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VERTICAL ACCURACY VALIDATION OF DIGITAL ELEVATION MODELS (DEMs) IN SHIKOKU ISLAND, JAPAN

机译:日本四国岛数字海拔模型(DEM)的垂直精度验证

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Digital Elevation Models (DEMs) on free provided data including Shuttle Radar Topography Mission (SRTM) and Advanced Space borne Thermal Emission and Reflection Radiometer-Global Digital Elevation Model (ASTER GDEM) are used to model nearly the surface of earth. DEMs have made a high accuracy to assess an error using an observation elevation point. In this study, DEMs at original spatial resolution which are the SRTM version 4.1 (SRTM v4.1) and the ASTER GDEM version 2, (ASTER GDEM2) were evaluated and corrected by using a ground control point (GCP) that was observed by global position system (GPS). The Sikoku Island in Japan was selected for evaluation and correction of the DEMs, based on statistical measurements and transformation adjustments. The statistical measures were analyzed from differential elevation between the GCP point and the corresponding DEM pixel. Root mean square error (RMSE) was estimated for DEMs validation and frequency histograms and quartile-quartile plots were applied to evaluate error distributions on each DEM. In the correction approach, transform's parameters on coordinate (x, y and z) were estimated by using the GCP point and the corresponding DEM pixel, based on affine transformation method with least square method for minimization to estimate optimization parameter. The results indicate that the ASTER GDEM2 is higher than the SRTM in the vertical accuracy, while both DEMs have gotten more accuracy after corrected by the transform's parameters. The RMSE of SRTM is 10.084 m and 9.933 m for the ASTER GDEM2 on the existing vertical accuracy. On the transformed DEMs, 9.312 m is the RMSE of SRTM and 9.084 m for the ASTER GDEM2. The approach proposed will be used to adjust the DEM for high accuracy to model the earth's surface.
机译:免费提供的数据上的数字高程模型(DEM)包括穿梭雷达地形任务(SRTM)和先进的星载热发射和反射辐射计-全球数字高程模型(ASTER GDEM)用于模拟几乎地球表面。 DEM在使用观测高程点评估误差方面具有很高的准确性。在这项研究中,原始空间分辨率为SRTM 4.1版(SRTM v4.1)和ASTER GDEM版本2(ASTER GDEM2)的DEM通过使用地面观测点(GCP)进行了评估,定位系统(GPS)。根据统计测量结果和转换调整结果,选择了日本的Sikoku岛进行DEM的评估和校正。从GCP点和相应的DEM像素之间的差异高程分析了统计量度。估计均方根误差(RMSE)以进行DEM验证,并应用频率直方图和四分位数/四分位数图评估每个DEM上的误差分布。在校正方法中,基于仿射变换方法和最小二乘最小化方法,通过使用GCP点和相应的DEM像素来估计坐标(x,y和z)上的变换参数。结果表明,ASTER GDEM2的垂直精度高于SRTM,而在通过转换参数校正后,两个DEM都获得了更高的精度。根据现有的垂直精度,SRTM的RMSE为10.084 m,而ASTER GDEM2的RMSE为9.933 m。在转换后的DEM上,SRTM的RMSE为9.312 m,而ASTER GDEM2为9.084 m。所提出的方法将用于调整DEM以获得高精度,以对地球表面进行建模。

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