Robust Centroid Estimation Method with the Rough and Refined Estimation for Interplanetary Optical Navigation
2023
发表期刊INTERNATIONAL JOURNAL OF AEROSPACE ENGINEERING (IF:1.1[JCR-2023],1.2[5-Year])
ISSN1687-5966
EISSN1687-5974
卷号2023
发表状态已发表
DOI10.1155/2023/9320835
摘要

As the interest in probing deep space increases, it is necessary to enhance the autonomous navigation capabilities of the spacecraft. Since traditional navigation methods rely on ground-based radiometric tracking, the vehicle has a significant communication delay resulting in no ability to handle unexpected situations on time. Image-based optical navigation allows interplanetary spacecraft to determine their orbits autonomously. This paper explores how to accurately extract optical observations from the original images to perform autonomous navigation. First, we introduce a simple and efficient idea to locate valuable contours of the celestial body based on gradient variations. Then, we establish a rough estimation with RANSAC to remove the outliers around the edges. Next, we propose a refined estimation based on the hybrid genetic algorithm to precisely estimate the navigation observations. Lastly, numerous experiments have confirmed that our method achieves outstanding accuracy and robustness. © 2023 Qichang Qiang et al.

关键词Interplanetary spacecraft Navigation Orbits Vehicle to vehicle communications Autonomous navigation Centroid estimation Communication delays Deep space Estimation methods Ground based Image-based Navigation methods Optical navigation Radiometrics
收录类别EI
语种英语
出版者Hindawi Limited
EI入藏号20232014106264
EI主题词Genetic algorithms
EI分类号655.1 Spacecraft, General ; 716.3 Radio Systems and Equipment
原始文献类型Journal article (JA)
文献类型期刊论文
条目标识符https://kms.shanghaitech.edu.cn/handle/2MSLDSTB/305065
专题信息科学与技术学院
信息科学与技术学院_特聘教授组_林宝军组
通讯作者Lin, Baojun
作者单位
1.Innovation Academy for Microsatellites of Chinese Academy of Sciences, Shanghai; 201203, China;
2.University of Chinese Academy of Sciences, Beijing; 100049, China;
3.Shanghai Engineering Center for Microsatellites, Shanghai; 201203, China;
4.School of Information Science and Technology, Shanghai Tech University, Shanghai; 201210, China
通讯作者单位信息科学与技术学院
推荐引用方式
GB/T 7714
Qiang, Qichang,Lin, Baojun,Liu, Yingchun,et al. Robust Centroid Estimation Method with the Rough and Refined Estimation for Interplanetary Optical Navigation[J]. INTERNATIONAL JOURNAL OF AEROSPACE ENGINEERING,2023,2023.
APA Qiang, Qichang,Lin, Baojun,Liu, Yingchun,&Lin, Xia.(2023).Robust Centroid Estimation Method with the Rough and Refined Estimation for Interplanetary Optical Navigation.INTERNATIONAL JOURNAL OF AEROSPACE ENGINEERING,2023.
MLA Qiang, Qichang,et al."Robust Centroid Estimation Method with the Rough and Refined Estimation for Interplanetary Optical Navigation".INTERNATIONAL JOURNAL OF AEROSPACE ENGINEERING 2023(2023).
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