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Brain-Computer Interfaces Systems for Upper and Lower Limb Rehabilitation: A Systematic Review

机译:脑电脑界面上下肢和下肢康复系统:系统评价

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摘要

In recent years, various studies have demonstrated the potential of electroencephalographic (EEG) signals for the development of brain-computer interfaces (BCIs) in the rehabilitation of human limbs. This article is a systematic review of the state of the art and opportunities in the development of BCIs for the rehabilitation of upper and lower limbs of the human body. The systematic review was conducted in databases considering using EEG signals, interface proposals to rehabilitate upper/lower limbs using motor intention or movement assistance and utilizing virtual environments in feedback. Studies that did not specify which processing system was used were excluded. Analyses of the design processing or reviews were excluded as well. It was identified that 11 corresponded to applications to rehabilitate upper limbs, six to lower limbs, and one to both. Likewise, six combined visual/auditory feedback, two haptic/visual, and two visual/auditory/haptic. In addition, four had fully immersive virtual reality (VR), three semi-immersive VR, and 11 non-immersive VR. In summary, the studies have demonstrated that using EEG signals, and user feedback offer benefits including cost, effectiveness, better training, user motivation and there is a need to continue developing interfaces that are accessible to users, and that integrate feedback techniques.
机译:近年来,各种研究表明了脑电图(EEG)信号在人肢康复中发育脑 - 计算机界面(BCI)的潜力。本文是对现有技术的系统审查,以及BCIS为人体上下肢恢复的发展中的机会。在考虑使用EEG信号的数据库中进行系统审查,使用电机意图或运动辅助以及在反馈中使用虚拟环境来恢复上/下肢的接口提案。未指定使用哪种处理系统的研究被排除在外。设计处理或评论的分析也被排除在外。鉴定11,11对应于恢复上肢六个至下肢的应用,以及一个至两者。同样,六个组合的视觉/听觉反馈,两个触觉/视觉和两个视觉/听觉/触觉。此外,四个有完全沉浸的虚拟现实(VR),三个半沉浸式VR和11个非沉浸式VR。总之,研究已经证明,使用EEG信号和用户反馈提供的福利,包括成本,有效性,更好的培训,用户动机,并且需要继续开发用户可以访问的接口,并集成反馈技术。

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