Global open-access DEM vertical elevation and along track neighbouring structure evaluations in the Tibetan Plateau using ICESat-2 ATL03 points

IF 2.8 3区 地球科学 Q2 GEOGRAPHY, PHYSICAL
Jun Chen, Liyang Xiong, Sijin Li, Guoan Tang
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引用次数: 0

Abstract

Global digital elevation models (GDEMs) are critical in the measurement and analysis of Earth's surface, and should be evaluated prior to use. However, existing GDEM evaluations mainly use global statistical metrics to evaluate vertical elevation (VE) differences with reference data, ignoring the relationship between a centre pixel and its neighbouring pixels, which is defined as the GDEM's neighbouring structure (NS). Along track ATL03 points allow evaluation of the along track NS (ATNS). This study comprehensively accesses the VE and ATNS accuracy of 1 arc-second GDEMs, including Copernicus, NASA, AW3D30 and ASTER DEM, using for the first time ICESat-2 ATL03 along track points throughout the Tibetan Plateau, where the rugged terrains and various features make it difficult to maintain its NS's accuracy. This study first introduces continuous and discrete ATNS metrics, then evaluates their effectiveness by analysing their relationships with errors in GDEM terrain derivatives. Finally, the better-performing metric is used for evaluations across various terrain parameters, landforms and land covers. The proposed framework achieved DEM evaluations from pixel-by-pixel statistical analysis of elevation differences to local ATNS assessment. Evaluation results demonstrate that the ATNS errors of the GDEMs are linearly correlated with the RMSE of the vertical errors. Overall, the errors of the VE RMSE and ATNS are ranked as Copernicus< AW3D30 < NASA< ASTER. However, evaluations conducted in the Andes and Alps reveal regional variations in these rankings. This study endeavours to introduce a new framework for large-scale GDEM evaluations, and the conclusions are beneficial for GDEM selection in further applications.

Abstract Image

利用ICESat-2 ATL03点对青藏高原的全球开放DEM垂直高程和沿轨道邻近结构进行评估
全球数字高程模型(gdem)在地球表面的测量和分析中至关重要,在使用之前应该进行评估。然而,现有的GDEM评价主要使用全局统计度量来评价与参考数据的垂直高程差异,忽略了中心像元与其相邻像元之间的关系,即GDEM的相邻结构(NS)。沿航迹ATL03点允许评估沿航迹NS (ATNS)。本研究首次利用ICESat-2 ATL03在青藏高原的轨迹点上全面获取了1弧秒gdem的VE和ATNS精度,包括哥白尼、NASA、AW3D30和ASTER DEM。青藏高原地形崎岖,地物多样,难以保持其NS精度。本研究首先介绍了连续和离散ATNS度量,然后通过分析它们与GDEM地形导数误差的关系来评估它们的有效性。最后,将性能更好的度量用于各种地形参数、地貌和土地覆盖的评估。该框架实现了从逐像素高程差统计分析到局部ATNS评估的DEM评估。评估结果表明,gdem的ATNS误差与垂直误差的均方根误差呈线性相关。总体而言,VE RMSE和ATNS的误差被列为哥白尼<;AW3D30 < NASA<;紫菀属植物。然而,在安第斯山脉和阿尔卑斯山进行的评估揭示了这些排名的地区差异。本研究试图为大规模GDEM评价引入一个新的框架,其结论有助于GDEM在进一步应用中的选择。
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来源期刊
Earth Surface Processes and Landforms
Earth Surface Processes and Landforms 地学-地球科学综合
CiteScore
6.40
自引率
12.10%
发文量
215
审稿时长
4 months
期刊介绍: Earth Surface Processes and Landforms is an interdisciplinary international journal concerned with: the interactions between surface processes and landforms and landscapes; that lead to physical, chemical and biological changes; and which in turn create; current landscapes and the geological record of past landscapes. Its focus is core to both physical geographical and geological communities, and also the wider geosciences
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