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A Functional Electrical Stimulation Controller for Contralateral Hand Movements Based on EMG Signals

机译:基于EMG信号的对侧手动运动的功能电刺激控制器

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This work presents the implementation and testing of a control strategy for functional electrical stimulation of hand movements. The system is capable of producing continuous power grasp and hand opening movements on the right hand, through amplitude modulation of two stimulation channels, based on surface electromyography signals from two contralateral hand muscles. The solution comprises: a finite state machine, a movement classifier, a proportional mapping, and a biofeedback control strategy. The movement classifier algorithm was evaluated offline with a healthy volunteer, obtaining a 81.72% average accuracy. The controller was tested successfully in an online test where a functional task was performed, involving six-step and the power grasp and hand opening movements. Therefore, this controller and sEMG-FES system developed are a suitable alternative for FES-based mirror-therapy of the hand, and motor rehabilitation of hemiplegic stroke patients.
机译:这项工作介绍了手动运动功能电刺激的控制策略的实施和测试。该系统能够在右手上产生连续动力抓握和手动打开运动,通过两个刺激通道的幅度调制,基于来自两个对侧肌肉的表面电拍摄信号。该解决方案包括:有限状态机,运动分类器,比例映射和生物反馈控制策略。运动分类器算法与健康的志愿者离线进行评估,获得81.72%的平均精度。控制器在在线测试中成功进行测试,其中执行了功能任务,涉及六步和动力抓握和手动开口运动。因此,该控制器和SEMG-FES系统开发是一种适用于FES的镜子疗法的合适替代方案,以及偏瘫卒中患者的电机康复。

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