A Miniature Sensor System for Precise Hand Position Monitoring

被引:21
作者
Abbasi-Kesbi, Reza [1 ]
Nikfarjam, Alireza [1 ]
机构
[1] Univ Tehran, Fac New Sci & Technol, NEMS & MEMS Lab, Tehran 1439957131, Iran
关键词
Wearable motion sensors; modified complementary filter; hand kinematic problem; wrist and elbow positions; ACCELEROMETERS; TRACKING;
D O I
10.1109/JSEN.2018.2795751
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 presents a sensor system to estimate wrist and elbow positions developing two wearable miniature motion sensors. The developed sensors consist of a processor, a motion sensor, which comprise a 3-D accelerometer, a 3-D gyroscope, a 3-D magnetometer, as well as a transceiver operating at industrial, scientific, and medical band frequency of 2.4 GHz. By proposing a modified complementary filter alongside employing hand kinematic problem, wrist and elbow positions for three different exercises are estimated. In order to determine the accuracy and precision of the developed system, the estimated positions are compared to an optical tracking system. The obtained results illustrate root-mean-square error (RMSE) of these two exercises for positions of x-, y-, and z-axes less than 0.4, 0.59, and 0.29 cm, respectively. Also, the RMSEs of joint angles are obtained less than 1.64 degrees in these exercises. These results show a 11%-23% improvement for estimating these positions than Madgwick filter and prove that the proposed system can be used as an accurate position feedback for monitoring hand joint movement in rehabilitation exercises.
引用
收藏
页码:2577 / 2584
页数:8
相关论文
共 32 条
[1]   Denoising MEMS accelerometer sensors based on L2-norm total variation algorithm [J].
Abbasi-Kesbi, R. ;
Nikfarjam, A. .
ELECTRONICS LETTERS, 2017, 53 (05) :322-323
[2]  
Abbasi-Kesbi R, 2015, RSI INT CONF ROBOT M, P618, DOI 10.1109/ICRoM.2015.7367854
[3]  
Abbasi-Kesbi R, 2017, HEALTHC TECHNOL LETT, V4, P73, DOI 10.1049/htl.2016.0106
[4]   A Patient-Centric Sensory System for In-Home Rehabilitation [J].
Abbasi-Kesbi, Reza ;
Nikfarjam, Alireza ;
Memarzadeh-Tehran, Hamidreza .
IEEE SENSORS JOURNAL, 2017, 17 (02) :524-533
[5]   Capturing human motion using body-fixed sensors: outdoor measurement and clinical applications [J].
Aminian, Kamiar ;
Najafi, Bijan .
COMPUTER ANIMATION AND VIRTUAL WORLDS, 2004, 15 (02) :79-94
[6]  
[Anonymous], 1949, Extrapolation, interpolation, and smoothing of stationary time series
[7]  
[Anonymous], FOUND TRENDS MACH LE
[8]  
[Anonymous], DATASHEET INERTIACUB
[9]  
[Anonymous], HEALTHCARE TECHNOL L
[10]  
[Anonymous], DATASHEET MTW DEV KI