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Validation of an ear-worn sensor for gait monitoring using a force-plate instrumented treadmill

机译:使用测力板跑步机验证用于步态监测的耳戴式传感器

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摘要

A force-plate instrumented treadmill (Hp Cosmos Gaitway) was used to validate the use of a miniaturised lightweight ear-worn sensor (7.4 g) for gait monitoring. Thirty-four healthy subjects were asked to progress up to their maximum walking speed on the treadmill (starting at 5 km/h, with 0.5 km increments). The sensor houses a 3D accelerometer which measures medio-lateral (ML), vertical (VT) and anterior–posterior (AP) acceleration. Maximum signal ranges and zero crossings were derived from accelerometer signals per axis, having corrected for head motion and signal noise. The maximal force, measured by the instrumented treadmill correlated best with a combination of VT and AP acceleration (R-squared = 0.36, p = 0), and combined VT, ML, and AP acceleration (R-squared = 0.36, p = 0). Weight-acceptance peak force and impulse values also correlated well with VT and AP acceleration (Weight acceptance: R-squared = 0.35, p = 0, Impulse: 0.26, p = 0), and combined VT, ML, and AP acceleration (Weight acceptance: R-squared = 0.35, p = 0, Impulse: 0.26, p = 0). Zero crossing features on the ML axis provided an accurate prediction of the gait-cycle, with a mean difference of 0.03 s (−0.01, 0.05 confidence intervals).
机译:使用压力板式跑步机(Hp Cosmos Gaitway)来验证使用微型轻量耳戴传感器(7.4 g)进行步态监测。 34名健康受试者被要求在跑步机上达到其最大步行速度(从5 km / h开始,以0.5 km为增量)。该传感器装有一个3D加速度计,可测量中外侧(ML),垂直(VT)和前后(AP)加速度。从每个轴的加速度计信号中得出最大信号范围和零交叉点,并已对磁头运动和信号噪声进行了校正。仪器跑步机测得的最大力与VT和AP加速度的组合(R平方= 0.36,p = 0)以及VT,ML和AP加速度的组合(R平方= 0.36,p = 0)最相关)。重量接受峰值力和脉冲值也与VT和AP加速度相关性很好(重量接受:R平方= 0.35,p = 0,脉冲:0.26,p = 0),以及VT,ML和AP加速度的组合(重量验收:R平方= 0.35,p = 0,脉冲:0.26,p = 0)。 ML轴上的零交叉特征提供了步态周期的准确预测,平均差异为0.03秒(-0.01,0.05置信区间)。

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