Federated Filter Based on Navigation System of Quad-rotor UAV

被引:0
|
作者
Zhou, Ming-Yue [1 ]
Zhao, Long [1 ]
机构
[1] Beihang Univ, Sch Automat Sci & Elect Engn, Beijing 100191, Peoples R China
关键词
Federated filter; AHRS; Motion prediction;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In order to reduce the divergence of navigation results during GNSS outage for quad-rotor, and to solve the problem of collaborative work of multiple subsystems, we propose an integrated navigation system based on motion prediction and federated filtering. The proposed framework consists of a Micro Strap down Inertial Navigation System (MSINS), a Global Navigation Satellite System (GNSS), an Attitude and Heading Reference System (AHRS) and a motion prediction module. When GNSS signals are available, AHRS is used to get accurate attitude angle information, and information from MSINS, AHRS and GNSS is fused together by a federated filter to reduce navigation errors. When GNSS signals are unavailable, a motion prediction module based on the motion model of quad-rotor is introduced, and the predicted movements aid MSINS to restrain the divergence of position results. The system is tested on a self-built quad-rotor platform. Results show that the system can provide accurate attitude and location information during GNSS outage in short-term.
引用
收藏
页码:732 / 738
页数:7
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