首页> 外文期刊>Remote Sensing >External Validation of the ASTER GDEM2, GMTED2010 and CGIAR-CSI-SRTM v4.1 Free Access Digital Elevation Models (DEMs) in Tunisia and Algeria
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External Validation of the ASTER GDEM2, GMTED2010 and CGIAR-CSI-SRTM v4.1 Free Access Digital Elevation Models (DEMs) in Tunisia and Algeria

机译:突尼斯和阿尔及利亚ASTER GDEM2,GMTED2010和CGIAR-CSI-SRTM v4.1免费访问数字高程模型(DEM)的外部验证

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Digital Elevation Models (DEMs) including Advanced Spaceborne Thermal Emission and Reflection Radiometer-Global Digital Elevation Model (ASTER GDEM), Shuttle Radar Topography Mission (SRTM), and Global Multi-resolution Terrain Elevation Data 2010 (GMTED2010) are freely available for nearly the entire earth’s surface. DEMs that are usually subject to errors need to be evaluated using reference elevation data of higher accuracy. This work was performed to assess the vertical accuracy of the ASTER GDEM version 2, (ASTER GDEM2), the Consultative Group on International Agriculture Research-Consortium for Spatial Information (CGIAR-CSI) SRTM version 4.1 (SRTM v4.1) and the systematic subsample GMTED2010, at their original spatial resolution, using Global Navigation Satellite Systems (GNSS) validation points. Two test sites, the Anaguid Saharan platform in southern Tunisia and the Tebessa basin in north eastern Algeria, were chosen for accuracy assessment of the above mentioned DEMs, based on geostatistical and statistical measurements. Within the geostatistical approach, empirical variograms of each DEM were compared with those of the GPS validation points. Statistical measures were computed from the elevation differences between the DEM pixel value and the corresponding GPS point. For each DEM, a Root Mean Square Error (RMSE) was determined for model validation. In addition, statistical tools such as frequency histograms and Q-Q plots were used to evaluate error distributions in each DEM. The results indicate that the vertical accuracy of SRTM model is much higher than ASTER GDEM2 and GMTED2010 for both sites. In Anaguid test site, the vertical accuracy of SRTM is estimated 3.6 m (in terms of RMSE) 5.3 m and 4.5 m for the ASTERGDEM2 and GMTED2010 DEMs, respectively. In Tebessa test site, the overall vertical accuracy shows a RMSE of 9.8 m, 8.3 m and 9.6 m for ASTER GDEM 2, SRTM and GMTED2010 DEM, respectively. This work is the first study to report the lower accuracy of ASTER GDEM2 compared to the GMTED2010 data.
机译:数字高程模型(DEM)包括高级星载热发射和反射辐射计-全球数字高程模型(ASTER GDEM),航天飞机雷达地形任务(SRTM)和全球多分辨率地形高程数据2010(GMTED2010),几乎可以免费获得。整个地球的表面。通常需要使用较高精度的参考高程数据来评估通常易出错的DEM。进行这项工作是为了评估ASTER GDEM第2版(ASTER GDEM2),国际农业研究协会-空间信息协会(CGIAR-CSI)SRTM 4.1版(SRTM v4.1)和系统使用全球导航卫星系统(GNSS)验证点以原始空间分辨率对GMTED2010子样本进行采样。根据地统计和统计测量,选择了两个测试地点,即突尼斯南部的Anaguid Saharan平台和阿尔及利亚东北部的Tebessa盆地,以对上述DEM进行准确性评估。在地统计学方法中,将每个DEM的经验变异图与GPS验证点的经验变异图进行了比较。根据DEM像素值和相应GPS点之间的高程差计算统计量。对于每个DEM,确定均方根误差(RMSE)以进行模型验证。此外,还使用统计工具(例如频率直方图和Q-Q图)来评估每个DEM中的误差分布。结果表明,两个站点的SRTM模型的垂直精度都大大高于ASTER GDEM2和GMTED2010。在Anaguid测试现场,对于ASTERGDEM2和GMTED2010 DEM,SRTM的垂直精度估计分别为3.6 m(按RMSE计)5.3 m和4.5 m。在Tebessa测试站点中,ASTER GDEM 2,SRTM和GMTED2010 DEM的总体垂直精度分别为9.8 m,8.3 m和9.6 m。这项工作是第一个报告ASTER GDEM2与GMTED2010数据相比准确性较低的研究。

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