首页> 外文期刊>International journal of human-computer interaction >Toward a Hybrid BCI: Self-Paced Operation of a P300-based Speller by Merging a Motor Imagery-Based 'Brain Switch' into a P300 Spelling Approach
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Toward a Hybrid BCI: Self-Paced Operation of a P300-based Speller by Merging a Motor Imagery-Based 'Brain Switch' into a P300 Spelling Approach

机译:迈向混合BCI:通过将基于马达图像的“脑部开关”合并到P300拼写方法中,对基于P300的拼写器进行自定速度操作

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摘要

This study presents the self-paced operation of a brain-computer interface (BCI) speller, which can be voluntarily turned on/off by merging a motor imagery (MI)-based brain switch into a P300-based BCI speller. From an off state (idle state), the users can generate a control signal by consciously changing the cognitive state differential from the idle state to turn on a P300-based spelling system when he or she wants to spell words. With the system turned on, the user can spell words, and then, the spelling system can be voluntarily turned off and switched to the initial state using a command. In this paradigm, the participants tried to perform the two different cognitive tasks sequentially, rather than simultaneously, and multiple EEG components were processed sequentially. The practicability and effectiveness of the proposed approach were validated by eleven participants, and all of them achieved a satisfactory performance. For the P300 speller, they achieved an average PITR of 42.61 bits/min. The preliminary results indicated that the proposed hybrid BCI system with different mental strategies operating sequentially is feasible and has potential applications for practical self-paced control.
机译:这项研究提出了脑机接口(BCI)拼写器的自定进度操作,可以通过将基于运动图像(MI)的大脑开关合并到基于P300的BCI拼写器中来自动打开/关闭。从关闭状态(空闲状态),用户可以通过有意识地改变与空闲状态的认知状态差异,以在他或她想要拼写单词时打开基于P300的拼写系统来生成控制信号。打开系统后,用户可以拼写单词,然后可以使用命令自动关闭拼写系统并切换到初始状态。在这种范式中,参与者试图依次而不是同时执行两个不同的认知任务,并且依次处理了多个EEG成分。 11名参与者验证了该方法的实用性和有效性,并且所有人都取得了令人满意的表现。对于P300拼写器,他们的平均PITR为42.61位/分钟。初步结果表明,所提出的具有不同思维策略的混合BCI系统是可行的,并且在实际的自定速度控制中具有潜在的应用。

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    Natl Univ Def Technol, Coll Mechatron Engn & Automat, Changsha 410073, Hunan, Peoples R China;

    Natl Univ Def Technol, Coll Mechatron Engn & Automat, Changsha 410073, Hunan, Peoples R China;

    Air Force Engn Univ, Aeronaut & Astronaut Engn Coll, Xian, Shanxi, Peoples R China;

    China Astronaut Res & Training Ctr, Natl Key Lab Human Factors Engn, Beijing, Peoples R China;

    Natl Univ Def Technol, Coll Mechatron Engn & Automat, Changsha 410073, Hunan, Peoples R China;

    Natl Univ Def Technol, Coll Mechatron Engn & Automat, Changsha 410073, Hunan, Peoples R China;

    Natl Univ Def Technol, Coll Mechatron Engn & Automat, Changsha 410073, Hunan, Peoples R China;

    Natl Univ Def Technol, Coll Mechatron Engn & Automat, Changsha 410073, Hunan, Peoples R China;

  • 收录信息 美国《科学引文索引》(SCI);
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  • 正文语种 eng
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