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确定用于估计人在站立、行走和跑步时躯干摆动的惯性测量单元放置位置。

Determining inertial measurement unit placement for estimating human trunk sway while standing, walking and running.

作者信息

Carender Wendy, Sienko Kathleen H, Shull Peter B

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2015 Aug;2015:4651-4. doi: 10.1109/EMBC.2015.7319431.

DOI:10.1109/EMBC.2015.7319431
PMID:26737331
Abstract

Inertial measurement units (IMU) are often used to estimate medial-lateral (M/L) trunk sway for assessing and treating gait disorders, and IMU sensor placement is an important factor effecting estimation accuracy. This study tracked multi-segment spine movements during standing and ambulation tasks to determine optimal IMU placement. Ten young healthy subjects, wearing markers placed along the spine, left/right acromion, and left/right posterior superior iliac spine performed standing and walking trials in a motion capture laboratory. Results showed that movement at the spine location T7-T8 most closely matched the clinical definition of M/L trunk sway for standing trials (0.5 deg error) and at the spine location T9-T10 for walking trials (1.0 deg error), while movement at the lower spine L2-L4 tended to be the least accurate for standing and ambulation tasks (1.5 deg error and 4.0 deg error, respectively). Based on these results, a second study was performed to develop and validate a trunk sway estimation algorithm during walking trials with a single optimally-placed IMU. IMU trunk sway estimation was compared to the clinical definition of trunk sway from motion capture markers and showed root-mean-square errors of 2.5 deg and peak trunk sway errors of 2.0 deg. The results of this study suggest that IMUs should be placed on the mid-back to reduce errors associated with spine movements not matching clinically-defined M/L trunk motion.

摘要

惯性测量单元(IMU)常用于估计躯干的内外侧(M/L)摆动,以评估和治疗步态障碍,而IMU传感器的放置是影响估计准确性的一个重要因素。本研究追踪了站立和行走任务期间多节段脊柱的运动,以确定IMU的最佳放置位置。十名年轻健康受试者在运动捕捉实验室中进行站立和行走试验,他们沿着脊柱、左右肩峰以及左右后上棘放置了标记物。结果表明,在站立试验中,脊柱T7-T8位置的运动与M/L躯干摆动的临床定义最为匹配(误差为0.5度),而在行走试验中,脊柱T9-T10位置的运动与临床定义最为匹配(误差为1.0度),而下脊柱L2-L4位置的运动在站立和行走任务中往往最不准确(分别为1.5度误差和4.0度误差)。基于这些结果,进行了第二项研究,以开发和验证在行走试验中使用单个最佳放置的IMU时的躯干摆动估计算法。将IMU对躯干摆动的估计与运动捕捉标记物对躯干摆动的临床定义进行比较,结果显示均方根误差为2.5度,躯干摆动峰值误差为2.0度。本研究结果表明,IMU应放置在背部中部,以减少与不符合临床定义的M/L躯干运动的脊柱运动相关的误差。

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