DocumentCode :
3447662
Title :
Identification and elimination of outliers in magnetic heading information measurement
Author :
Yan Ren ; Jiancheng Fang ; Duan Xu ; Fangling Qin
Author_Institution :
Sch. of Instrum. Sci. & Opto-Electron. Eng., Beihang Univ., Beijing, China
fYear :
2012
fDate :
16-18 Oct. 2012
Firstpage :
1811
Lastpage :
1816
Abstract :
The magnetic sensor is easily disturbed by the dynamic magnetic interference and leads to the magnetic heading measurement error when the carrier moves or flies near the ground. This paper puts forward a method which uses the federal Kalman filter for identification and elimination of outliers in magnetic heading information measurement. The influence of outliers on the results of the ordinary Kalman filter output was analyzed. A carrier heading measurement method based on federal filter structure was proposed. The method for identification and elimination of the magnetic sensor outliers was designed by using a two-stage federal Kalman filter. The information fusion algorithm of the master-filter and sub-filters was designed. The calculation method of the information distribution factors for the sub-filters was studied. Experiments proved that the method can effectively identify and eliminate outliers of the magnetic heading information.
Keywords :
Kalman filters; magnetic sensors; magnetic variables measurement; measurement errors; sensor fusion; carrier heading measurement method; dynamic magnetic interference; information distribution factors; information fusion algorithm; magnetic heading information measurement; magnetic heading measurement error; magnetic sensor; master-filter; outlier elimination; outlier identification; sub-filters; two-stage federal Kalman filter; Compass; Filtering algorithms; Information filters; Kalman filters; Magnetic separation; Sea measurements; Dynamic Magnetic Interference; Federal Kalman Filter; Magnetic Heading Measurement; Outliers;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Image and Signal Processing (CISP), 2012 5th International Congress on
Conference_Location :
Chongqing
Print_ISBN :
978-1-4673-0965-3
Type :
conf
DOI :
10.1109/CISP.2012.6469924
Filename :
6469924
Link To Document :
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