),比原始DEM增加约28%。然而,插值后的DEM数据空间分辨率显著提高了83%。与地统计插值方法相比,确定性插值方法为科威特沿海地区dem的产生提供了更准确的估计。参考高程数据采用GPS和精确地形图(1:25 000)采集,插值DEM的高程点匹配显著(R2 = 0.88;R2 = 94)。鉴于缺乏准确的DEM数据,本研究中产生的插值DEM受到高度重视,并强烈建议在科威特沿海地区使用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Spatial Enhancement of DEM Using Interpolation Methods: A Case Study of Kuwait’s Coastal Zones
Digital elevation models (DEMs) are essential tools utilized in several branches of science, including environmental, geological, and geospatial studies. Unfortunately, high-accuracy DEM data such as LiDAR are not publicly available, and the coverage is limited. Therefore, the use of alternative methods, such as interpolation techniques (i.e., kriging, inverse distance weighting, radial basis functions), is greatly advantageous for the production of enhanced DEMs. The results of this study show that interpolated DEMs had minimal errors (RMSE = 1.44) with an increase of about 28% from the original DEM. However, the spatial resolution of interpolated DEM data was enhanced significantly by 83%. The deterministic interpolation methods provided more accurate estimations for producing DEMs in the coastal zones of Kuwait than geostatistical interpolation methods. The reference elevation data were collected using GPS and accurate topographic maps (1:25,000), and elevation points from the interpolated DEM were matched significantly (R2 = 0.88; R2 = 94, respectively). Given the lack of accurate DEM data, the interpolated DEM produced in this study are held in high regard and highly recommended for use in the coastal zone of Kuwait.
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