利用机载LiDAR数据的开放DEM产品精度评估

Accuracy Evaluation of Open DEM Products Based on Airborne LiDAR Data

  • 摘要: 数字高程模型(digital elevation model,DEM)是地学分析应用的基础数据。目前对国际上多套开放DEM产品的精度分析与比较依然有所欠缺。以机载激光雷达数据生成的高精度DEM和数字表面模型(digital surface model, DSM)为参考,以平均误差(mean error,ME)、均方根误差(root mean square error,RMSE)、90%线概率误差(linear error at 90% probability,LE90)为统计指标,评价5种开放DEM产品(ASTER、AW3D30、MERIT、SRTM和TanDEM-X 90 m)分别表达DEM和DSM时的高程精度。实验结果表明,5种产品的高程精度存在明显差异,在山地森林区域的实际精度都低于各自目标设计精度。作为DEM使用时,5种产品都对地面高程存在显著高估,其中MERIT产品(ME为2.82 m,LE90为12.19 m)和SRTM产品(ME为4.74 m,LE90为11.75 m)的精度更高,TanDEM-X产品高估最严重且精度最差(ME为10.39 m,LE90为22.83 m)。当作为DSM使用时,5种产品都对地表物体高程存在显著低估,其中TanDEM-X产品(ME为-3.69 m,LE90为16.99 m)和AW3D30产品(ME为-5.34 m,LE90为16.81 m)精度更高。误差的空间分布受地物覆盖类型影响,在森林覆盖区域比居民地区域的误差更严重。相对坡度而言,地表物体的高度对5种DEM产品的高程误差有更强影响,各产品的高程误差随着地表物体高度的增加而显著增强。

     

    Abstract:
    Objectives Digital elevation model (DEM) is the foundation of many geoscientific applications. Currently there are limited studies with the accuracy evaluation of various open DEM products. We aim to analyze the accuracy of five open DEM products (including ASTER, AW3D30, MERIT, SRTM, and TanDEM-X 90 m).
    Methods The five products were compared to airborne LiDAR derived reference DEM and digital surface model (DSM) respectively. Statistical measures including mean error (ME), root mean square error (RMSE), as well as linear error at 90% probability (LE90) were used.
    Results The results demonstrate significant differences in the accuracy among 5 open DEM products. None of them meet the designed accuracy in this mountain forest study area. When used as DEM, all 5 DEM products have severe overestimation of the terrain elevation. Among them, the MERIT (ME is 2.82 m,LE90 is 12.19 m ) and SRTM (ME is 4.74 m,LE90 is 11.75 m) has much higher accuracy than the other 3 products. TanDEM-X 90 m DEM has the worst accuracy (ME is 10.39 m,LE90 is 22.83 m). When used as DSM, all 5 DEM products underestimated the elevation of surface objects. Among them, the TanDEM-X 90 m (ME is -3.69 m,LE90 is 16.99 m ) and AW3D30 (ME is -5.34 m,LE90 is 16.81 m ) have much higher accuracy than the other 3 products. The spatial distribution of elevation errors are influenced by the type of land cover. Errors in forested areas are higher than in residential areas. Compared to slope, the height of ground objects has more impact on the elevation errors.
    Conclusions When used as DEM, the MERIT and SRTM products have higher accuracy, while when used as DSM, the TanDEM-X 90 m and AW3D30 have higher accuracy.

     

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