Joint Estimation of Absolute Attitude and Size for Satellite Targets Based on Multi-Feature Fusion of Single ISAR Image

被引:8
|
作者
Wang, Jiadong [1 ]
Li, Yachao [2 ]
Song, Ming [3 ]
Xing, Mengdao [2 ]
机构
[1] Xidian Univ, Acad Adv Interdisciplinary Res, Xian 710071, Peoples R China
[2] Xidian Univ, Natl Lab Radar Signal Proc, Xian 710071, Peoples R China
[3] Beijing Inst Space Long March Vehicle, Beijing 100076, Peoples R China
基金
中国国家自然科学基金;
关键词
Attitude estimation; inverse synthetic aperture radar (ISAR) image interpretation; multi-features fusion; satellite targets; size estimation; SPACE TARGETS; RECONSTRUCTION; SEQUENCE; GEOMETRY;
D O I
10.1109/TGRS.2022.3159345
中图分类号
P3 [地球物理学]; P59 [地球化学];
学科分类号
0708 ; 070902 ;
摘要
It is challenging to estimate satellite targets' absolute attitude and size with limited observational data. This article proposes an innovative way to jointly estimate satellite targets' absolute attitude and size in the 3-D stable coordinates based on inverse synthetic aperture radar (ISAR) image interpretation with only one image. By taking advantage of the rectangular solar panels commonly equipped on satellites, this article extracts solar panel's principal components, line features, and phase features of single ISAR imagery with principal component analysis (PCA), radon transform (RT), and minimum-entropy (ME)-based autofocus method, respectively. The projection relationship between these features and the absolute attitude and size of the satellite are established separately. Through multi-features fusion, a joint parameter estimation optimization function is established. This optimization is solved iteratively by the quasi-Newton method. The attitude and size parameters can be estimated simultaneously and rapidly, realizing the satellite state estimation under limited observation data. The excellent performance of the proposed algorithm is verified through different experiments.
引用
收藏
页数:20
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