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Accelerometry-Based Distance Estimation for Ambulatory Human Motion Analysis

机译:基于加速度计的步行式人体运动分析距离估计

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摘要

In human motion science, accelerometers are used as linear distance sensors by attaching them to moving body parts, with their measurement axes its measurement axis aligned in the direction of motion. When double integrating the raw sensor data, multiple error sources are also integrated integrated as well, producing inaccuracies in the final position estimation which increases fast with the integration time. In this paper, we make a systematic and experimental comparison of different methods for position estimation, with different sensors and in different motion conditions. The objective is to correlate practical factors that appear in real applications, such as motion mean velocity, path length, calibration method, or accelerometer noise level, with the quality of the estimation. The results confirm that it is possible to use accelerometers to estimate short linear displacements of the body with a typical error of around 4.5% in the general conditions tested in this study. However, they also show that the motion kinematic conditions can be a key factor in the performance of this estimation, as the dynamic response of the accelerometer can affect the final results. The study lays out the basis for a better design of distance estimations, which are useful in a wide range of ambulatory human motion monitoring applications.
机译:在人体运动科学中,加速度计通过将其附着到运动的身体部位上而用作线性距离传感器,其加速度测量轴的方向与运动方向对齐。当对原始传感器数据进行两次积分时,也会同时对多个误差源进行积分,从而在最终位置估计中产生误差,该误差会随着积分时间的增加而迅速增加。在本文中,我们对使用不同传感器和不同运动条件的不同位置估计方法进行了系统和实验比较。目的是将实际应用中出现的实际因素(例如运动平均速度,路径长度,校准方法或加速度计噪声水平)与估算质量相关联。结果证实,在本研究中测试的一般条件下,可以使用加速度计来估算人体的短线性位移,典型误差约为4.5%。但是,他们还表明运动运动条件可能是执行此估算的关键因素,因为加速度计的动态响应会影响最终结果。这项研究为更好地设计距离估计奠定了基础,该距离估计可用于各种移动式人类运动监控应用。

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