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An EMG-Based Robot Control Scheme Robust to Time-Varying EMG Signal Features

机译:基于EmG的机器人控制方案,对时变EmG信号具有鲁棒性

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摘要

Human-robot control interfaces have received increased attention during the past decades. With the introduction of robots in everyday life, especially in providing services to people with special needs (i.e., elderly, people with impairments, or people with disabilities), there is a strong necessity for simple and natural control interfaces. In this paper, electromyographic (EMG) signals from muscles of the human upper limb are used as the control interface between the user and a robot arm. EMG signals are recorded using surface EMG electrodes placed on the user's skin, making the user's upper limb free of bulky interface sensors or machinery usually found in conventional human-controlled systems. The proposed interface allows the user to control in real time an anthropomorphic robot arm in 3-D space, using upper limb motion estimates based only on EMG recordings. Moreover, the proposed interface is robust to EMG changes with respect to time, mainly caused by muscle fatigue or adjustments of contraction level. The efficiency of the method is assessed through real-time experiments, including random arm motions in the 3-D space with variable hand speed profiles.
机译:在过去的几十年中,人机控制界面受到了更多的关注。随着日常生活中的机器人,特别是在为具有特殊需求的人提供服务(即,老年人,有障碍者或残疾人的人)提供服务时,简单和自然控制界面存在强烈必需品。在本文中,来自人上肢的肌肉的电拍摄(EMG)信号用作用户和机器人臂之间的控制界面。使用放置在用户皮肤上的表面EMG电极进行记录EMG信号,使用户的上肢不含庞大的界面传感器或通常在常规人体控制系统中发现的机器。所提出的界面允许用户在仅基于EMG记录的基于肢体运动估计的基于肢体运动估计中实时控制3-D空间中的拟肢机器人臂。此外,所提出的界面对EMG相对于时间的变化稳健,主要由肌肉疲劳或收缩水平的调整引起。通过实时实验评估该方法的效率,包括3-D空间中的随机臂动作,具有可变手动速度简档。

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