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作者:

Yang, Liu (Yang, Liu.) | He, Zhengbing (He, Zhengbing.) | Guan, Wei (Guan, Wei.) | Jiang, Shixiong (Jiang, Shixiong.)

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EI Scopus SCIE

摘要:

Driving behavior studies based on electroencephalography (EEG) have mostly investigated the relationship between various risky driving behaviors and brain activity, while only a few studies have discussed the relationship between ordinary driving behavior (drivers' behavior in normal situations) and brain activity. To bridge the gap, we conducted a driving simulator experiment to collect data on ordinary driving behavior, including acceleration, space headway, speed, time headway, lane deviation, and amplitude of steering wheel movements. At the same time, the amplitude, log-transformed power (LTP), and power spectral density of EEG were extracted as EEG features. The quantitative relationships between ordinary driving behavior features and EEG features were investigated, where power spectrum analysis was performed to process EEG signals and Pearson correlation analysis was utilized for statistical analysis. The results indicated that ordinary driving behavior relates to all four brain regions, especially the temporal, occipital, and frontal regions. beta-LTP was found to be most relevant to ordinary driving behavior. Furthermore, acceleration, speed, and space headway may have potential correlation with EEG features (e.g., beta-LTP). These findings improve our understanding of the correlation between brain activity and driving behavior, and show potential for application in transportation safety, such as advanced driver assistance systems design.

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作者机构:

  • [ 1 ] [Yang, Liu]Beijing Jiaotong Univ, MOE Key Lab Urban Transportat Complex Syst Theory, Beijing, Peoples R China
  • [ 2 ] [Guan, Wei]Beijing Jiaotong Univ, MOE Key Lab Urban Transportat Complex Syst Theory, Beijing, Peoples R China
  • [ 3 ] [Jiang, Shixiong]Beijing Jiaotong Univ, MOE Key Lab Urban Transportat Complex Syst Theory, Beijing, Peoples R China
  • [ 4 ] [He, Zhengbing]Beijing Univ Technol, Coll Metropolitan Transportat, Beijing, Peoples R China

通讯作者信息:

  • [Guan, Wei]Beijing Jiaotong Univ, MOE Key Lab Urban Transportat Complex Syst Theory, Beijing, Peoples R China

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来源 :

TRANSPORTATION RESEARCH RECORD

ISSN: 0361-1981

年份: 2018

期: 37

卷: 2672

页码: 172-180

1 . 7 0 0

JCR@2022

ESI学科: ENGINEERING;

ESI高被引阀值:76

JCR分区:4

被引次数:

WoS核心集被引频次: 5

SCOPUS被引频次: 13

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