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
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