Position Estimation Using the Image Derivative

被引:32
|
作者
Mortari, Daniele [1 ]
de Dilectis, Francesco [2 ]
Zanetti, Renato [3 ]
机构
[1] Texas A&M Univ, Aerosp Engn, College Stn, TX 77843 USA
[2] Univ Texas Austin, Aerosp Engn & Engn Mech, Austin, TX 78712 USA
[3] NASA Johnson Space Ctr, Houston, TX 77058 USA
来源
AEROSPACE | 2015年 / 2卷 / 03期
基金
美国国家航空航天局;
关键词
navigation; image processing; autonomy;
D O I
10.3390/aerospace2030435
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
This article describes an image processing algorithm to identify the size and shape of a spherical reflecting celestial body prominently depicted in images taken from a spacecraft with an optical camera, with the purpose of estimating the relative distance between target and observer in magnitude and direction. The approach is based on the fact that in such images, the pixels belonging to the target's hard edge have the highest values of the image derivative; therefore, they are easily recognizable when the image is processed with a gradient filter. Eventual extraneous points polluting the dataset (outliers) are eliminated by two methods applied in sequence. The target center and radius are estimated by non-linear least squares using circular sigmoid functions. The proposed image processing has been applied to real and synthetic Moon images. An error analysis is also performed to determine the performance of the proposed method.
引用
收藏
页码:435 / 460
页数:26
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