Sensor Fusion for Magneto-Inductive Navigation

被引:9
|
作者
Wahlstrom, Johan [1 ]
Kok, Manon [2 ]
de Gusmao, Pedro Porto Buarque [1 ]
Abrudan, Traian E. [1 ,3 ]
Trigoni, Niki [1 ]
Markham, Andrew [1 ]
机构
[1] Univ Oxford, Dept Comp Sci, Oxford OX1 2JD, England
[2] Delft Univ Technol, Delft Ctr Syst & Control, NL-2628 CD Delft, Netherlands
[3] Nokia Bell Labs, Dublin, Ireland
关键词
Sensor fusion; indoor navigation; magnetic modulators; distortion; estimation theory; LOCALIZATION;
D O I
10.1109/JSEN.2019.2942451
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
Magneto-inductive navigation is an inexpensive and easily deployable solution to many of today's navigation problems. By utilizing very low frequency magnetic fields, magneto-inductive technology circumvents the problems with attenuation and multipath that often plague competing modalities. Using triaxial transmitter and receiver coils, it is possible to compute position and orientation estimates in three dimensions. However, in many situations, additional information is available that constrains the set of possible solutions. For example, the receiver may be known to be coplanar with the transmitter, or orientation information may be available from inertial sensors. We employ a maximum a posteriori estimator to fuse magneto-inductive signals with such complementary information. Further, we derive the Cramer-Rao bound for the position estimates and investigate the problem of detecting distortions caused by ferrous material. The performance of the estimator is compared to the Cramer-Rao bound and a state-of-the-art estimator using both simulations and real-world data. By fusing magneto-inductive signals with accelerometer measurements, the median position error is reduced almost by a factor of two.
引用
收藏
页码:386 / 396
页数:11
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