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Inertial sensor based inverse dynamics analysis of human motions

机译:基于惯性传感器的人体运动逆动力学分析

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Inverse dynamics analysis, which enables the information about joint force/torque of human body from the measured motion data, is a traditional tool in biomechanical studies. Conventionally, measurements of body motion are obtained by motion capture cameras, of which the bulkiness and high cost make it hard to capture some movements that need broad range of space. As an alternative, inertial motion sensing using cheap and small microelectronic mechanical systems (MEMS) based inertial sensors has been proposed. Inertial motion sensing allows ambulatory movement and is also free of occlusion problem. It has been actively studied for recent 2 decades, but until now, most researches have focused on measuring only the kinematics of body segments. In this research, the performance of inertial motion sensing especially aimed at inverse dynamics analysis is studied for squat motion. Kinematic data from inertial motion sensors are used to calculate the normal ground reaction force (GRF), which is evaluated based on the force plate measurement (ground truth) and additionally compared to the estimation result using optical motion sensing system. Squat motion, which can be simply modeled as a 3-segment linkage moving in sagittal plane is targeted. The normal GRF estimation result showed high correlation and low RMSE (R=0.93, RMSE<;0.02 of body weight), which guarantees enough accuracy of inertial motion sensing to be used for estimating joint forces/torques through inverse dynamics analysis about squat.
机译:逆动力学分析是从生物力学研究中获得的一种传统工具,可以从所测得的运动数据中获取有关人体关节力量/扭矩的信息。传统上,人体运动的测量是通过运动捕捉相机获得的,其体积大且成本高,使得难以捕捉需要大范围空间的某些运动。作为替代方案,已经提出了使用廉价且基于小型微电子机械系统(MEMS)的惯性传感器进行惯性运动感测。惯性运动感测允许行走运动,并且也没有阻塞问题。近二十年来一直对其进行了积极的研究,但是直到现在,大多数研究都集中在仅测量身体运动的运动学上。在这项研究中,研究了蹲运动的惯性运动传感性能,特别是针对逆动力学分析的性能。来自惯性运动传感器的运动数据用于计算正常的地面反作用力(GRF),该反作用力基于测力板的测量值(地面真实情况)进行评估,并与使用光学运动传感系统的估算结果进行比较。可将下蹲运动作为目标,可将其简单地建模为在矢状平面内运动的三段式连杆。正常的GRF估计结果显示出较高的相关性和较低的RMSE(R = 0.93,RMSE <; 0.02体重),这保证了足够的惯性运动感测精度可用于通过关于下蹲的逆动力学分析来估计关节力/扭矩。

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