TY - GEN
T1 - The soft iron and hard iron calibration method using extended kalman filter for attitude and heading reference system
AU - Guo, Pengfei
AU - Qiu, Haitao
AU - Yang, Yunchun
AU - Ren, Zhang
PY - 2008
Y1 - 2008
N2 - The calibration method of the soft iron and hard iron distortion based on attitude and heading reference system (AHRS) can boil down to the estimation of 12 parameters of magnetic deviation, normally using 12-state kalman filter (KF) algorithm. The performance of compensation is limited by the accuracy of local inclination angle of magnetic field and initial heading. A 14-state extended kalman filter (EKF) algorithm is developed to calibrate magnetic deviation, local magnetic inclination angle error and initial heading error all together. The calibration procedure is to change the attitude of AHRS and rotate it two cycles. As the strapdown matrix can hold high precision after initial alignment of AHRS in short time for the gyro's short-term precision, the magnetic field vector can be projected onto the body frame of AHRS. The experiment results demonstrate that 14-state EKF outperforms 12-state KF, with measurement errors exist in the initial heading and local inclination angle. The heading accuracy (variance) after compensation is 0.4 degree for tilt angle ranging between 0 and 60 degree.
AB - The calibration method of the soft iron and hard iron distortion based on attitude and heading reference system (AHRS) can boil down to the estimation of 12 parameters of magnetic deviation, normally using 12-state kalman filter (KF) algorithm. The performance of compensation is limited by the accuracy of local inclination angle of magnetic field and initial heading. A 14-state extended kalman filter (EKF) algorithm is developed to calibrate magnetic deviation, local magnetic inclination angle error and initial heading error all together. The calibration procedure is to change the attitude of AHRS and rotate it two cycles. As the strapdown matrix can hold high precision after initial alignment of AHRS in short time for the gyro's short-term precision, the magnetic field vector can be projected onto the body frame of AHRS. The experiment results demonstrate that 14-state EKF outperforms 12-state KF, with measurement errors exist in the initial heading and local inclination angle. The heading accuracy (variance) after compensation is 0.4 degree for tilt angle ranging between 0 and 60 degree.
UR - https://www.scopus.com/pages/publications/55349120501
U2 - 10.1109/PLANS.2008.4570003
DO - 10.1109/PLANS.2008.4570003
M3 - 会议稿件
AN - SCOPUS:55349120501
SN - 1424415373
SN - 9781424415373
T3 - Record - IEEE PLANS, Position Location and Navigation Symposium
SP - 1167
EP - 1174
BT - 2008 IEEE/ION Position, Location and Navigation Symposium, PLANS
T2 - 2008 IEEE/ION Position, Location and Navigation Symposium, PLANS
Y2 - 5 May 2008 through 8 May 2008
ER -