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惯性传感器在康复训练动作分类中的应用。

The use of inertial sensors for the classification of rehabilitation exercises.

作者信息

Giggins Oonagh, Sweeney Kevin T, Caulfield Brian

出版信息

Annu Int Conf IEEE Eng Med Biol Soc. 2014;2014:2965-8. doi: 10.1109/EMBC.2014.6944245.

Abstract

The benefits of exercise in rehabilitation after orthopaedic surgery or following a musculoskeletal injury has been widely established. Within a hospital or clinical environment, adherence levels to rehabilitation exercise programs are high due to the supervision of the patient during the rehabilitation process. However, adherence levels drop significantly when patients are asked to perform the program at home. This paper describes the use of simple inertial sensors for the purpose of developing a biofeedback system to monitor adherence to rehabilitation programs. The results show that a single sensor can accurately distinguish between seven commonly prescribed rehabilitation exercises with accuracies between 93% and 95%. Results also show that the use of multiple sensor units does not significantly improve results therefore suggesting that a single sensor unit can be used as an input to an exercise biofeedback system.

摘要

运动在骨科手术后或肌肉骨骼损伤后的康复中的益处已得到广泛证实。在医院或临床环境中,由于在康复过程中对患者的监督,康复锻炼计划的依从性很高。然而,当要求患者在家中执行该计划时,依从性会显著下降。本文描述了使用简单的惯性传感器来开发一种生物反馈系统,以监测对康复计划的依从性。结果表明,单个传感器可以准确区分七种常用的规定康复锻炼,准确率在93%至95%之间。结果还表明,使用多个传感器单元并不会显著提高结果,因此表明单个传感器单元可以用作运动生物反馈系统的输入。

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