Deep Learning for EMG-based Human-Machine Interaction: A Review

doi:10.1109/JAS.2021.1003865

CASIA OpenIR > 学术期刊 > IEEE/CAA Journal of Automatica Sinica

	Deep Learning for EMG-based Human-Machine Interaction: A Review
	Dezhen Xiong; Daohui Zhang; Xingang Zhao; Yiwen Zhao
发表期刊	IEEE/CAA Journal of Automatica Sinica
ISSN	2329-9266
	2021
卷号	8 期号:3 页码:512-533
摘要	Electromyography (EMG) has already been broadly used in human-machine interaction (HMI) applications. Determining how to decode the information inside EMG signals robustly and accurately is a key problem for which we urgently need a solution. Recently, many EMG pattern recognition tasks have been addressed using deep learning methods. In this paper, we analyze recent papers and present a literature review describing the role that deep learning plays in EMG-based HMI. An overview of typical network structures and processing schemes will be provided. Recent progress in typical tasks such as movement classification, joint angle prediction, and force/torque estimation will be introduced. New issues, including multimodal sensing, inter-subject/inter-session, and robustness toward disturbances will be discussed. We attempt to provide a comprehensive analysis of current research by discussing the advantages, challenges, and opportunities brought by deep learning. We hope that deep learning can aid in eliminating factors that hinder the development of EMG-based HMI systems. Furthermore, possible future directions will be presented to pave the way for future research.
关键词	Accuracy deep learning electromyography (EMG) human-machine interaction (HMI) robustness
DOI	10.1109/JAS.2021.1003865
引用统计	被引频次：149[WOS] [WOS记录] [WOS相关记录]
文献类型	期刊论文
条目标识符	http://ir.ia.ac.cn/handle/173211/43928
专题	学术期刊_IEEE/CAA Journal of Automatica Sinica
推荐引用方式 GB/T 7714	Dezhen Xiong,Daohui Zhang,Xingang Zhao,et al. Deep Learning for EMG-based Human-Machine Interaction: A Review[J]. IEEE/CAA Journal of Automatica Sinica,2021,8(3):512-533.
APA	Dezhen Xiong,Daohui Zhang,Xingang Zhao,&Yiwen Zhao.(2021).Deep Learning for EMG-based Human-Machine Interaction: A Review.IEEE/CAA Journal of Automatica Sinica,8(3),512-533.
MLA	Dezhen Xiong,et al."Deep Learning for EMG-based Human-Machine Interaction: A Review".IEEE/CAA Journal of Automatica Sinica 8.3(2021):512-533.

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JAS-2020-0829.pdf（3921KB）	期刊论文	出版稿	开放获取	CC BY-NC-SA	浏览下载