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Modification of a digital elevation model (DEM) in a flat topographic area with respect to manmade features

机译:关于人为特征修改平坦地形中的数字高程模型(DEM)

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This study compares two Digital Elevation Models (DEMs) that are available free of charge: (1) the Consultative Group for International Agriculture Research Consortium for Spatial Information SRTM C-band CGIAR-CSI v4.1 (SRTM): 3 arc sec (approximately 92 m at the equator; originally 1 arc sec but only distributed with 3 arc sec) and (2) the Advanced Spaceborne Thermal Emission and Reflection Radiometer-Global Digital Elevation Model ASTER GDEM v2 (ASTER2): 1 arc sec (approximately 31 m at the equator). Additionally, the DEM was modified according to known topographic features in the study area. The first step was investigating whether there is a spatial shift between the different DEMs by using a very high resolution (VHR) satellite GeoEye image. Beside visual comparisons, statistical methods were applied to compare the elevation models. Reference data used in this study are the Ground Control Points (GCPs) collected in a previous investigation in the same study area. SRTM proved to be the better of two available free elevation models (SRTM and ASTER2). This conclusion is based on an assessment of the different investigated aspects such as morphologic details, reliability, completeness, and accuracy. The ability to modify the SRTM model with 92 m horizontal resolution from the Shuttle Radar Topography Mission is here discussed. The study area is located in Titas Upazila, Comilla district, Bangladesh and comprises manmade topographic features (e.g., road embankments and mounds that houses are built on above the monsoon flooding level), which are not or not completely represented in the DEM due to their small spatial extent. To represent these topographic features, the DEM was refined by dividing each pixel into 0.5 m pixel spacings. The elevated areas (roads and villages) were digitized using GeoEye satellite imagery and Google Earth. The pixels located in the elevated areas were given the proper elevation and rejoined to the original DEM raster. The effect of trees can be excluded because of their scarcity in the studied area, and because their existence is limited just to both sides of the artificially elevated streets and areas where people live. Furthermore, the bias in the SRTM model is eliminated by two steps: (1) the mean (value) of the differences between the GCPs and the corresponding points of the SRTM is subtracted from SRTM points, and then the root mean square error (RMSE) is diminished to 0.67 m; (2) the same mean (value) of the differences is subtracted from the whole SRTM model. The finally modified DEM represents the real terrain surface with the most important details of the study area. This modified elevation model may be used in studies to model groundwater flow driven by topography.
机译:这项研究比较了两个免费提供的数字高程模型(DEM):(1)国际农业空间信息研究联合会SRTM C波段CGIAR-CSI v4.1(SRTM)咨询小组:3弧秒(大约)在赤道处为92 m;最初为1弧秒,但仅以3弧秒分布)和(2)高级星载热发射和反射辐射计-全球数字高程模型ASTER GDEM v2(ASTER2):1弧秒(约31 m赤道)。此外,根据研究区域中已知的地形特征对DEM进行了修改。第一步是通过使用高分辨率(VHR)卫星GeoEye图像调查不同DEM之间是否存在空间偏移。除了视觉比较之外,还应用统计方法来比较高程模型。本研究中使用的参考数据是先前在同一研究区域进行的调查中收集的地面控制点(GCP)。事实证明,SRTM优于两种可用的自由高程模型(SRTM和ASTER2)。该结论基于对不同研究方面的评估,例如形态学细节,可靠性,完整性和准确性。本文讨论了通过航天飞机雷达地形任务以92 m的水平分辨率修改SRTM模型的能力。研究区域位于孟加拉国科米拉区的蒂塔斯·乌帕齐拉(Titas Upazila),具有人为的地形特征(例如,路堤和在季风洪水位以上建造房屋的土丘),由于其特征而在DEM中没有或没有完全体现出来。空间范围小。为了表示这些地形特征,通过将每个像素划分为0.5 m像素间距来完善DEM。高架区域(道路和村庄)使用GeoEye卫星图像和Google Earth进行了数字化处理。给位于高架区域的像素指定适当的高程,然后重新加入原始的DEM栅格。由于树木在研究区域内的稀缺性以及树木的存在仅限于人为抬高的街道和人们居住区域的两侧,因此可以排除树木的影响。此外,通过两个步骤消除了SRTM模型中的偏差:(1)从SRTM点中减去GCP与SRTM对应点之间的差的均值(值),然后求出均方根误差(RMSE) )减小到0.67 m; (2)从整个SRTM模型中减去相同的差异平均值(值)。最终修改的DEM代表了具有研究区域最重要细节的真实地形表面。此修改后的高程模型可用于研究以模拟由地形驱动的地下水流。

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