脑电信号复解调的幅相分析

S. Yoo, Hee Cheol Kang
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引用次数: 2

摘要

分析脑电信号在局部时刻的δ、θ和α波段的幅值和相位特征,对于表征大脑的信息处理具有重要意义。本文采用复杂解调方法分析脑电图信号,特别是听觉诱发电位反应信号,需要足够的时间分辨率和指定的频宽分辨率。复杂解调将原始脑电信号分解为3个指定的delta、theta和alpha波段,在采样时间瞬间具有复杂的脑电信号表示,可以提取幅值包络和相位信息。通过模拟测试数据和听觉注意任务中获取的真实脑电图信号,提取出delta、theta和alpha波段的相位偏移、相位和频率变化瞬间以及分解后的幅度包络。复杂解调技术可以有效地应用于脑信号分析中,特别是在需要相位和幅度信息的情况下。关键词:脑电图,复杂解调,幅度,相位。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Amplitude and Phase Analysis of EEG Signal by Complex Demodulation
Analysis of amplitude and phase characteristics for delta, theta, and alpha bands at localized time instant from EEG signals is important for the characterizing information processing in the brain. In this paper, complex demodulation method was used to analyze EEG (Electroencephalographic) signal, particularly for auditory evoked potential response signal, with sufficient time resolution and designated frequency bandwidth resolution required. The complex demodulation decomposes raw EEG signal into 3 designated delta, theta, and alpha bands with complex EEG signal representation at sampled time instant, which can enable the extraction of amplitude envelope and phase information. Throughout simulated test data, and real EEG signal acquired during auditory attention task, it can extract the phase offset, phase and frequency changing instant and decomposed amplitude envelope for delta, theta, and alpha bands. The complex demodulation technique can be efficiently used in brain signal analysis in case of phase, and amplitude information required. Keywords—EEG, Complex Demodulation, Amplitude, Phase.
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