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A Low-Complexity 6DOF Magnetic Tracking System Based on Pre-Computed Data Sets for Wearable Applications.

Authors :
Guzman, David A. Fernandez
Ros, Paolo Motto
Demarchi, Danilo
Crepaldi, Marco
Source :
IEEE Transactions on Circuits & Systems. Part I: Regular Papers. Dec2020, Vol. 67 Issue 12, p5065-5078. 14p.
Publication Year :
2020

Abstract

We present a 6DOF magnetic tracking system based on a low-complexity algorithm, operating with an Inertial Measurement Unit (IMU) orientation estimation and regression functions formed with simulated data sets, capable of running using only a single microcontroller unit (MCU), for use in low-complexity wearable and wireless systems. A prototype based on a commercial magnetometer and IMU, a Cortex-M4 MCU was implemented and tested in both static and dynamic conditions, using a VICON motion tracking system as reference. Static and dynamic spatial accuracy performance is 2.6mm and 5.4mm respectively, after applying a calibration procedure based on a two layers Neural Network (NN) and a measured data set. Comparison with the state-of-the-art, supported by a defined Figure-of-Merit (FoM) show excellent performance compared to commercial and research systems in a low-complexity and portable solution. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
15498328
Volume :
67
Issue :
12
Database :
Academic Search Index
Journal :
IEEE Transactions on Circuits & Systems. Part I: Regular Papers
Publication Type :
Periodical
Accession number :
147400925
Full Text :
https://doi.org/10.1109/TCSI.2020.2998221