Monitoring Head Orientation Using Passive RFID Tags

被引:1
|
作者
Figueiredo, Guilherme [1 ]
Hubbs, Brandon [1 ]
Radadia, Adarsh D. [2 ]
机构
[1] Louisiana Tech Univ, Inst Micromfg, Ruston, LA 71272 USA
[2] Louisiana Tech Univ, Ctr Biomed Engn & Rehabil Sci, Inst Micromfg, Ruston, LA 71272 USA
基金
美国国家航空航天局;
关键词
Head kinematics; head tracking; radiolocation; RFID; wearable sensors; LOCALIZATION; TECHNOLOGY;
D O I
10.1109/JRFID.2023.3323948
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
This paper describes an RFID system for head orientation tracking (R-SHOT), a novel wireless and battery-free approach for monitoring head kinematics. R-SHOT uses two linear polarized antennas mounted on a metal frame backpack, three commercial RFID tags placed orthogonally on the subject's head, an RFID reader, software for data collection and processing, and an IMU for calibration. Training datasets were collected using stationary head positions with varying yaw, pitch, and roll, which were then used to develop a second-order multi-variate model to predict the Euler angles (R-2 = 0.997 and standard error = 1-3 degrees). Attempts to use a first-order model, reduce variables, and increase the number of static head positions for model training did not yield favorable results. Challenges in model development due to noise and asynchronous sampling were overcome using a Kalman filter and linear interpolation. The R-SHOT model developed using static head positions was found to predict Euler angles - when applied to full head motion - with low error, especially when the head position was closer to an extreme. The development of this model holds the keys to future real-time application of R-SHOT for patient care and mobility aid solutions.
引用
收藏
页码:582 / 590
页数:9
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