Novel Calibration Algorithm for a Three-Axis Strapdown Magnetometer
A complete error calibration model with 12 independent parameters is established by analyzing the three-axis magnetometer error mechanism. The said model conforms to an ellipsoid restriction, the parameters of the ellipsoid equation are estimated, and the ellipsoid coefficient matrix is derived. How...
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doaj-60a9a7f8ec174f4b968a7fbbd29e766a2020-11-25T00:43:28ZengMDPI AGSensors1424-82202014-05-011458485850410.3390/s140508485s140508485Novel Calibration Algorithm for a Three-Axis Strapdown MagnetometerYan Xia Liu0Xi Sheng Li1Xiao Juan Zhang2Yi Bo Feng3College of Automation, Beijing Union University, Beijing 100101, ChinaSchool of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaSchool of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaSchool of Automation and Electrical Engineering, University of Science and Technology Beijing, Beijing 100083, ChinaA complete error calibration model with 12 independent parameters is established by analyzing the three-axis magnetometer error mechanism. The said model conforms to an ellipsoid restriction, the parameters of the ellipsoid equation are estimated, and the ellipsoid coefficient matrix is derived. However, the calibration matrix cannot be determined completely, as there are fewer ellipsoid parameters than calibration model parameters. Mathematically, the calibration matrix derived from the ellipsoid coefficient matrix by a different matrix decomposition method is not unique, and there exists an unknown rotation matrix R between them. This paper puts forward a constant intersection angle method (angles between the geomagnetic field and gravitational field are fixed) to estimate R. The Tikhonov method is adopted to solve the problem that rounding errors or other errors may seriously affect the calculation results of R when the condition number of the matrix is very large. The geomagnetic field vector and heading error are further corrected by R. The constant intersection angle method is convenient and practical, as it is free from any additional calibration procedure or coordinate transformation. In addition, the simulation experiment indicates that the heading error declines from ±1° calibrated by classical ellipsoid fitting to ±0.2° calibrated by a constant intersection angle method, and the signal-to-noise ratio is 50 dB. The actual experiment exhibits that the heading error is further corrected from ±0.8° calibrated by the classical ellipsoid fitting to ±0.3° calibrated by a constant intersection angle method.http://www.mdpi.com/1424-8220/14/5/8485constant intersection angle assumptionellipsoid fittingrestricted least squares solutionrotation matrix |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Yan Xia Liu Xi Sheng Li Xiao Juan Zhang Yi Bo Feng |
spellingShingle |
Yan Xia Liu Xi Sheng Li Xiao Juan Zhang Yi Bo Feng Novel Calibration Algorithm for a Three-Axis Strapdown Magnetometer Sensors constant intersection angle assumption ellipsoid fitting restricted least squares solution rotation matrix |
author_facet |
Yan Xia Liu Xi Sheng Li Xiao Juan Zhang Yi Bo Feng |
author_sort |
Yan Xia Liu |
title |
Novel Calibration Algorithm for a Three-Axis Strapdown Magnetometer |
title_short |
Novel Calibration Algorithm for a Three-Axis Strapdown Magnetometer |
title_full |
Novel Calibration Algorithm for a Three-Axis Strapdown Magnetometer |
title_fullStr |
Novel Calibration Algorithm for a Three-Axis Strapdown Magnetometer |
title_full_unstemmed |
Novel Calibration Algorithm for a Three-Axis Strapdown Magnetometer |
title_sort |
novel calibration algorithm for a three-axis strapdown magnetometer |
publisher |
MDPI AG |
series |
Sensors |
issn |
1424-8220 |
publishDate |
2014-05-01 |
description |
A complete error calibration model with 12 independent parameters is established by analyzing the three-axis magnetometer error mechanism. The said model conforms to an ellipsoid restriction, the parameters of the ellipsoid equation are estimated, and the ellipsoid coefficient matrix is derived. However, the calibration matrix cannot be determined completely, as there are fewer ellipsoid parameters than calibration model parameters. Mathematically, the calibration matrix derived from the ellipsoid coefficient matrix by a different matrix decomposition method is not unique, and there exists an unknown rotation matrix R between them. This paper puts forward a constant intersection angle method (angles between the geomagnetic field and gravitational field are fixed) to estimate R. The Tikhonov method is adopted to solve the problem that rounding errors or other errors may seriously affect the calculation results of R when the condition number of the matrix is very large. The geomagnetic field vector and heading error are further corrected by R. The constant intersection angle method is convenient and practical, as it is free from any additional calibration procedure or coordinate transformation. In addition, the simulation experiment indicates that the heading error declines from ±1° calibrated by classical ellipsoid fitting to ±0.2° calibrated by a constant intersection angle method, and the signal-to-noise ratio is 50 dB. The actual experiment exhibits that the heading error is further corrected from ±0.8° calibrated by the classical ellipsoid fitting to ±0.3° calibrated by a constant intersection angle method. |
topic |
constant intersection angle assumption ellipsoid fitting restricted least squares solution rotation matrix |
url |
http://www.mdpi.com/1424-8220/14/5/8485 |
work_keys_str_mv |
AT yanxialiu novelcalibrationalgorithmforathreeaxisstrapdownmagnetometer AT xishengli novelcalibrationalgorithmforathreeaxisstrapdownmagnetometer AT xiaojuanzhang novelcalibrationalgorithmforathreeaxisstrapdownmagnetometer AT yibofeng novelcalibrationalgorithmforathreeaxisstrapdownmagnetometer |
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