DocumentCode :
691010
Title :
A Research of Gyro/Star-Sensor Integrated Attitude Determination Based on Particle Filter
Author :
Fan Zhiru ; Yang Jing
Author_Institution :
Sch. of Autom. Sci. & Electr. Eng., Beihang Univ., Beijing, China
fYear :
2013
fDate :
21-23 Sept. 2013
Firstpage :
256
Lastpage :
261
Abstract :
The improved particle filter is applied to satellite attitude determination of Gyro/Star-Sensor integrated system in this paper, including EKPF(Extended Kalman Particle Filter) and CKPF(Cubature Kalman Particle Filter). The improved filter uses EKF or CKF to generate sophisticated proposal distributions with the new observation in comparison to the general PF and it avoids the limitation of the EKF and the CKF which only apply to Gaussian distribution. The system models are established in which attitude quaternion and gyro bias are process parameter and outputs of star-sensors are measurement parameters. The results show that, by the suggested method, the rate of convergence is higher and the determination accuracy is improved, especially when the measurement noise is non-Gaussian.
Keywords :
Gaussian distribution; Kalman filters; artificial satellites; attitude measurement; convergence; gyroscopes; measurement errors; nonlinear filters; particle filtering (numerical methods); star trackers; CKPF; EKPF; Gaussian distribution; attitude quaternion; convergence rate; cubature Kalman particle filter; extended Kalman particle filter; gyro bias; gyro-star sensor integrated system; integrated satellite attitude determination; nonGaussian measurement noise; process parameter; Mathematical model; Noise measurement; Particle filters; Position measurement; Proposals; Quaternions; Satellites; CKPF; EKPF; satellite attitude determination;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Instrumentation, Measurement, Computer, Communication and Control (IMCCC), 2013 Third International Conference on
Conference_Location :
Shenyang
Type :
conf
DOI :
10.1109/IMCCC.2013.61
Filename :
6840450
Link To Document :
بازگشت