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Toward Improving Engagement in Neural Rehabilitation: Attention Enhancement Based on Brain-Computer Interface and Audiovisual Feedback | |
Wang, Jiaxing1,2![]() ![]() ![]() | |
发表期刊 | IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS
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ISSN | 2379-8920 |
2020-12-01 | |
卷号 | 12期号:4页码:787-796 |
摘要 | Both motor and cognitive function rehabilitation benefits can be improved significantly by patients' active participation. To this goal, an attention enhancement system based on the brain-computer interface (BCI) and audiovisual feedback is proposed. First, an interactive position-tracking riding game is designed to increase the training challenge and neural engagement. Subjects were asked to drive one of the avatars to keep up with another by adjusting their riding speed and attention. Second, the subject's electroencephalogram (EEG)-based attention level is divided into three regions (low, moderate, and high) by using the theta-to-beta ratio (TBR). According to the subject's attention states, different speed adjustment strategies are adopted to adjust the tracking challenge and improve the subject's attention. Besides, if the subject's attention focused on the training is moderate or low, an auditory feedback will be given to remind the subject to pay more attention to the training. The contrast experimental results show that subjects' performance indicated by overall attention level and average muscle activation can be improved significantly by using the attention enhancement system, which validates the feasibility of the proposed system for improving the neural and motor engagement. |
关键词 | Avatars Electroencephalography Training Games Real-time systems Task analysis Stroke (medical condition) Attention enhancement brain– computer interface (BCI) electroencephalogram (EEG) neural rehabilitation virtual reality |
DOI | 10.1109/TCDS.2019.2959055 |
关键词[WOS] | MOTOR IMAGERY ; EEG ; STROKE ; NEUROFEEDBACK ; DISORDER ; ADHD |
收录类别 | SCI |
语种 | 英语 |
资助项目 | National Key Research and Development Program of China[2018YFC2001700] ; National Natural Science Foundation of China[61720106012] ; National Natural Science Foundation of China[91648208] ; Strategic Priority Research Program of Chinese Academy of Science[XDB32000000] |
项目资助者 | National Key Research and Development Program of China ; National Natural Science Foundation of China ; Strategic Priority Research Program of Chinese Academy of Science |
WOS研究方向 | Computer Science ; Robotics ; Neurosciences & Neurology |
WOS类目 | Computer Science, Artificial Intelligence ; Robotics ; Neurosciences |
WOS记录号 | WOS:000597148300009 |
出版者 | IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC |
七大方向——子方向分类 | 多模态智能 |
引用统计 | |
文献类型 | 期刊论文 |
条目标识符 | http://ir.ia.ac.cn/handle/173211/42696 |
专题 | 复杂系统认知与决策实验室_先进机器人 |
通讯作者 | Hou, Zeng-Guang |
作者单位 | 1.Chinese Acad Sci, Inst Automat, State Key Lab Management & Control Complex Syst, Beijing 100190, Peoples R China 2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China 3.CAS Ctr Excellence Brain Sci & Intelligence Techn, Beijing 100190, Peoples R China |
第一作者单位 | 中国科学院自动化研究所 |
通讯作者单位 | 中国科学院自动化研究所 |
推荐引用方式 GB/T 7714 | Wang, Jiaxing,Wang, Weiqun,Hou, Zeng-Guang. Toward Improving Engagement in Neural Rehabilitation: Attention Enhancement Based on Brain-Computer Interface and Audiovisual Feedback[J]. IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS,2020,12(4):787-796. |
APA | Wang, Jiaxing,Wang, Weiqun,&Hou, Zeng-Guang.(2020).Toward Improving Engagement in Neural Rehabilitation: Attention Enhancement Based on Brain-Computer Interface and Audiovisual Feedback.IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS,12(4),787-796. |
MLA | Wang, Jiaxing,et al."Toward Improving Engagement in Neural Rehabilitation: Attention Enhancement Based on Brain-Computer Interface and Audiovisual Feedback".IEEE TRANSACTIONS ON COGNITIVE AND DEVELOPMENTAL SYSTEMS 12.4(2020):787-796. |
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