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Real-Time Embedded System for Event-Driven sEMG Acquisition and Functional Electrical Stimulation Control

机译:用于事件驱动的sEMG采集和功能性电刺激控制的实时嵌入式系统

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The analysis of the surface ElectroMyoGraphic (sEMG) signal for controlling the Functional Electrical Stimulation (FES) therapy is being widely accepted in the active rehabilitation field due to the high benefits in the restoration of functional movements for subjects affected by neuro-muscular disorders. Portability and real-time functionalities are major concerns, and, among the others, two correlated challenges are the development of an embedded system and the implementation of lightweight signal processing approaches. In this respect, the event-driven nature of the Average Threshold Crossing (ATC) approach, considering its high correlation with the muscle force and the sparsity of its representation, could be an optimal solution. In this paper we present an embedded ATC-FES control system equipped with a multi-platform software featuring an easy-to-use Graphical User Interface (GUI). The system has been tested on 5 healthy subjects in order to test its effectiveness: we obtained a correlation coefficient value of 0.86±0.07, as similarity index between the healthy movement and the stimulated one during the elbow flexion exercise.
机译:由于对恢复受神经肌肉疾病影响的受试者的功能运动具有很大的益处,因此用于控制功能性电刺激(FES)治疗的表面肌电图(sEMG)信号分析在主动康复领域已被广泛接受。可移植性和实时功能是主要问题,此外,与之相关的两个挑战是嵌入式系统的开发和轻量级信号处理方法的实现。在这方面,考虑到平均阈值交叉与肌肉力量的高度相关性及其表示的稀疏性,平均阈值交叉(ATC)方法的事件驱动性质可能是最佳的解决方案。在本文中,我们介绍了一个嵌入式ATC-FES控制系统,该系统配备了具有易于使用的图形用户界面(GUI)的多平台软件。该系统已在5位健康受试者上进行了测试,以测试其有效性:我们获得了0.86±0.07的相关系数值,作为肘关节屈伸运动过程中健康运动与受刺激者之间的相似性指标。

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