On the Accuracy of IMUs for Human Motion Tracking: a Comparative Evaluation

Mattia Guidolin, Razvan Andrei Budau Petrea, R. Oboe, M. Reggiani, E. Menegatti, L. Tagliapietra
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引用次数: 8

Abstract

Inertial Measurement Units (IMUs) are becoming more and more popular in human motion tracking applications. Among the other advantages, wearability, portability, limited costs, and accuracy are the main drivers of their increasing use. These devices are nowadays well-established commercially available products, ranging from few to hundreds of Euros. The main purpose of this study is to investigate the potentialities and the limits of IMUs belonging to different commercial segments in providing accurate orientation estimates within the operating conditions characterizing human motion. These are simulated employing a direct drive servomotor, to ensure accuracy and repeatability of the whole assessment pipeline. Both static and dynamic conditions are analyzed, the latter obtained by varying frequency and amplitude of a sinusoidal motion, thus evaluating the performances for a broad set of movements. IMUs orientations are estimated through proprietary filters, when available, and then compared with the well-established Madgwick's filter, to effectively investigate the performances of the on-board sensors. Results show that the low-cost IMUs are suited for applications requiring low bandwidth, while the comparison through Madg-wick's filter did not highlight appreciable differences among the IMUs.
人体运动跟踪imu精度的比较评价
惯性测量单元(imu)在人体运动跟踪应用中越来越受欢迎。在其他优点中,可穿戴性、便携性、有限的成本和准确性是其越来越多使用的主要驱动因素。这些设备现在是成熟的商业产品,价格从几欧元到数百欧元不等。本研究的主要目的是研究不同商业领域的imu在提供准确的人体运动特征的操作条件下的方向估计方面的潜力和局限性。采用直接驱动伺服电机进行模拟,以确保整个评估流程的准确性和可重复性。静态和动态条件都进行了分析,后者是通过改变正弦运动的频率和幅度来获得的,从而评估了广泛运动的性能。在可用的情况下,通过专有滤波器估计imu的方向,然后与成熟的Madgwick滤波器进行比较,以有效地研究机载传感器的性能。结果表明,低成本的imu适用于需要低带宽的应用,而通过Madg-wick滤波器的比较并没有突出imu之间的明显差异。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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