DocumentCode :
466567
Title :
A Method for Rapid Transfer Alignment Based On UKF
Author :
Ya-feng, Wang ; Fu-chun, Sun ; You-An, Zhang
Author_Institution :
Dept. of Autom. Control Eng., Naval Aeronaut. Eng. Acad., Yantai
Volume :
1
fYear :
2006
fDate :
4-6 Oct. 2006
Firstpage :
809
Lastpage :
813
Abstract :
Using quaternions is an effective approach for solving stiff numerical problem in the transfer initial alignment using Eulerian angle attitude algorithm when the missile is in vertical state. However, due to the strong nonlinearity, the usual Kalman filter can not be applied. Therefore, we use UKF to implement the estimation in nonlinear model. Based on UT transformation and adopting Kalman filter´s frame, UKF makes sampling strategy approach nonlinear distribution and the specific sampling form is determinate sampling. The number of sampled particles (usually named Sigma particles) of UKF is very small, which is determined by the selected sampling strategy. The most typical strategy chooses 2n + 1 (n is the extended state dimension) symmetrical Sigma particles. The amount of calculation of UKF is approximately equal to that of EKF, but, its performance is better than EKF´s performance, and the determinate sampling makes UKF avoid PF´s particle degeneration. This method based on UKF can implement initial alignment when the missile is in any attitude state. This paper presents the nonlinear model of initial alignment and uses UKF to implement the estimation. The simulation shows, this method can obtain high precision in short time
Keywords :
Kalman filters; missile control; nonlinear control systems; signal sampling; Eulerian angle attitude algorithm; Sigma particles; missile; nonlinear distribution; nonlinear model; quaternions; rapid transfer alignment; sampling strategy; stiff numerical problem; transfer initial alignment; unscented Kalman filter; Accelerometers; Application software; Filtering; Gaussian noise; Kalman filters; Missiles; Quaternions; Sampling methods; Silicon compounds; Systems engineering and theory; Quaternions; Transfer Alignment; UKF;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Computational Engineering in Systems Applications, IMACS Multiconference on
Conference_Location :
Beijing
Print_ISBN :
7-302-13922-9
Electronic_ISBN :
7-900718-14-1
Type :
conf
DOI :
10.1109/CESA.2006.4281763
Filename :
4281763
Link To Document :
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