Use of multiple wearable inertial sensors in upper limb motion tracking

被引:149
|
作者
Zhou, Huiyu [2 ]
Stone, Thomas [3 ]
Hu, Huosheng [1 ]
Harris, Nigel [3 ]
机构
[1] Univ Essex, Dept Comp Sci, Colchester CO4 3SQ, Essex, England
[2] Univ London, Dept Elect Engn, London N1 4NS, England
[3] Univ Bath, Sch Hlth, Bath BA1 1RL, Avon, England
基金
英国工程与自然科学研究理事会;
关键词
motion tracking; upper limb; rehabilitation; inertial sensor; optimisation;
D O I
10.1016/j.medengphy.2006.11.010
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
This paper presents a new human motion tracking system using two wearable inertial sensors that are placed near the wrist and elbow joints of the upper limb. Each inertial sensor consists of a tri-axial accelerometer, a tri-axial gyroscope and a tri-axial magnetometer. The turning rates of the gyroscope were utilised for localising the wrist and elbow joints on the assumption that the two upper limb segment lengths are known a priori. To determine the translation and rotation of the shoulder joint, an equality-constrained optimisation technique is adopted to find an optimal solution, incorporating measurements from the tri-axial accelerometer and gyroscope. Experimental results demonstrate that this new system, compared to an optical motion tracker, has RMS position errors that are normally less than 0.01 m, and RMS angle errors that are 2.5-4.8 degrees. (c) 2007 IPEM. Published by Elsevier Ltd. All rights reserved.
引用
收藏
页码:123 / 133
页数:11
相关论文
共 50 条
  • [1] Survey of Motion Tracking Methods Based on Inertial Sensors: A Focus on Upper Limb Human Motion
    Filippeschi, Alessandro
    Schmitz, Norbert
    Miezal, Markus
    Bleser, Gabriele
    Ruffaldi, Emanuele
    Stricker, Didier
    [J]. SENSORS, 2017, 17 (06):
  • [2] Applications of wearable inertial sensors in estimation of upper limb movements
    Zhou, Huiyu
    Hu, Huosheng
    Harris, Nigel D.
    Hammerton, Jackie
    [J]. BIOMEDICAL SIGNAL PROCESSING AND CONTROL, 2006, 1 (01) : 22 - 32
  • [3] Upper Limb Joint Angle Tracking with Inertial Sensors
    El-Gohary, Mahmoud
    Holmstrom, Lars
    Huisinga, Jessie
    King, Edward
    McNames, James
    Horak, Fay
    [J]. 2011 ANNUAL INTERNATIONAL CONFERENCE OF THE IEEE ENGINEERING IN MEDICINE AND BIOLOGY SOCIETY (EMBC), 2011, : 5629 - 5632
  • [4] The Use of Wearable Inertial Motion Sensors in Human Lower Limb Biomechanics Studies: A Systematic Review
    Fong, Daniel Tik-Pui
    Chan, Yue-Yan
    [J]. SENSORS, 2010, 10 (12) : 11556 - 11565
  • [5] Use of Multiple Wearable Inertial Sensors in Human Localization
    Lee, Min Su
    Park, Chan Gook
    Ju, Ho Jin
    Song, Jin Woo
    [J]. PROCEEDINGS OF THE ION 2015 PACIFIC PNT MEETING, 2015, : 1037 - 1042
  • [6] NON-LINEAR COMPLEMENTARY FILTER BASED UPPER LIMB MOTION TRACKING USING WEARABLE SENSORS
    Chien, Chieh
    Xia, Jingtao
    Santana, Oscar
    Wang, Yan
    Pottie, Greg J.
    [J]. 2013 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH AND SIGNAL PROCESSING (ICASSP), 2013, : 963 - 967
  • [7] Upper Limb Position Tracking System Using Inertial and Magnetic Sensors
    Choi, Ho-Rim
    Ryu, Mun-Ho
    Yang, Yoon-Seok
    Kim, Seong-Hyun
    [J]. SENSOR LETTERS, 2012, 10 (5-6) : 1119 - 1124
  • [8] Towards a Wearable Wheelchair Monitor: Classification of push style based on inertial sensors at multiple upper limb locations
    Herrera, Roxana Ramirez
    Heravi, Behzad Momahed
    Barbareschi, Giulia
    Carlson, Tom
    Holloway, Catherine
    [J]. 2018 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2018, : 1535 - 1540
  • [9] Quantitative Assessment of Upper Limb Motion in Neurorehabilitation Utilizing Inertial Sensors
    Bai, Lu
    Pepper, Matthew G.
    Yan, Yong
    Spurgeon, Sarah K.
    Sakel, Mohamed
    Phillips, Malcolm
    [J]. IEEE TRANSACTIONS ON NEURAL SYSTEMS AND REHABILITATION ENGINEERING, 2015, 23 (02) : 232 - 243
  • [10] A Narrative Review on Wearable Inertial Sensors for Human Motion Tracking in Industrial Scenarios
    Digo, Elisa
    Pastorelli, Stefano
    Gastaldi, Laura
    [J]. ROBOTICS, 2022, 11 (06)