Sarmah Elina, Kennedy Philip
Georgia Institute of Technology, Atlanta, GA 30313, USA.
Neural Signals Inc., Duluth, GA 30096, USA.
Neurosci J. 2013;2013:594624. doi: 10.1155/2013/594624. Epub 2013 Nov 7.
Problem Addressed. Decoding of silent vocalization would be enhanced by detecting vocalization onset. This is necessary in order to improve decoding of neural firings and thus synthesize near conversational speech in locked-in subjects implanted with brain computer interfacing devices. Methodology. Cortical recordings were obtained during attempts at inner speech in a mute and paralyzed subject (ER) implanted with a recording electrode to detect and analyze lower beta band peaks meeting the criterion of a minimum 0.2% increase in the power spectrum density (PSD). To provide supporting data, three speaking subjects were used in a similar testing paradigm using EEG signals recorded over the speech area. Results. Conspicuous lower beta band peaks were identified around the time of assumed speech onset. The correlations between single unit firings, recorded at the same time as the continuous neural signals, were found to increase after the lower beta band peaks as compared to before the peaks. Studies in the nonparalyzed control individuals suggested that the lower beta band peaks were related to the movement of the articulators of speech (tongue, jaw, and lips), not to higher order speech processes. Significance and Potential Impact. The results indicate that the onset of silent and overt speech is associated with a sharp peak in lower beta band activity-an important step in the development of a speech prosthesis. This raises the possibility of using these peaks in online applications to assist decoding paradigms being developed to decode speech from neural signal recordings in mute humans.
解决的问题。通过检测发声开始可以增强对无声发声的解码。这对于改善神经放电的解码从而在植入脑机接口设备的闭锁综合征患者中合成接近对话的语音是必要的。方法。在一名植入记录电极的 mute 和瘫痪患者(ER)进行内心言语尝试期间获取皮层记录,以检测和分析满足功率谱密度(PSD)至少增加 0.2%标准的较低β波段峰值。为了提供支持数据,在类似的测试范式中使用了三名说话者,记录他们言语区域的脑电图信号。结果。在假定的言语开始时间左右识别出明显的较低β波段峰值。与峰值出现之前相比,在与连续神经信号同时记录的单个单元放电之间的相关性在较低β波段峰值出现后增加。在未瘫痪的对照个体中的研究表明,较低β波段峰值与言语发音器官(舌头、下巴和嘴唇)的运动有关,而与更高层次的言语过程无关。意义和潜在影响。结果表明,无声和有声言语的开始与较低β波段活动的急剧峰值相关——这是语音假体开发中的重要一步。这增加了在在线应用中使用这些峰值来辅助正在开发的从静音人类的神经信号记录中解码语音的解码范式的可能性。