A Generalized Reduced-Complexity Inertial Navigation System for Unmanned Aerial Vehicles

被引:16
作者
Fresk, Emil [1 ]
Nikolakopoulos, George [1 ]
Gustafsson, Thomas [1 ]
机构
[1] Lulea Univ Technol, Dept Comp Sci Elect & Space Engn, S-97187 Lulea, Sweden
关键词
Adaptive filters; attitude estimation; error estimation; global positioning system (GPS); inertial navigation system; position estimation; unmanned aerial vehicle (UAV); STATE;
D O I
10.1109/TCST.2016.2542022
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 this paper, a generic approach to attitude and position estimation, suited for any type of unmanned aerial vehicle, is presented. This will be achieved by establishing a generic framework, which can be extended using adaptive methods to determine the thrust properties of the engines and the mass of the aircraft, while keeping the overall computational complexity of the system low. Furthermore, the effect of magnetic disturbances will be reduced in a novel way by confining the magnetic errors to affect only heading, without compromising the pitch and roll estimation of the system with error-based estimation. The efficacy of the proposed framework will be evaluated through extended simulations and experimental validations on a multirotor. Finally, guidelines will be provided toward: 1) an implementation with a reduced computational complexity and 2) the utilization of the square-root formulations of the extended Kalman filter for extending the dynamic range of the filter.
引用
收藏
页码:192 / 207
页数:16
相关论文
共 33 条
[1]  
Ahmadi M, 2007, PROCEEDINGS OF SICE ANNUAL CONFERENCE, VOLS 1-8, P60
[2]  
Alexis K., 2009, Applications of Intelligent Control to Engineering Systems, V39, P169, DOI DOI 10.1007/978-90-481-3018-47
[3]   Switching model predictive attitude control for a quadrotor helicopter subject to atmospheric disturbances [J].
Alexis, Kostas ;
Nikolakopoulos, George ;
Tzes, Anthony .
CONTROL ENGINEERING PRACTICE, 2011, 19 (10) :1195-1207
[4]  
[Anonymous], 1976, THESIS
[5]  
[Anonymous], 1998, QUATERNION ROTATION
[6]  
[Anonymous], 2010, EFFICIENT ORIENTATIO
[7]   Square-root quadrature Kalman filtering [J].
Arasaratnam, Ienkaran ;
Haykin, Simon .
IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2008, 56 (06) :2589-2593
[8]   Cubature Kalman Filters [J].
Arasaratnam, Ienkaran ;
Haykin, Simon .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 2009, 54 (06) :1254-1269
[9]  
Bierman GJ., 1977, Factorization methods for discrete sequential estimation
[10]   A NOTE ON DOWNDATING THE CHOLESKY FACTORIZATION [J].
BOJANCZYK, AW ;
BRENT, RP ;
VANDOOREN, P ;
de Hoog, FR .
SIAM JOURNAL ON SCIENTIFIC AND STATISTICAL COMPUTING, 1987, 8 (03) :210-221