Efficient autofocus of small multi-rotor UAV SAR by minimum entropy BP algorithm

被引:4
|
作者
Su, Hao [1 ]
Wei, Shunjun [1 ]
Zhang, Xiaoling [1 ]
Pu, Limin [1 ]
Yang, Xiaoliang [2 ]
机构
[1] Univ Elect Sci & Technol China, Sch Commun & Informat Engn, Chengdu, Sichuan, Peoples R China
[2] China Elect Technol Grp Corp, Res Inst 54, Shijiazhuang, Hebei, Peoples R China
来源
JOURNAL OF ENGINEERING-JOE | 2019年 / 2019卷 / 21期
基金
中国博士后科学基金; 中国国家自然科学基金;
关键词
entropy; gradient methods; synthetic aperture radar; radar imaging; autonomous aerial vehicles; robot vision; minimum entropy BP algorithm; multirotor unmanned aerial vehicles; low-cost synthetic aperture radar systems; unstable motion; low actuary position sensors; high-quality imaging; efficient back-projection autofocus method; SMR-UAV SAR systems; position error estimation model; conjugate-gradient method; computing efficiency; entropy estimation; small multirotor UAV SAR; minimum entropy principle; scatterer areas;
D O I
10.1049/joe.2019.0625
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Small multi-rotor unmanned aerial vehicles (SMR-UAVs) are a promising platform for low-cost synthetic aperture radar (SAR) systems. However, SMR-UAVs usually suffer from serious position errors due to their unstable motion and low actuary position sensors, and autofocus is an indispensable step for their high-quality imaging. An efficient back-projection autofocus method is proposed for SMR-UAV SAR systems by the principle of minimum entropy. The position error estimation model via minimum entropy is derived. The conjugate-gradient method is used to efficiently estimate the position errors. Moreover, to improve the computing efficiency, the strong scatterer areas are estimated as the input of entropy estimation. The effectiveness of the algorithm is demonstrated using both simulation and experimental data.
引用
收藏
页码:7356 / 7359
页数:4
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