基于快速傅立叶变换的脑电特征提取研究脑区认知与推理活动

H. Amin, Y. Hafeez, M. F. Reza, Syed Hasan Adil, Rumaisa Abu Hasan, Syed Saad Azhar Ali
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引用次数: 0

摘要

在这项研究中,采用脑电图(EEG)测量了模式匹配任务(PMT)期间的大脑皮层活动。在模式匹配任务期间和休息条件下(睁眼和闭眼)记录128个头皮位置的脑电图数据。脑电频谱分析显示基线与PMT任务之间存在显著差异(p<0.025)。在PMT期间,额叶区域的慢波(δ: 0.5 ~ 3hz和θ: 4 ~ 7hz)脑电活动较高,而顶叶和枕叶区域的快波(β: 14 ~ 20hz和γ: 21 ~ 30hz)脑电活动较额叶区域减少。脑电图中波(α: 8 ~ 13 Hz)在额叶区、中央区和颞叶区变化高,而在顶叶区、顶枕区和枕叶区变化低。结果显示,与基线休息条件相比,在解决模式匹配任务时,大脑不同区域的皮层激活程度较高。该研究对物体识别、视觉比较和消费者选择等思维和决策情境具有启示意义。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
EEG Feature Extraction with Fast Fourier Transform for Investigating different Brain regions in Cognitive and Reasoning Activity
In this study, cortical brain activity during a pattern matching task (PMT) was measured by employing electroencephalography (EEG). The EEG data were recorded from 128 scalp locations during a pattern-matching task and in rest conditions (eyes open and eyes closed). Spectral Analysis of EEG frequency bands reflected a significant (p<0.025) difference between baseline and PMT task. The EEG activity in slow waves (delta: 0.5 to 3 Hz and theta: 4 to 7 Hz) was high during PMT in frontal regions, while EEG activity in fast waves (Beta: 14 to 20 Hz and Gamma: 21 to 30 Hz) was reduced in parietal and occipital regions as compared to the frontal region. The changes in EEG medium waves (alpha: 8 to 13 Hz) was high in frontal, central, and temporal regions, while depressed in parietal, parieto-occipital and occipital regions. The results show high cortical activations in different brain regions during solving pattern-matching task as compared to baseline resting conditions. The study has implications for thinking and decision-making situation, such as object recognition, visual comparison, and consumer choice.
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