A motor imagery EEG signal classification algorithm based on recurrence plot convolution neural network

doi:10.1016/j.patrec.2021.03.023

CORC > 西安光学精密机械研究所 > 中国科学院西安光学精密机械研究所 > 光学影像学习与分析中心

	A motor imagery EEG signal classification algorithm based on recurrence plot convolution neural network
	Meng, XianJia 4; Qiu, Shi 3; Wan, Shaohua 2; Cheng, Keyang 1; Cui, Lei 4
刊名	Pattern Recognition Letters
	2021-06
卷号	146 页码:134-141
关键词	EEG signal Recurrence plot Convolution neural network Classification Motor imagery
ISSN号	01678655
DOI	10.1016/j.patrec.2021.03.023
产权排序	2
英文摘要	With the promotion of brain-computer interface technology, it is possible to study brain control system through EEG signals in recent years. In order to solve the problem of EEG signal classification effectively, a motor imagery classification algorithm based on recurrence plot convolution neural network is proposed. Firstly, EEG signals are preprocessed to enhance the signal intensity in the exercise interval. Secondly, time-domain and frequency-domain features are extracted respectively to construct the feature mode of recurrence plot. Finally, a new neural network is established to realize the accurate recognition of left and right movements. This research can also be transferred to other research fields. © 2021 Elsevier B.V.
语种	英语
出版者	Elsevier B.V.
WOS记录号	WOS:000646018400018
内容类型	期刊论文
源URL	[http://ir.opt.ac.cn/handle/181661/94666]
专题	西安光学精密机械研究所_光学影像学习与分析中心
通讯作者	Qiu, Shi
作者单位	1.School of Computer Science and Communication Engineering, Jiangsu University, Zhenjiang; 212000, China 2.School of Information and Safety Engineering, Zhongnan University of Economics and Law, Wuhan; 430073, China; 3.Key Laboratory of Spectral Imaging Technology CAS, Xi'an Institute of Optics and Precision Mechanics, Chinese Academy of Sciences, Xi'an; 710119, China; 4.School of Information Science and Technology, Northwest University, Xi 'an; 710027, China;
推荐引用方式 GB/T 7714	Meng, XianJia,Qiu, Shi,Wan, Shaohua,et al. A motor imagery EEG signal classification algorithm based on recurrence plot convolution neural network[J]. Pattern Recognition Letters,2021,146:134-141.
APA	Meng, XianJia,Qiu, Shi,Wan, Shaohua,Cheng, Keyang,&Cui, Lei.(2021).A motor imagery EEG signal classification algorithm based on recurrence plot convolution neural network.Pattern Recognition Letters,146,134-141.
MLA	Meng, XianJia,et al."A motor imagery EEG signal classification algorithm based on recurrence plot convolution neural network".Pattern Recognition Letters 146(2021):134-141.