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Iterative Learning Control for Robotic-assisted Upper Limb Stroke Rehabilitation in the Presence of Muscle Fatigue

机译:肌肉疲劳存在下机器人辅助上肢卒中康复的迭代学习控制

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摘要

The use of iterative learning control to regulate assistive functional electrical stimulation applied to the muscles of patients undergoing robotic-assisted upper limb stroke rehabilitation has been followed through to small scale clinical trials. These trials confirmed that an increase in patient ability to complete the specified task also led to a reduction in the level of electrical stimulation required. This previous work assumed that the effects of muscle fatigue could be neglected but if a patient suffers fatigue during a rehabilitation session then their the session goals are not achieved or, more likely, the session must be abandoned due to the time limits imposed by the ethical approval required to conduct such sessions. In this paper the results of the first investigation into enhancing the control scheme to remove or lessen the effects of fatigue and hence make better use of the time available for a session are given. The scheme considered adds a feedback loop around the muscle model used, where the performance results given are based on a model for the dynamics constructed using patient data collected in previous clinical trials.
机译:在小规模的临床试验之后,一直在使用迭代学习控制来调节对接受机器人辅助上肢中风康复的患者的肌肉施加的辅助功能性电刺激。这些试验证实,患者完成指定任务的能力增强也导致所需电刺激水平降低。以前的工作假设可以忽略肌肉疲劳的影响,但是如果患者在康复期间遭受疲劳,则他们的锻炼目标将无法实现,或者由于伦理道德所施加的时间限制,必须放弃锻炼进行此类会议需要获得批准。本文给出了首次研究的结果,旨在增强控制方案以消除或减轻疲劳影响,从而更好地利用会议的可用时间。所考虑的方案在使用的肌肉模型周围添加了一个反馈回路,其中给出的性能结果基于使用先前临床试验中收集的患者数据构建的动力学模型。

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  • 作者

    Xu W; Chu Bing; Rogers E;

  • 作者单位
  • 年度 100
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  • 原文格式 PDF
  • 正文语种 en
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