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Recognition of elementary arm movements using orientation of a tri-axial accelerometer located near the wrist

机译:使用位于手腕附近的三轴加速度计的方向识别基本手臂运动

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摘要

In this paper we present a method for recognising three fundamental movements of the human arm (reach and retrieve, lift cup to mouth, rotation of the arm) by determining the orientation of a tri-axial accelerometer located near the wrist. Our objective is to detect the occurrence of such movements performed with the impaired arm of a stroke patient during normal daily activities as a means to assess their rehabilitation. The method relies on accurately mapping transitions of predefined, standard orientations of the accelerometer to corresponding elementary arm movements. To evaluate the technique, kinematic data was collected from four healthy subjects and four stroke patients as they performed a number of activities involved in a representative activity of daily living, 'making-a-cup-of-tea'. Our experimental results show that the proposed method can independently recognise all three of the elementary upper limb movements investigated with accuracies in the range 91–99% for healthy subjects and 70–85% for stroke patients.
机译:在本文中,我们提出一种方法,通过确定位于手腕附近的三轴加速度计的方向来识别人的手臂的三个基本运动(伸出和收回,将杯子举到嘴,手臂的旋转)。我们的目标是检测在正常的日常活动中中风患者手臂受损时发生的此类运动,以评估其康复情况。该方法依赖于将加速度计的预定义,标准方向的转变准确地映射到相应的基本手臂运动。为了评估该技术,从四名健康受试者和四名中风患者中收集了运动学数据,因为他们进行了许多与日常生活相关的活动,即“一杯茶”。我们的实验结果表明,所提出的方法可以独立识别所调查的全部三个基本上肢运动,其中健康受试者的准确性在91%至99%范围内,中风患者的准确性在70%至85%范围内。

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