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Validation of foot pitch angle estimation using inertial measurement unit against marker-based optical 3D motion capture system

机译:基于标记的光学3D运动捕获系统对惯性测量单元进行惯性测量单元验证脚俯仰角估计

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摘要

Gait analysis is relevant to a broad range of clinical applications in areas of orthopedics, neurosurgery, rehabilitation and the sports medicine. There are various methods available for capturing and analyzing the gait cycle. Most of gait analysis methods are computationally expensive and difficult to implement outside the laboratory environment. Inertial measurement units, IMUs are considered a promising alternative for the future of gait analysis. This study reports the results of a systematic validation procedure to validate the foot pitch angle measurement captured by an IMU against Vicon Optical Motion Capture System, considered the standard method of gait analysis. It represents the first phase of a research project which aims to objectively evaluate the ankle function and gait patterns of patients with dorsiflexion weakness (commonly called a “drop foot”) due to a L5 lumbar radiculopathy pre- and post-lumbar decompression surgery. The foot pitch angle of 381 gait cycles from 19 subjects walking trails on a flat surface have been recorded throughout the course of this study. Comparison of results indicates a mean correlation of 99.542% with a standard deviation of 0.834%. The maximum root mean square error of the foot pitch angle measured by the IMU compared with the Vicon Optical Motion Capture System was 3.738° and the maximum error in the same walking trail between two measurements was 9.927°. These results indicate the level of correlation between the two systems.
机译:步态分析与骨科,神经外科,康复和体育医学领域的广泛临床应用相关。有各种方法可用于捕获和分析步态周期。大多数步态分析方法是计算昂贵且难以在实验室环境之外实施的。惯性测量单元,IMU被认为是步态分析的未来的有希望的替代方案。本研究报告了系统验证程序的结果,以验证由IMU对VICON光学运动捕获系统捕获的脚俯仰角度测量,认为是步态分析的标准方法。它代表了一个研究项目的第一阶段,旨在客观地评估患者的踝关节功能和步态弱点(通常称为“跌落”)由于L5腰部放射性疗法和后腰椎减压手术。在整个研究过程中,在整个研究过程中记录了19个受试者步行路径的381个步态周期的脚间距。结果的比较表明,平均相关性为99.542%,标准差为0.834%。由IMU与VICON光学运动捕获系统相比测量的脚间距角的最大均方根误差为3.738°,两次测量之间的相同步行路径中的最大误差为9.927°。这些结果表明了两个系统之间的相关程度。

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