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Toward Real-Time Automated Detection of Turns during Gait Using Wearable Inertial Measurement Units

机译:使用穿戴式惯性测量单元实现步态实时自动检测

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摘要

Previous studies have presented algorithms for detection of turns during gait using wearable sensors, but those algorithms were not built for real-time use. This paper therefore investigates the optimal approach for real-time detection of planned turns during gait using wearable inertial measurement units. Several different sensor positions (head, back and legs) and three different detection criteria (orientation, angular velocity and both) are compared with regard to their ability to correctly detect turn onset. Furthermore, the different sensor positions are compared with regard to their ability to predict the turn direction and amplitude. The evaluation was performed on ten healthy subjects who performed left/right turns at three amplitudes (22, 45 and 90 degrees). Results showed that turn onset can be most accurately detected with sensors on the back and using a combination of orientation and angular velocity. The same setup also gives the best prediction of turn direction and amplitude. Preliminary measurements with a single amputee were also performed and highlighted important differences such as slower turning that need to be taken into account.
机译:先前的研究提出了使用可穿戴式传感器在步态期间检测转弯的算法,但是这些算法并不是为实时使用而构建的。因此,本文研究了使用可穿戴惯性测量单元在步态中实时检测计划转弯的最佳方法。关于几种传感器位置(头部,背部和腿部)和三种不同检测标准(方向,角速度以及两者)在正确检测转弯开始能力方面的比较。此外,就不同的传感器位置预测转弯方向和幅度的能力进行比较。对十名健康受试者进行了评估,这些受试者以三种幅度(22、45和90度)左右旋转。结果表明,可以使用背面的传感器并结合方向和角速度来最准确地检测到起跳。同样的设置也可以提供最佳的转弯方向和幅度预测。还对单个截肢者进行了初步测量,并强调了重要的区别,例如需要考虑较慢的转向。

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