Validity of inertial measurement units for tracking human motion: a systematic review

被引:7
|
作者
Ghattas, John [1 ]
Jarvis, Danielle N. [1 ]
机构
[1] Calif State Univ Northridge, Dept Kinesiol, Northridge, CA 91330 USA
关键词
Accelerometers; biomechanics; three-dimensional analysis; VALIDATION; CAPTURE; GAIT; ORIENTATION; KINEMATICS;
D O I
10.1080/14763141.2021.1990383
中图分类号
R318 [生物医学工程];
学科分类号
0831 ;
摘要
Human motion is often tracked using three-dimensional video motion tracking systems, which have demonstrated high levels of validity. More recently, inertial measurement units (IMUs) have been used to measure human movement due to their ease of access and application. The purpose of this study was to systematically review the literature regarding the validity of inertial sensor systems when being used to track human motion. Four electronic databases were used for the search, and eleven studies were included in the final review. IMUs have a high level of agreement with motion capture systems in the frontal and sagittal planes, measured with root mean square error (RMSE), intraclass correlation coefficient, and Pearson's correlation. However, the transverse or rotational planes began to show large discrepancies in joint angles between systems. Furthermore, as the intensity of the task being measured increased, the RMSE values began to get much larger. Currently, the use of accelerometers and inertial sensor systems has limited application in the assessment of human motion, but if the precision and processing of IMU devices improves further, it could provide researchers an opportunity to collect data in less synthetic environments, as well as improve ease of access to biomechanically analyse human movement.
引用
下载
收藏
页数:14
相关论文
共 50 条
  • [41] Concurrent Validity Of Inertial Measurement Units To Measure Joint Angles During Gait
    Vargo, Brendal
    Franklin, Shannon
    Tometich, Nathan
    Chinworth, Susan
    Vallabhajosula, Srikant
    MEDICINE & SCIENCE IN SPORTS & EXERCISE, 2022, 54 (09) : 557 - 558
  • [42] Validity of inertial measurement units in assessing segment angles and mechanical energies of elderly persons during sit-to-stand motion
    Hanawa, Hiroki
    Hirata, Keisuke
    Miyazawa, Taku
    Sonoo, Moeka
    Kubota, Keisuke
    Fujino, Tsutomu
    Kokubun, Takanori
    Kanemura, Naohiko
    2019 58TH ANNUAL CONFERENCE OF THE SOCIETY OF INSTRUMENT AND CONTROL ENGINEERS OF JAPAN (SICE), 2019, : 936 - 940
  • [43] Gait metrics analysis utilizing single-point inertial measurement units: a systematic review br
    Mobbs, Ralph Jasper
    Perring, Jordan
    Raj, Suresh Mahendra
    Maharaj, Monish
    Yoong, Nicole Kah Mun
    Sy, Luke Wicent
    Fonseka, Rannulu Dineth
    Natarajan, Pragadesh
    Choy, Wen Jie
    MHEALTH, 2022, 8 (01)
  • [44] Systematic Calibration for Ultra-High Accuracy Inertial Measurement Units
    Cai, Qingzhong
    Yang, Gongliu
    Song, Ningfang
    Liu, Yiliang
    SENSORS, 2016, 16 (06)
  • [45] Inertial motion tracking of human arm movements in stroke rehabilitation
    Zhou, Huiyu
    Hu, Huosheng
    2005 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATIONS, VOLS 1-4, CONFERENCE PROCEEDINGS, 2005, : 1306 - 1311
  • [46] Reliability and Validity of a Posture Matching Method Using Inertial Measurement Unit-Based Motion Tracking System for Construction Jobs
    Lee, Wonil
    Lin, Jia-Hua
    Bao, Stephen
    Lin, Ken-Yu
    COMPUTING IN CIVIL ENGINEERING 2019: DATA, SENSING, AND ANALYTICS, 2019, : 589 - 597
  • [47] Human crawling performance and technique revealed by inertial measurement units
    Vitali, Rachel V.
    Cain, Stephen M.
    Davidson, Steven P.
    Perkins, Noel C.
    JOURNAL OF BIOMECHANICS, 2019, 84 : 121 - 128
  • [48] Human pose recovery using wireless inertial measurement units
    Lin, Jonathan F. S.
    Kulic, Dana
    PHYSIOLOGICAL MEASUREMENT, 2012, 33 (12) : 2099 - 2115
  • [49] A Real-time Motion Tracking Wireless System for Upper Limb Exosuit Based on Inertial Measurement Units and Flex Sensors
    Pastor, S. S.
    Rivera, C. T.
    Aviles, O. F.
    Mauledoux, M. F.
    INTERNATIONAL JOURNAL OF ENGINEERING, 2019, 32 (06): : 820 - 827
  • [50] Shoulder Range of Motion Measurement Using Inertial Measurement Unit-Concurrent Validity and Reliability
    Kaszynski, Jakub
    Baka, Cezary
    Bialecka, Martyna
    Lubiatowski, Przemyslaw
    SENSORS, 2023, 23 (17)