Spacecraft Recovery & Remote Sensing, Volume. 45, Issue 4, 71(2024)

Correction Method for On-Orbit Distortion in Star Sensor Imaging Based on Deep Neural Networks

Xurui CHEN1...2, Haodong YAN1,2,3, Guopeng DING1, Shuai ZHI1, Yonghe ZHANG1, Chengcheng FAN1, Zhaoxiong LI1,2 and Zhencai ZHU1 |Show fewer author(s)
Author Affiliations
  • 1Innovation Academy for Microsatellites of CAS, Shanghai 201203, China
  • 2University of Chinese Academy of Sciences, Beijing 100049, China
  • 3ShanghaiTech University, Shanghai 201210, China
  • show less
    Figures & Tables(8)
    [in Chinese]
    [in Chinese]
    [in Chinese]
    [in Chinese]
    [in Chinese]
    • Table 1. Star sensor parameters

      View table
      View in Article

      Table 1. Star sensor parameters

      参数名称数值
      视场/(°)20×20
      探测器分辨率/像素1 024×1 024
      像素尺寸/μm15×15
      焦距/mm43.3
      极限观测星等/Mv6
    • Table 2. Comparison of star map correction errors for two methods using simulated star map datase

      View table
      View in Article

      Table 2. Comparison of star map correction errors for two methods using simulated star map datase

      方法平均误差/像素
      径向偏心畸变薄棱镜畸变多项式畸变
      校正前0.72370.517 70.792 7
      GA-BP0.076 30.190 10.100 5
      本文方法0.058 60.062 90.074 3
    • Table 3. Comparison of star map correction errors for two methods using star sensor image dataset

      View table
      View in Article

      Table 3. Comparison of star map correction errors for two methods using star sensor image dataset

      方法平均误差/像素标准误差
      校正前1.557 20.865 1
      GA-BP0.405 50.203 2
      本文方法0.352 20.324 3
    Tools

    Get Citation

    Copy Citation Text

    Xurui CHEN, Haodong YAN, Guopeng DING, Shuai ZHI, Yonghe ZHANG, Chengcheng FAN, Zhaoxiong LI, Zhencai ZHU. Correction Method for On-Orbit Distortion in Star Sensor Imaging Based on Deep Neural Networks[J]. Spacecraft Recovery & Remote Sensing, 2024, 45(4): 71

    Download Citation

    EndNote(RIS)BibTexPlain Text
    Save article for my favorites
    Paper Information

    Category:

    Received: Oct. 13, 2023

    Accepted: --

    Published Online: Nov. 1, 2024

    The Author Email:

    DOI:10.3969/j.issn.1009-8518.2024.04.008

    Topics