Central difference predictive filter for attitude determination with low precision sensors and model errors

被引:8
作者
Cao, Lu [1 ]
Chen, Xiaoqian [1 ]
Misra, Arun K. [2 ]
机构
[1] Natl Univ Def Technol, Coll Aerosp Sci & Engn, Changsha 410073, Hunan, Peoples R China
[2] McGill Univ, Dept Mech Engn, Montreal, PQ H3A 2K6, Canada
关键词
Attitude determination; Central difference predictive filter; Model error; UKF; PF;
D O I
10.1016/j.asr.2014.08.017
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
Attitude determination is one of the key technologies for Attitude Determination and Control System (ADCS) of a satellite. However, serious model errors may exist which will affect the estimation accuracy of ACDS, especially for a small satellite with low precision sensors. In this paper, a central difference predictive filter (CDPF) is proposed for attitude determination of small satellites with model errors and low precision sensors. The new filter is proposed by introducing the Stirling's polynomial interpolation formula to extend the traditional predictive filter (PF). It is shown that the proposed filter has higher accuracy for the estimation of system states than the traditional PF. It is known that the unscented Kalman filter (UKF) has also been used in the ADCS of small satellites with low precision sensors. In order to evaluate the performance of the proposed filter, the UKF is also employed to compare it with the CDPF. Numerical simulations show that the proposed CDPF is more effective and robust in dealing with model errors and low precision sensors compared with the UKF or traditional PF. (C) 2014 COSPAR. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:2336 / 2348
页数:13
相关论文
共 18 条
[1]  
Carmi A., 2006, P AIAA GUID NAV CONT, P21
[2]   Predictive filtering for attitude estimation without rate sensors [J].
Crassidis, JL ;
Markley, FL .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1997, 20 (03) :522-527
[3]   Minimum model error approach for attitude estimation [J].
Crassidis, JL ;
Markley, FL .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1997, 20 (06) :1241-1247
[4]   Efficient and optimal attitude determination using recursive global positioning system signal operations [J].
Crassidis, JL ;
Lightsey, EG ;
Markley, FL .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1999, 22 (02) :193-201
[5]   Predictive filtering for nonlinear systems [J].
Crassidis, JL ;
Markley, FL .
JOURNAL OF GUIDANCE CONTROL AND DYNAMICS, 1997, 20 (03) :566-572
[6]   A simple suboptimal Kalman filter implementation for a gyro-corrected satellite attitude determination system [J].
de Ruiter, A. .
PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING, 2010, 224 (G7) :787-802
[7]   Improving adaptive Kalman estimation in GPS/INS integration [J].
Ding, Weidong ;
Wang, Jinling ;
Rizos, Chris ;
Kinlyside, Doug .
JOURNAL OF NAVIGATION, 2007, 60 (03) :517-529
[8]  
FROBERG CE, 1972, INTRO NUMERICAL ANAL
[9]  
Gong Xiaolin, 2008, Journal of Beijing University of Aeronautics and Astronautics, V34, P533
[10]  
Ji H. X., 2010, J SYST SIMUL, V22, P34