高级检索+

脑电波时频特征与智商关系的分析

Analysis of Relationship Time-Frequency Characteristics of the Electroencephalogram and Iigence Quotient

  • 摘要: 本研究从时域和频域上分析了智力活动过程中脑电波与智商的关系。研究对象为18~25岁的43位在校学生。在智商测试过程中,使用Neuroscan脑电波检测系统记录被试的脑电波信号,并基于韦氏成人智力量表计算其智商得分。本研究在时域上计算了各信道脑电波能量的总和,并观察了智力活动中脑电波能量在各脑区的分布情况;利用快速傅里叶变换进行时频转换后,在频域上比较了脑电波信号在各频率上的强度分布,利用方差分析等方法判断智商与脑电波在α和β频段分布模式的关系。结果表明:被试在智力活动过程中脑电波能量主要分布在FC6、F6、FC5等18个电极位置,其智商得分与脑电波能量呈负相关趋势;智商得分与脑电波中α和β频段各频率强度存在线性关系,其线性拟合结果可用于预测智商。本研究探索了智商与脑电波时频特征之间的关系,为深入了解影响智商的因素进而改善智商提供了参考。

     

    Abstract: In this research, the relationship between electroencephalogram(EEG) of intellectual activity and Intelligence Quotient(IQ) on time domain and frequency domain were explored. 43 students who fell into 18~ 25 year-old range were selected as subjects. The IQ scores were calculated according to the Wechsler Adult Intelligence Scale(WAIS-R). Brain wave signals were recorded by using NeuroScan Brain Wave Detection System. Furthermore the sum of EEG energy in each channel was calculated in the time domain, and the EEG energy produced by intellectual activity distribution over the brain was observed. Then, using Fast Fourier Transform for time-frequency conversion, the intensity distribution of EEG signal at each frequency was compared in the frequency domain. Finally, the relationship between IQ and EEG in the distribution patterns of alpha and beta bands was judged through the analysis of variance and other methods. The results showed that EEG energy was mainly distributed in18 electrodes, which were FC6, F6, FC5, etc. There was a negative correlation between the EEG energy and the IQ score. In frequency domain, there was a linear relationship between IQ and EEG amplitudes on alpha and beta bands which provided a reference for predicting IQ by using EEG signals. This research explored the relationship between IQ and time-frequency characteristics of EEG, provided insights for further study in the field of understanding the relation between IQ and EEG signals.

     

/

返回文章
返回