首页> 外文期刊>Geodesy and Cartography >ON GENERATING DIGITAL ELEVATION MODELS FROM LIDAR DATA - RESOLUTION VERSUS ACCURACY AND TOPOGRAPHIC WETNESS INDEX INDICES IN NORTHERN PEATLANDS
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ON GENERATING DIGITAL ELEVATION MODELS FROM LIDAR DATA - RESOLUTION VERSUS ACCURACY AND TOPOGRAPHIC WETNESS INDEX INDICES IN NORTHERN PEATLANDS

机译:激光雷达数据生成数字高程模型的研究-分辨率与分辨率关系及地形区北部地形指数

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摘要

Global change and GHG emission modelling are dependent on accurate wetness estimations for predictions of e.g. methane emissions. This study aims to quantify how the slope, drainage area and the TWI vary with the resolution of DEMs for a flat peatland area. Six DEMs with spatial resolutions from 0.5 to 90 m were interpolated with four different search radiuses. The relationship between accuracy of the DEM and the slope was tested. The LiDAR eleyation data was divided into two data sets. The number of data points facilitated an evaluation dataset with data points not more than 10 mm away from the cell centre points in the interpolation dataset. The DEM was evaluated using a quantile-quantile test and the normalized median absolute deviation. It showed independence of the resolution when using the same search radius. The accuracy of the estimated elevation for different slopes was tested using the 0.5 meter DEM and it showed a higher deviation from evaluation data for steep areas. The slope estimations between resolutions showed differences with values that exceeded 50percent. Drainage areas were tested for three resolutions, with coinciding evaluation points. The model ability to generate drainage area at each resolution was tested by pair wise comparison of three data subsets and showed differences of more than 50percent in 25percent of the evaluated points. The results show that consideration of DEM resolution is a necessity for the use of slope, drainage area and TWI data in large scale modelling.
机译:全球变化和温室气体排放模型依赖于准确的湿度估计来预测例如甲烷排放量。这项研究旨在量化平坦的泥炭地面积的坡度,排水面积和TWI随DEM分辨率的变化。空间分辨率从0.5到90 m的六个DEM被插入了四个不同的搜索半径。测试了DEM精度和斜率之间的关系。 LiDAR排放数据分为两个数据集。数据点的数量有助于评估数据集的数据点与插值数据集中的单元格中心点相距不超过10毫米。使用分位数测试和标准化中位数绝对偏差评估DEM。使用相同的搜索半径时,显示分辨率的独立性。使用0.5米DEM测试了不同坡度的估计海拔高度的准确性,结果表明与陡峭区域的评估数据相比存在较大偏差。分辨率之间的斜率估计值相差超过50%。对流域进行了三种分辨率的测试,并给出了相应的评估点。通过成对比较三个数据子集,测试了在每种分辨率下生成流域面积的模型能力,结果表明,在25%的评估点中,差异超过50%。结果表明,在大规模建模中,考虑使用DEM分辨率是使用坡度,流域面积和TWI数据的必要条件。

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