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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]) |
ISSN | 1687-5966 |
EISSN | 1687-5974 |
卷号 | 2023 |
发表状态 | 已发表 |
DOI | 10.1155/2023/9320835 |
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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