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用于跟踪人体运动的惯性测量单元的有效性:一项系统综述。

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

作者信息

Ghattas John, Jarvis Danielle N

机构信息

Department of Kinesiology, California State University Northridge, Northridge, CA, USA.

出版信息

Sports Biomech. 2024 Nov;23(11):1853-1866. doi: 10.1080/14763141.2021.1990383. Epub 2021 Oct 26.

Abstract

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.

摘要

人体运动通常使用三维视频运动跟踪系统进行跟踪,该系统已证明具有很高的有效性。最近,惯性测量单元(IMU)因其易于获取和应用而被用于测量人体运动。本研究的目的是系统回顾有关惯性传感器系统用于跟踪人体运动时有效性的文献。使用了四个电子数据库进行检索,最终回顾纳入了11项研究。在额状面和矢状面,通过均方根误差(RMSE)、组内相关系数和皮尔逊相关系数测量,IMU与运动捕捉系统具有高度一致性。然而,在系统之间的关节角度方面,横断面或旋转平面开始出现较大差异。此外,随着所测量任务强度的增加,RMSE值开始变得大得多。目前,加速度计和惯性传感器系统在人体运动评估中的应用有限,但如果IMU设备的精度和处理能力进一步提高,它可以为研究人员提供机会在较少人工合成的环境中收集数据,并提高获取生物力学分析人体运动的便利性。

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