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Accuracy validation and bias assessment for various multi-sensor open-source DEMs in part of the Karakoram region

机译:在Karakoram地区的各种多传感器开源DEM的准确性验证和偏见评估

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摘要

The present study evaluate horizontal and vertical accuracy of seven open-source digital elevation models (DEMs) having moderate-to-high resolutions viz. 30 m Shuttle Radar Topography Mission (SRTM1), Advanced Spaceborne Thermal Emission and Reflection Radiometer Global DEM (ASTER GDEM), Advanced Land Observing Satellite World 3D (AW3D30), and Cartosat DEM (CartoDEM), 90 m TerraSAR-X add-on for Digital Elevation Measurement (TanDEM-X), 12.5 m terrain corrected Phased Array L-band Synthetic Aperture Radar (PALSAR) from Advanced Land Observing Satellite (ALOS) and 8 m High Mountain Asia (HMA) over the rugged mountainous terrain of the Karakoram region. Horizontal accuracy (specified inxandy) assessed by referring photogrammetrically generated master DEM from Cartosat-1 revealed AW3D30 as the most consistent DEM with a slight shift of +2.80 m and -4.89 m inxandydirection, respectively. However, vertical accuracy analysis showed that both HMA and AW3D30 DEMs are quite close to each other with MAE of 3.01 m and 3.46 m, RMSE of 5.6 m and 7.5 m, and NMAD of 4.09 m and 5.5 m, respectively. We also examined the influence of slope on DEM errors and associated elevation-dependent bias over non-glaciated surface which can be valuable input for geodetic mass balance estimations.
机译:本研究评估了七个开源数字高度模型(DEMS)的水平和垂直准确度,具有中等至高分辨率的ZIZ。 30米班车雷达地形任务(SRTM1),先进的星载热排放和反射辐射计全球DEM(ASTER GDEM),先进的土地观察卫星世界3D(AW3D30)和CARTOSAT DEM(CARTODEM),90 M Terrasar-X附加组件数字高度测量(TANDEM-X),12.5米地形校正相位阵列L波段合成孔径雷达(PALSAR)从先进的土地观察卫星(ALOS)和8米高的山地亚洲(HMA)在卡拉克拉姆地区的坚固耐用的山地地形上。通过从CartoSAT-1引用摄影测定的Master DEM评估的水平准确性(指定的inxandy)显示AW3D30作为最一致的DEM,分别略微偏移+2.80 m和-4.89 m inxandydirection。然而,垂直精度分析表明,HMA和AW3D30 DEM彼此相邻,MAE为3.01米和3.46米,RMSE分别为5.6米和7.5米,分别为4.09米和5.5米。我们还研究了斜坡对DEM误差和相关的升高偏置在非冰川表面上的影响,这对于大理石质量平衡估计来说是有价值的输入。

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  • 来源
    《Remote sensing letters》 |2020年第12期|893-902|共10页
  • 作者单位

    Snow & Avalanche Study Estab Chandigarh 160036 India|Punjab Engn Coll Dept Civil Engn Chandigarh 160012 India;

    Snow & Avalanche Study Estab Chandigarh 160036 India;

    Punjab Engn Coll Dept Civil Engn Chandigarh 160012 India;

    Snow & Avalanche Study Estab Chandigarh 160036 India;

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