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A MultiModal Vigilance (MMV) dataset during RSVP and SSVEP brain-computer interface tasks

文献类型：期刊论文

作者Wei, Wei1; Wang, Kangning1,2; Qiu, Shuang1,3; He, Huiguang1,3
刊名SCIENTIFIC DATA
出版日期2024-08-10
卷号11期号:1页码:14
DOI10.1038/s41597-024-03729-8
通讯作者Qiu, Shuang(shuang.qiu@ia.ac.cn) ; He, Huiguang(huiguang.he@ia.ac.cn)
英文摘要Vigilance represents an ability to sustain prolonged attention and plays a crucial role in ensuring the reliability and optimal performance of various tasks. In this report, we describe a MultiModal Vigilance (MMV) dataset comprising seven physiological signals acquired during two Brain-Computer Interface (BCI) tasks. The BCI tasks encompass a rapid serial visual presentation (RSVP)-based target image retrieval task and a steady-state visual evoked potential (SSVEP)-based cursor-control task. The MMV dataset includes four sessions of seven physiological signals for 18 subjects, which encompasses electroencephalogram(EEG), electrooculogram (EOG), electrocardiogram (ECG), photoplethysmogram (PPG), electrodermal activity (EDA), electromyogram (EMG), and eye movement. The MMV dataset provides data from four stages: 1) raw data, 2) pre-processed data, 3) trial data, and 4) feature data that can be directly used for vigilance estimation. We believe this dataset will achieve flexible reuse and meet the various needs of researchers. And this dataset will greatly contribute to advancing research on physiological signal-based vigilance research and estimation.
WOS关键词CONVOLUTIONAL NEURAL-NETWORK ; EEG ; ATTENTION
资助项目National Key R&D Program of China[2023YFF1205300] ; National Natural Science Foundation of China[62206285] ; National Natural Science Foundation of China[U21A20388] ; National Natural Science Foundation of China[62276262] ; Beijing Natural Science Foundation[7222311] ; Beijing Natural Science Foundation[J210010]
WOS研究方向Science & Technology - Other Topics
语种英语
WOS记录号WOS:001288504100005
出版者NATURE PORTFOLIO
资助机构National Key R&D Program of China ; National Natural Science Foundation of China ; Beijing Natural Science Foundation
源URL[http://ir.ia.ac.cn/handle/173211/59282]  
专题类脑智能研究中心_神经计算及脑机交互
通讯作者Qiu, Shuang; He, Huiguang
作者单位1.Chinese Acad Sci, Lab Brain Atlas & Brain Inspired Intelligence, Inst Automat, Beijing 100190, Peoples R China
2.Tianjin Univ, Acad Med Engn & Translat Med, Tianjin 300072, Peoples R China
3.Univ Chinese Acad Sci, Beijing 100049, Peoples R China
推荐引用方式
GB/T 7714		 Wei, Wei,Wang, Kangning,Qiu, Shuang,et al. A MultiModal Vigilance (MMV) dataset during RSVP and SSVEP brain-computer interface tasks[J]. SCIENTIFIC DATA,2024,11(1):14.
APA Wei, Wei,Wang, Kangning,Qiu, Shuang,&He, Huiguang.(2024).A MultiModal Vigilance (MMV) dataset during RSVP and SSVEP brain-computer interface tasks.SCIENTIFIC DATA,11(1),14.
MLA Wei, Wei,et al."A MultiModal Vigilance (MMV) dataset during RSVP and SSVEP brain-computer interface tasks".SCIENTIFIC DATA 11.1(2024):14.

入库方式： OAI收割

来源：自动化研究所

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