DocumentCode :
6164
Title :
Interpolatory cubature Kalman filters
Author :
Yonggang Zhang ; Yulong Huang ; Ning Li ; Lin Zhao
Author_Institution :
Dept. of Autom., Harbin Eng. Univ., Harbin, China
Volume :
9
Issue :
11
fYear :
2015
fDate :
7 16 2015
Firstpage :
1731
Lastpage :
1739
Abstract :
In this study, a novel class of interpolatory cubature Kalman filters (ICKFs) with arbitrary degrees of accuracy, including the third-degree ICKF and the fifth-degree ICKF, are proposed based on the interpolatory cubature rule. Existing cubature Kalman filter and unscented Kalman filter can both be deemed as special cases of the proposed ICKFs. Furthermore, the proposed fifth-degree ICKF can achieve higher filtering accuracy than existing fifth-degree methods by properly choosing free parameters, as illustrated in numerical simulation.
Keywords :
Kalman filters; interpolation; fifth-degree ICKF; higher filtering accuracy; interpolatory cubature Kalman filter; interpolatory cubature rule; numerical simulation; third-degree ICKF; unscented Kalman filter;
fLanguage :
English
Journal_Title :
Control Theory & Applications, IET
Publisher :
iet
ISSN :
1751-8644
Type :
jour
DOI :
10.1049/iet-cta.2014.0873
Filename :
7151859
Link To Document :
بازگشت