Attitude heading reference algorithm based on transformed cubature Kalman filter

被引:10
|
作者
Yu, Yong-jun [1 ]
Zhang, Xiang [1 ]
Khan, M. Sadiq Ali [2 ]
机构
[1] Nanjing Univ Sci & Technol, Sch Mech Engn, 200 Xiaolingwei St, Nanjing 210094, Jiangsu, Peoples R China
[2] Univ Karachi, Dept Comp Sci, Karachi, Pakistan
来源
MEASUREMENT & CONTROL | 2020年 / 53卷 / 7-8期
关键词
Inertial navigation; filters; navigation; sensor fusion; state estimation; PARTICLE FILTERS; NAVIGATION;
D O I
10.1177/0020294020944941
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 attitude estimation is the key to the autonomous control of unmanned aerial vehicle. The Attitude Heading Reference System using micro-electro-mechanical system inertial measurement unit and magnetic sensor as measurement sensors is an indispensable system for attitude estimation of the unmanned aerial vehicle. Aiming at the problem of low precision of the Attitude Heading Reference System caused by the nonlinear attitude model of the micro unmanned aerial vehicle, an attitude heading reference algorithm based on cubature Kalman filter is proposed. Aiming at the nonlocal sampling problem of cubature Kalman filter, the transformed cubature Kalman filter using orthogonal transformation of the sampling point is presented. Meanwhile, an adaptive estimation algorithm of motion acceleration using Kalman filter is proposed, which realizes the online estimation of motion acceleration. The car-based tests show that the algorithm proposed in this paper can accurately estimate the carrier's motion attitude and motion acceleration without global positioning system. The accuracy of acceleration reaches 0.2 m/s(2), and the accuracy of attitude reaches 1 degrees.
引用
收藏
页码:1446 / 1453
页数:8
相关论文
共 50 条
  • [1] Attitude and Heading Estimation for Indoor Positioning Based on the Adaptive Cubature Kalman Filter
    Geng, Jijun
    Xia, Linyuan
    Wu, Dongjin
    [J]. MICROMACHINES, 2021, 12 (01) : 1 - 25
  • [2] Transformed cubature quadrature Kalman filter
    Singh, Abhinoy Kumar
    Bhaumik, Shovan
    [J]. IET SIGNAL PROCESSING, 2017, 11 (09) : 1095 - 1103
  • [3] Spacecraft attitude estimation based on matrix Kalman filter and recursive cubature Kalman filter
    Zhang, Tao
    Xu, Xiang
    Wang, Zhicheng
    [J]. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 2018, 232 (16) : 3024 - 3033
  • [4] Comparison of Complementary and Kalman Filter Based Data Fusion for Attitude Heading Reference System
    Islam, Tariqul
    Islam, Md. Saiful
    Shajid-Ul-Mahmud, Md.
    Hossam-E-Haider, Md
    [J]. PROCEEDINGS OF THE 1ST INTERNATIONAL CONFERENCE ON MECHANICAL ENGINEERING AND APPLIED SCIENCE (ICMEAS 2017), 2017, 1919
  • [5] Design and Implementation of Cryptography based Attitude and Heading Reference System with Extended Kalman filter
    Singh, Kirat Pal
    Kumar, Vipan
    Singhai, Sandeep
    Sehjal, Dipanshu
    [J]. 2016 5TH INTERNATIONAL CONFERENCE ON WIRELESS NETWORKS AND EMBEDDED SYSTEMS (WECON), 2016, : 169 - 174
  • [6] Quaternion Based Attitude Determination Method of Cubature Kalman Filter
    Zhou, Ning
    Li, Li
    Chen, Riqing
    Wang, Qiping
    Lu, Jiyong
    [J]. 2021 PROCEEDINGS OF THE 40TH CHINESE CONTROL CONFERENCE (CCC), 2021, : 3456 - 3461
  • [7] Attitude Heading Estimation of Indoor Moving Object Based on Extended Kalman Filter Algorithm
    Xia, Linyuan
    Geng, Jijun
    Wu, Dongjin
    Peng, Qingyi
    [J]. PROCEEDINGS OF 5TH IEEE CONFERENCE ON UBIQUITOUS POSITIONING, INDOOR NAVIGATION AND LOCATION-BASED SERVICES (UPINLBS), 2018, : 434 - 440
  • [8] A SLAM Algorithm Based on Adaptive Cubature Kalman Filter
    Yu, Fei
    Sun, Qian
    Lv, Chongyang
    Ben, Yueyang
    Fu, Yanwei
    [J]. MATHEMATICAL PROBLEMS IN ENGINEERING, 2014, 2014
  • [9] High Accuracy Extend Kalman Filter for Posture Measurement based on Attitude and Heading Reference System
    Huang, Yahua
    Gong, Jiachao
    Yao, Tianyi
    Wang, Cheng
    Jin, Yufeng
    Shi, Guangyi
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON REAL-TIME COMPUTING AND ROBOTICS (RCAR), 2017, : 262 - 266
  • [10] Fuzzy Adaptive Extended Kalman Filter for Miniature Attitude and Heading Reference System
    Qin, Wei
    Yuan, Weizheng
    Chang, Honglong
    Xue, Liang
    Yuan, Guangmin
    [J]. 2009 4TH IEEE INTERNATIONAL CONFERENCE ON NANO/MICRO ENGINEERED AND MOLECULAR SYSTEMS, VOLS 1 AND 2, 2009, : 1026 - 1030