A Bioinspired Navigation System for Multirotor UAV by Integrating Polarization Compass/Magnetometer/INS/GNSS

被引:25
作者
Wang, Shanpeng [1 ]
Qiu, Zhenbing [2 ]
Huang, Panpan [3 ]
Yu, Xiang [4 ]
Yang, Jian [4 ]
Guo, Lei [4 ]
机构
[1] Beihang Univ, Sch Instrumentat & Optoelect Engn, Beijing 100191, Peoples R China
[2] Zhejiang Univ City Coll, Sch Informat & Elect Engn, Hangzhou 310015, Zhejiang, Peoples R China
[3] Beihang Univ, Hangzhou Innovat Inst, Hangzhou 310052, Peoples R China
[4] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
基金
中国国家自然科学基金;
关键词
Bioinspired navigation; geomagnetic orientation; integrated navigation; Kalman filter; polarized skylight; UAV; CELESTIAL COMPASS; PERFORMANCE-TEST; SKYLIGHT; SENSOR; CLEAR;
D O I
10.1109/TIE.2022.3212421
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Stable and accurate heading angle estimation is challenging for low-cost small unmanned aerial vehicle (UAV) navigation, especially in the presence of geomagnetic anomaly. In this article, a bioinspired integrated navigation system (BINS) is designed such that the environmental adaptability of the navigation system can be enhanced. A bioinspired integrated navigation algorithm is presented to fuse the information of polarized skylight, geomagnetic field, inertia, and global navigation satellite system. The relationship among ambient light intensity, degree of polarization, and accuracy of polarization compass is revealed. Thus, the integrated polarization compass can be adapted to more complex weather conditions. A tightly coupled integrated navigation model is developed for BINS to fuse the information of polarization compass and magnetometer. Within the developed scheme, the polarization compass can not only correct the heading error of the system, but also help the magnetometer reconstruct the actual local geomagnetic field distribution. The problem of inaccurate geomagnetic field model in the magnetic anomaly environment is addressed. Moreover, the Chi-Square test is used to detect polarization compass outliers such that the navigation modes can be switched promptly. Finally, the ground static experiments and UAV flight tests are carried out. In comparison to traditional polarization navigation and geomagnetic navigation, the proposed system effectively improves the heading accuracy.
引用
收藏
页码:8526 / 8536
页数:11
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