基于语料语义的脑电反应一致性研究
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清华大学 电子工程系

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A Study of EEG Response Coherence Based on Corpus Semantics
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Department of Electronie Engineering, Tsinghua University

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    摘要:

    本研究通过测量语音相关的脑电信号变化来研究人脑对于标准语料的反应趋势。有16名被测者分别聆听了120条标准语音,每条8秒钟,语音之间有1-2秒的间隔且随机播放。提取被测者在聆听过程中的脑电信号,对1-40Hz频段的脑电信号进行预处理并将其与语音信号进行分析比对。结果显示被测者听到相同标准语音时,有相同的脑电反应趋势。此外,本文还通过相锁值方法对脑电信号和语音信号进行相位差分析,证明了脑电信号与语音质量之间的功能连接性,并且脑电信号能正确区分语音质量的正确率达到99.62%。

    Abstract:

    This study investigated the tendency of the human brain to respond to a standardized corpus of speech by measuring changes in speech-related EEG signals. Sixteen subjects listened to 120 standardized speech items for 8 seconds each, with 1-2 second intervals between the items and played randomly. The EEG signals were extracted during the listening process, the EEG signals in the frequency band of 1-40 Hz were preprocessed and analyzed, then compared them with speech signals. The results show that subjects have the same trend of EEG response when they hear the same standard speech. In addition, this paper also measured the phase difference between the EEG and speech signals by the phase-locked value method, which proved the functional connectivity between the EEG signals and speech quality. Furthermore, the EEG signals could distinguish the speech quality with a correct rate of 99.62%.

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宋奇蔚,葛宁,向涛.基于语料语义的脑电反应一致性研究[J].南京信息工程大学学报,,():

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  • 收稿日期:2024-07-05
  • 最后修改日期:2024-10-08
  • 录用日期:2024-10-08
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