A Novel Linear Calibration Model for Three-Axis Fluxgate Magnetometer

被引:3
|
作者
Liu, Jianguo [1 ]
Li, Xiangang [1 ]
Yan, Shenggang [1 ]
Yan, Youyu [1 ]
Jia, Wei [2 ]
Zhang, Qingguo [3 ]
机构
[1] Northwestern Polytech Univ, Sch Marine Sci & Technol, Xian 710072, Peoples R China
[2] Northwestern Polytech Univ, Sch Automat, Xian 710072, Peoples R China
[3] Kunming Ship Equipment Res & Test Ctr, Kunming 650216, Yunnan, Peoples R China
基金
中国国家自然科学基金;
关键词
Calibration; Mathematical model; Magnetometers; Symmetric matrices; Measurement uncertainty; Magnetic domains; Optimization; Three-axis fluxgate magnetometer (TFM); calibration method; linear model; functional link artificial neural network (FLANN); SCALAR CALIBRATION; ACTIVE CONTROL; ALGORITHMS;
D O I
10.1109/JSEN.2021.3103992
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
With low cost, simple structure and high accuracy, the three-axis fluxgate magnetometer (TFM) has been frequently used in many fields. However, the systematic errors are a major obstacle to the performance of TFM. Based on Taylor expansion and Cholesky decomposition, a new linear error calibration model is proposed from the general error model of TFM. In our new model, the parameter matrix can be decomposed to two parts: one is completely equivalent to the parameter matrix of the traditional linear model, and the other is a matrix containing second-order terms composed of error parameters, which was neglected in the traditional linear model. Thus, compared with the traditional model, our new linear model can acquire better calibration performances. In simulations, the functional link artificial neural network algorithm is provided to solve the model parameters. Simulation results show that the new model improves the calibration effect by 32.9 to 33.8% compared with the existing linear calibration model. After that, a single three-axis fluxgate magnetometer experimental platform is set up and related physical experiment is carried out. The results further prove the advantages and the practical value of the proposed model. Compared with the reference method, the effect is improved by 79.3%. The conclusions of this paper can expand the linear calibration method of three-axis magnetometer and improve the accuracy of such methods.
引用
收藏
页码:23917 / 23925
页数:9
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