Global digital elevation model (GDEM) product generation by correcting ASTER GDEM elevation with ICESat-2 altimeter data

被引:0
|
作者
Li, Binbin [1 ,2 ,3 ,4 ,5 ]
Xie, Huan [1 ,2 ,7 ]
Liu, Shijie [1 ,2 ]
Ye, Zhen [1 ,2 ]
Hong, Zhonghua [6 ]
Weng, Qihao [3 ,4 ,5 ]
Sun, Yuan [1 ,2 ]
Xu, Qi [1 ,2 ]
Tong, Xiaohua [1 ,2 ]
机构
[1] Tongji Univ, Coll Surveying & Geoinformat, Shanghai 200092, Peoples R China
[2] Tongji Univ, Shanghai Key Lab Planetary Mapping & RemoteSensing, Shanghai 200092, Peoples R China
[3] Hong Kong Polytech Univ, Dept Land Surveying & Geoinformat, JC STEM Lab Earth Observat, Hung Hom, Hong Kong 999077, Peoples R China
[4] Hong Kong Polytech Univ, Res Ctr Artificial Intelligence Geomat, Kowloon, Hong Kong 999077, Peoples R China
[5] Hong Kong Polytech Univ, Res Inst Land & Space, Hong Kong 999077, Peoples R China
[6] Shanghai Ocean Univ, Coll Informat Technol, Shanghai 201306, Peoples R China
[7] Tongji Univ, Shanghai Inst Intelligent Sci & Technol, Shanghai 200092, Peoples R China
基金
中国国家自然科学基金;
关键词
DEM; LAND; SRTM;
D O I
10.5194/essd-17-205-2025
中图分类号
P [天文学、地球科学];
学科分类号
07 ;
摘要
Advancements in scientific inquiry and practical applications have created a higher demand for the accuracy of global digital elevation models (GDEMs), especially for GDEMs whose main data source is optical imagery. To address this challenge, integrating GDEM and satellite laser altimeter data (global coverage and high-accuracy ranging) is an important research direction, in addition to the technological enhancement of the main data source. In this paper, we describe the datasets and algorithms used to generate a GDEM product (IC2-GDEM) by correcting ASTER GDEM (Advanced Spaceborne Thermal Emission and Reflection Radiometer Global Digital Elevation Model) elevation data with ICESat-2 altimeter data. The algorithm scheme presents the details of the strategies used for the various challenges, such as the processing of DEM boundaries, the fusion of the different data, and the geographical layout of the satellite laser altimeter data. We used a high-accuracy global elevation control point dataset and multiple high-accuracy local DEMs as the validation data for a comprehensive assessment at the global scale. The results from the validation comparison show that the elevation accuracy of IC2-GDEM is evidently superior to that of the ASTER GDEM product: (1) the RMSE reduction ratio of the corrected GDEM elevation is between 16 % and 82 %, and the average reduction ratio is about 47 %; and (2) from the analysis of the different topographies and land covers, this error reduction is effective even in areas with high topographic relief (>15 degrees) and high vegetation cover (>60%). ASTER GDEM has been in use for more than a decade, and many historical datasets and models are based on its elevation data. IC2-GDEM facilitates seamless integration with these historical datasets, which is essential for longitudinal studies examining long-term environmental change, land use dynamics, and climate impacts. Meanwhile, IC2-GDEM can serve as a new complementary data source for existing DEMs (such as Copernicus DEM) mainly sourced from synthetic aperture radar (SAR) observation. By cross-validating qualities, filling data gaps, and conducting multi-scale analyses, it can lead to more reliable and comprehensive scientific discoveries, thereby improving the overall quality and reliability of Earth science research.
引用
收藏
页码:205 / 220
页数:16
相关论文
共 50 条
  • [41] Digital terrain model elevation corrections using space-based imagery and ICESat-2 laser altimetry
    Magruder, Lori
    Neuenschwander, Amy
    Klotz, Brad
    REMOTE SENSING OF ENVIRONMENT, 2021, 264
  • [42] Extraction Strategy for ICESat-2 Elevation Control Points Based on ATL08 Product
    Shang, Dashuai
    Zhang, Yongsheng
    Dai, Chenguang
    Ma, Qifang
    Wang, Ziquan
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2022, 60
  • [43] High-quality seamless DEM generation blending SRTM-1, ASTER GDEM v2 and ICESat/GLAS observations
    Yue, Linwei
    Shen, Huanfeng
    Zhang, Liangpei
    Zheng, Xianwei
    Zhang, Fan
    Yuan, Qiangqiang
    ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING, 2017, 123 : 20 - 34
  • [44] TOWARDS GLOBAL DEM GENERATION BY COMBINING GEDI AND ICESAT-2 DATA
    Tian, Xiangxi
    Shan, Jie
    IGARSS 2023 - 2023 IEEE INTERNATIONAL GEOSCIENCE AND REMOTE SENSING SYMPOSIUM, 2023, : 6964 - 6966
  • [45] ICESat-2 Elevation Retrievals in Support of Satellite-Derived Bathymetry for Global Science Applications
    Babbel, Benjamin J.
    Parrish, Christopher E.
    Magruder, Lori A.
    GEOPHYSICAL RESEARCH LETTERS, 2021, 48 (05)
  • [46] A New Model for Elevation Change Estimation in Antarctica From Photon-Counting ICESat-2 Altimetric Data
    Li, Rongxing
    He, Youquan
    Li, Hongwei
    Gu, Yuanyuan
    Li, Guojun
    Qiao, Gang
    Xie, Huan
    Hao, Tong
    Cui, Xiangbin
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62
  • [47] Accuracy assessment of SRTM v4 and ASTER GDEM v2 over the Altiplano watershed using ICESat/GLAS data
    Satge, F.
    Bonnet, M. P.
    Timouk, F.
    Calmant, S.
    Pillco, R.
    Molina, J.
    Lavado-Casimiro, W.
    Arsen, A.
    Cretaux, J. F.
    Garnier, J.
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2015, 36 (02) : 465 - 488
  • [48] VALIDATION OF THE ASTER GLOBAL DIGITAL ELEVATION MODEL VERSION 2 OVER THE CONTERMINOUS UNITED STATES
    Gesch, D.
    Oimoen, M.
    Zhang, Z.
    Meyer, D.
    Danielson, J.
    XXII ISPRS CONGRESS, TECHNICAL COMMISSION IV, 2012, 39-B4 : 281 - 286
  • [49] Modeling and Correcting Building Boundary in ICESat-2 Spaceborne Laser Altimeter Data Considering the Extended Laser Spot Effect
    Zhao, Pufan
    Zhang, Biyi
    Liu, Qi
    Liu, Xinyuan
    Yang, Jian
    Li, Song
    Ma, Yue
    IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING, 2024, 62 : 1 - 11
  • [50] Performance validation of High Mountain Asia 8-meter Digital Elevation Model using ICESat-2 geolocated photons
    Giribabu DANDABATHULA
    Subham ROY
    Omkar Shashikant GHATAGE
    Vaibhav Balaso KOLASE
    Shwetambari SATPUTE
    Koushik GHOSH
    Sahibnoor KAUR
    Satyanarayana PONDARI
    Apurba Kumar BERA
    Sushil Kumar SRIVASTAV
    Journal of Mountain Science, 2024, 21 (08) : 2562 - 2578