Remote Sensing Technology and Application, Volume. 39, Issue 3, 557(2024)

Accuracy Validation and Improvement of AW3D30 DEM Aided by ICESat-2 Data

Yinghui ZHENG, Yan ZHANG*, Tao WANG, Xiang ZHAO, and Shaocong Liu
Author Affiliations
  • Information Engineering University, Geospatial Information Institute, Zhengzhou450001, China
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    Figures & Tables(11)
    Spatial distribution map of AW3D30 DEM, ICESat-2 and topographic factors in Henan Province
    Schematic diagram of ICESat-2 laser footprint offset
    Neuronal structure of LSTM
    Workflow of RF-LSTM Hybrid Model
    The relationship between AW3D30 DEM error and slope, aspect
    The relationship between AW3D30 DEM error and landform, land use
    Importance ranking of terrain factor variables based on RF
    The AW3D30 DEM after RF-LSTN Hybrid model improvement and difference before and after modification of AW3D30 DEM
    AW3D30 DEM Improvement results for different improvement models
    • Table 1. The specific description of the data included in the study

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      Table 1. The specific description of the data included in the study

      数据名称获取时间数据源坐标系统空间分辨率/m
      AW3D30 DEM2021-01~2022-02ALOS

      平面坐标:WGS84

      高程基准:EMG96

      30
      ICESat-22018-10~2021-12ATLAS

      平面坐标:WGS84

      高程基准:WGS84

      直径大小约17
      GlobeLand30 V20202020Landsat、HJ-1、GF-1平面坐标:WGS8430
      Henan_geomorphology2009中华人民共和国地貌图集(1∶100万)平面坐标:WGS841 000
      Henan_slope2022AW3D30 DEM平面坐标:WGS8430
      Henan_aspect2022AW3D30 DEM平面坐标:WGS8430
    • Table 2. Accuracy validation of AW3D30 DEM before and after registration

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      Table 2. Accuracy validation of AW3D30 DEM before and after registration

      AW3D30 DEMMax/mMin/mME/mMAE/m

      RMSE

      /m

      配准前34.793-47.258-8.4869.52910.725
      配准后9.976-10.183-4.7464.8975.609
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    Yinghui ZHENG, Yan ZHANG, Tao WANG, Xiang ZHAO, Shaocong Liu. Accuracy Validation and Improvement of AW3D30 DEM Aided by ICESat-2 Data[J]. Remote Sensing Technology and Application, 2024, 39(3): 557

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    Paper Information

    Category:

    Received: Sep. 19, 2022

    Accepted: --

    Published Online: Dec. 9, 2024

    The Author Email: ZHANG Yan (zhangyanxz7806@163.com)

    DOI:10.11873/j.issn.1004-0323.2024.3.0557

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