Accuracy optimization and assessment of GF-7 satellite multi-source remote sensing data

被引:0
|
作者
Hu L. [1 ]
Tang X. [2 ]
Zhang Z. [1 ]
Li G. [2 ]
Chen J. [2 ]
Tian H. [1 ]
Zhang S. [2 ,3 ]
Qiao J. [1 ]
Li X. [1 ]
机构
[1] The First Topographic Surveying Brigade of Ministry of Natural Resources of the People’s Republic of China, Xi’an
[2] Land Satellite Remote Sensing Application Center, Ministry of Natural Resources, Beijing
[3] Lanzhou Jiaotong University, Lanzhou
来源
Hongwai yu Jiguang Gongcheng/Infrared and Laser Engineering | 2022年 / 51卷 / 06期
关键词
accuracy optimization; footprint image; GF-7; laser altimetry;
D O I
10.3788/IRLA20210458
中图分类号
学科分类号
摘要
The GF-7 satellite is the first sub-meter two-line-array stereo imaging satellite of China. It is equipped with two sets of laser altimeters and laser footprint cameras to capture multi-source remote sensing data simultaneously. In this paper, the multi-source remote sensing data of GF-7 satellite were used to promote the horizontal and vertical accuracy, which used laser altimetry data to optimize the vertical accuracy by skewness, median, linear polynomial and quadratic polynomial model, and the footprint image was used to optimize the horizontal accuracy in the first-order affine transformation method. Moreover, the accuracy of uncontrolled plane-elevation, laser elevation optimization, footprint-laser plane-elevation optimization and field-laser plane-elevation optimization were evaluated through the field control points. The experimental results show that the vertical accuracy of DSM can be improved significantly with the support of laser altimetry data. The mean vertical error of the DSM produced without GCPs is −4.268 m and the mean square error is 4.518 m. While the mean vertical error and mean square error of the DSM optimized by the median model are improved to −0.272 m and 1.508 m, and the mean vertical error and mean square error of the DSM optimized by linear model reach −0.320 m and 1.351 m. The horizontal accuracy of DOM can be improved by the footprint image. The mean horizontal error is optimized from 13.606 m to 5.341 m, and the mean square error is optimized from 13.626 m to 5.495 m. © 2022 Chinese Society of Astronautics. All rights reserved.
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共 13 条
  • [1] Wang Mi, Wei Yu, Yang Bo, Et al., Extraction and analysis of global elevation control points from ICESat‐ 2 /ATLAS data, Geomatics and Information Science of Wuhan University, 46, 2, pp. 184-192, (2021)
  • [2] Li Guoyuan, Tang Xinming, Zhang Chongyang, Et al., Multicriteria constraint algorithm for selecting ICESat/GLAS data as elevation control points, Journal of Remote Sensing, 21, 1, pp. 96-104, (2017)
  • [3] Li B, Xie H, Tong X, Et al., Research on the control point extraction method of Chinese Gaofen7 satellite using altimeter and footprint camera, EPJ Web of Conferences, The 29th International Laser Radar Conference (ILRC 29), 237, (2020)
  • [4] Tang X, Xie J, Liu R, Et al., Overview of the GF-7 Laser Altimeter System Mission, Earth and Space Science, 7, 1, (2020)
  • [5] Gao Xiaoming, Li Guoyuan, Guo Jinquan, Et al., Discussion on the development of laser altimetry satellite for tri-polar regions observation, Infrared and Laser Engineering, 49, 11, (2020)
  • [6] Ren C, Xie J, Zhi X, Et al., Laser spot center location method for Chinese spaceborne GF-7 footprint camera, Sensors, 20, 8, (2020)
  • [7] Zuo Zhiqiang, Tang Xinming, Li Guoyuan, Et al., Adaptive Gaussian filtering of the full waveform of GF-7 satellite laser altimeter, Infrared and Laser Engineering, 49, 11, (2020)
  • [8] Li Guoyuan, Yao Jiaqi, Zhao Yiming, Et al., Progress and prospect of atmospheric scattering correction for laser altimetry satellite, Infrared and Laser Engineering, 49, 11, (2020)
  • [9] Li G, Guo J, Tang X, Et al., Preliminary quality analysis of GF-7 satellite laser altimeter full waveform data, ISPRS - International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences, pp. 129-134, (2020)
  • [10] Hu Liuru, Tang Xinming, Li Guoyuan, Et al., Quality assessment and accuracy optimization of DSM using GLAS laser altimetry data, Bulletin of Surveying and Mapping, 11, pp. 39-43, (2019)