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Feasibility of proportional EMG control for a hand exoskeleton: A Fitts’ Law approach

机译:用于手屏幕的比例EMG控制的可行性:Fitts的法律方法

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Although many hand exoskeletons have been developed to provide natural hand movements for patients, extraction of motion intents is one of the challenging issues to perform activities of daily living (ADLs). This paper describes a noninvasive electromyography (EMG)-based proportional control for grasping tasks. To perform grasping tasks in ADLs, three degree of freedoms (DOFs) for thumb adduction/abduction, thumb flexion/extension, and four fingers flexion/extension are required at least. In this work, a 2-D Fitts’ Law test is designed as a suitable alternative of real grasping tasks to perform a real-time EMG control for three DOFs required for grasping. The test setup was built to evaluate a user can generate three commands for direct proportional EMG control. Three EMG signals induced by voluntary wrist and thumb movements were recorded to extract users’ intentions, and each signal was used to activate each degree of freedom in Fitts’ law task. A user was asked to move the cursor into the target using three commands such as cursor right, cursor up, and cursor to the initial position. Healthy subjects were performed our developed interface and the results show that the developed interface performed better than that of our previous study using a pattern recognition method. Although there are several issues remain to be resolved, we expect that proportional EMG control could be used to help SCI or stroke patient for controlling a hand exoskeleton.
机译:虽然已经开发出许多手外骨骼为患者提供自然的手动运动,但动议意图的提取是执行日常生活活动(ADL)的具有挑战性问题之一。本文介绍了基于非侵入性肌电学(EMG)的比例控制,用于抓取任务。为了在ADL中进行抓握任务,至少需要三个自由度(DOF),用于拇指添加/绑架,拇指屈曲/延伸和四个手指屈曲/延伸。在这项工作中,2-D FITTS的法律测试被设计为真实抓握任务的合适替代方案,以便对抓握所需的三个DOF进行实时EMG控制。建立测试设置以评估用户可以生成三个用于直接比例EMG控制的命令。录制了由自愿手腕和拇指移动引起的三个EMG信号,以提取用户的意图,每个信号用于激活FITTS法律任务中的每一系列自由。要求用户使用三个命令(如光标右,光标向上和光标)将光标移动到目标中。使用模式识别方法执行了我们开发的界面,结果表明,结果表明,开发界面的开发界面比我们使用模式识别方法更好地执行。虽然有几个问题仍有待解决,但我们预计比例的EMG控制可用于帮助SCI或中风患者控制手外骨骼。

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