Back to Search Start Over

Calibration of Three-Axis Magnetometer Using Stretching Particle Swarm Optimization Algorithm.

Authors :
Wu, Zhitian
Wu, Yuanxin
Hu, Xiaoping
Wu, Meiping
Source :
IEEE Transactions on Instrumentation & Measurement. Feb2013, Vol. 62 Issue 2, p281-292. 12p.
Publication Year :
2013

Abstract

In this paper, a stochastic optimization algorithm is proposed to calibrate the three-axis magnetometer onboard. The sensor errors, namely, hard iron, soft iron, nonorthogonality, scale factors, and bias, are taken into account. Particle swarm optimization (PSO) strategy is used to do the calibration, enhanced by the stretching technique to improve the accuracy and robustness. The performance of this algorithm is evaluated with a series of laboratory experiments and a field experiment of autonomous underwater vehicle. Comparisons with other analytical calibration methods are made. The results demonstrate that both the PSO and the stretched PSO algorithm can significantly compensate the magnetometer readings, and the latter algorithm has higher accuracy and more robustness. [ABSTRACT FROM PUBLISHER]

Details

Language :
English
ISSN :
00189456
Volume :
62
Issue :
2
Database :
Academic Search Index
Journal :
IEEE Transactions on Instrumentation & Measurement
Publication Type :
Academic Journal
Accession number :
84636226
Full Text :
https://doi.org/10.1109/TIM.2012.2214951