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AN ACCELERATION BASED HEURISTICS ALGORITHM FOR GAIT PHASE DETECTION

机译:基于加速度的步态相位检测启发式算法

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Detection of gait phase has multiple of applications such as lower limb prosthetics, drop foot stimulator, and rehabilitation assessment. Different types of wearable sensors such as force sensitive sensors (FSR), gyroscopes, and the combination of gyroscopes and accelerometers, have been used for the classification of gait phase. Among these sensors, since accelerometers are low in cost, easy to use, reliable, and lower power consumption, they have been widely used in some wearable devices. The accelerometer-based methods for gait phase classification have been also proposed in few previous studies. In this paper, we developed an acceleration-signal-based heuristics algorithm to detect the gait phase, which could divide the gait phase into loading response (LR), mid-stance (MS), terminal stance (TS), and swing phase (SW). In the proposed algorithm, the corresponding gait events of the four phases were detected using local inflection points and curve turning points from the filtered composite acceleration signal. The performance of the proposed algorithm was evaluated with ten healthy subjects walking on a level ground at their comfortable speed for 60 s. The preliminary results showed that the proposed algorithm is reliable and accurate in classifying the four gait phases (LR, MS, TS, and SW).
机译:步态相位的检测具有诸如下肢假肢,滴脚刺激器和康复评估的多个应用。不同类型的可穿戴传感器,如力敏感传感器(FSR),陀螺仪和陀螺仪和加速度计的组合已被用于步态阶段的分类。在这些传感器中,由于加速度计成本低,因此易于使用,可靠和较低的功耗,因此它们已广泛用于一些可穿戴设备中。还提出了在以前的几项研究中提出了基于加速度计的步态分类方法。在本文中,我们开发了一种基于加速信号的启发式算法来检测步态阶段,可以将步态相位分成加载响应(LR),中间姿势(MS),终端姿势(TS)和摆动阶段( SW)。在所提出的算法中,使用来自滤波的复合加速度信号的局部拐点和曲线转向点检测四个阶段的相应步态事件。提出算法的性能被评估为10个健康的受试者以速度为60秒的速度走在级别地面上。初步结果表明,在分类四个步态阶段(LR,MS,TS和SW)中,该算法可靠,准确。

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