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Open Access database of EEG signals recorded during imagined speech

机译:在想象的语音中记录的脑电信号的Open Access数据库

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Brain-Computer Interfaces (BCI) that could decode thoughts into commands would improve the quality of life of patients who have lost control over voluntary muscles. Imagined speech consists in imagining the pronunciation of words, without moving or emitting sounds. In this study, we introduce a new open access database of electroencephalogram (EEG) signals recorded while 15 subjects imagined the pronunciation of two groups of Spanish words. The first one contained the vowels /a/, /e/, /i/, /o/, /u/; and the second one corresponds to the commands up, down, left, right, backward and forward. Each subject repeated each word 50 times in a random order, meanwhile EEG signals were recorded using a six channel acquisition system and sampled at 1024 Hz. For comparison, some blocks were recorded using the pronounced speech condition, in which audio and EEG signals were acquired simultaneously. The EEG signals were filtered for artifact's removal between 2 Hz and 40 Hz using a finite impulse response (FIR) pass-band filter. As a preliminary analysis of the EEG data, an offline classification method is presented. Accuracy rate is above chance level for almost all subjects, suggesting that EEG signals possess discriminative information about the imagined word.
机译:可以将思想解码为命令的脑机接口(BCI)将改善对自愿肌肉失去控制的患者的生活质量。想象的语音包括想象单词的发音,而不会移动或发出声音。在这项研究中,我们引入了一个新的开放式脑电图(EEG)信号记录数据库,同时有15名受试者想象了两组西班牙语单词的发音。第一个包含元音/ a /,/ e /,/ i /,/ o /,/ u /;第二个对应于上,下,左,右,后退和前进的命令。每个受试者以随机顺序重复每个单词50次,同时使用六通道采集系统记录EEG信号并以1024 Hz采样。为了进行比较,使用明显的语音条件记录了一些块,其中同时获取了音频和EEG信号。使用有限脉冲响应(FIR)通带滤波器对EEG信号进行滤波,以消除2 Hz至40 Hz之间的伪影。作为对脑电数据的初步分析,提出了一种离线分类方法。几乎所有受试者的准确率均高于机会水平,这表明EEG信号具有有关虚构单词的判别信息。

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