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使用可穿戴无线超声传感器网络在跑步机行走过程中对三维足位移进行动态测量。

Ambulatory measurement of three-dimensional foot displacement during treadmill walking using wearable wireless ultrasonic sensor network.

出版信息

IEEE J Biomed Health Inform. 2015 Mar;19(2):446-52. doi: 10.1109/JBHI.2014.2316998. Epub 2014 Apr 14.

Abstract

Techniques that could be used to monitor human motion precisely are helpful in various applications such as rehabilitation, gait analysis, and athletic performance analysis. This paper focuses on the 3-D foot trajectory measurements based on a wearable wireless ultrasonic sensor network. The system consists of an ultrasonic transmitter (mobile) and several receivers (anchors) with fixed known positions. In order not to restrict the movement of subjects, a radio frequency (RF) module is used for wireless data transmission. The RF module also provides the synchronization clock between mobile and anchors. The proposed system measures the time-of-arrival (TOA) of the ultrasonic signal from mobile to anchors. Together with the knowledge of the anchor's position, the absolute distance that the signal travels can be computed. Then, the range information defines a circle centered at this anchor with radius equal to the measured distance, and the mobile resides within the intersections of several such circles. Based on the TOA-based tracking technique, the 3-D foot trajectories are validated against a camera-based motion capture system for ten healthy subjects walking on a treadmill at slow, normal, and fast speeds. The experimental results have shown that the ultrasonic system has sufficient accuracy of net root-mean-square error ( 4.2 cm) for 3-D displacement, especially for foot clearance with accuracy and standard deviation ( 0.62 ±7.48 mm) compared to the camera-based motion capture system. The small form factor and lightweight feature of the proposed system make it easy to use. Such a system is also much lower in cost compared to the camera-based tracking system.

摘要

能够精确监测人体运动的技术在各种应用中都很有用,例如康复、步态分析和运动表现分析。本文专注于基于可穿戴无线超声传感器网络的 3D 足部轨迹测量。该系统由一个超声发射器(移动)和几个接收器(锚点)组成,它们具有固定的已知位置。为了不限制受试者的运动,使用射频(RF)模块进行无线数据传输。RF 模块还提供移动和锚点之间的同步时钟。该系统测量从移动到锚点的超声信号的到达时间(TOA)。结合锚点位置的知识,可以计算出信号传播的绝对距离。然后,距离信息定义了以该锚点为中心、半径等于测量距离的圆,移动点位于几个这样的圆的交点内。基于基于 TOA 的跟踪技术,我们使用摄像机运动捕捉系统对十个在跑步机上以慢、中、快速度行走的健康受试者的 3D 足部轨迹进行了验证。实验结果表明,与基于摄像机的运动捕捉系统相比,超声系统对于 3D 位移具有足够的精度(净均方根误差为 4.2cm),尤其是对于足部离地高度,其精度和标准差分别为(0.62±7.48mm)。该系统具有小的外形尺寸和轻量级的特点,使用起来非常方便。与基于摄像机的跟踪系统相比,该系统的成本也低得多。

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