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Investigating the Influence of Driving on Brain Connectivity Networks and Emotion Processing Mechanism Based on EEG Signals
Li, Guofa1; Zhang, Long2; Li, Chuzhao3; Li, Zhenning4; Gao, Feng1; Zheng, Ling1; Green, Paul5
2024-09
Source PublicationIEEE Sensors Journal
ISSN1530-437X
Abstract

Humans are frequently driving with different emotions, but how driving affects human's brain information processing mechanism in different emotional states is still unknown. In this study, we investigate the effects of driving on brain functional connectivity networks across different emotions based on electroencephalography (EEG) signals. We utilize phase lag index (PLI) to measure the degree of phase synchronization among electrode channels, and visualize the functional connectivity networks. We also employe graph theory to analyze the functional connectivity networks. Our findings indicate that the strength of functional connectivity among brain regions under different emotions significantly increased after involving in driving, with more efficient and rapid information transmission in the functional connectivity networks. This enhancement is particularly evident in the frontal and parietal lobes, with 507 enhanced connections related with the frontal lobe and 300 related with the parietal lobe, accounting for 41.94% and 24.81% of the total enhanced connections, respectively. These results offer valuable insights into the understanding of how human drives, holding potential for the development of interventions and technologies to improve emotional regulation and driving safety technologies.

KeywordElectroencephalography Functional Connectivity Graph Theory
DOI10.1109/JSEN.2024.3466124
URLView the original
Language英語English
PublisherInstitute of Electrical and Electronics Engineers Inc.
Scopus ID2-s2.0-85205497977
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Citation statistics
Document TypeJournal article
CollectionTHE STATE KEY LABORATORY OF INTERNET OF THINGS FOR SMART CITY (UNIVERSITY OF MACAU)
Corresponding AuthorLi, Chuzhao
Affiliation1.Chongqing University, College of Mechanical and Vehicle Engineering, Chongqing, 400044, China
2.Shenzhen University, Institute of Human Factors and Ergonomics, College of Mechatronics and Control Engineering, Shenzhen, 518060, China
3.Chongqing University, Chongqing University National Elite Institute of Engineering, 401135, China
4.University of Macau, State Key Laboratory of Internet of Things for Smart City, 999078, Macao
5.University of Michigan Transportation Research Institute (UMTRI), University of Michigan, Department of Industrial and Operations Engineering, Ann Arbor, 48109, United States
Recommended Citation
GB/T 7714
Li, Guofa,Zhang, Long,Li, Chuzhao,et al. Investigating the Influence of Driving on Brain Connectivity Networks and Emotion Processing Mechanism Based on EEG Signals[J]. IEEE Sensors Journal, 2024.
APA Li, Guofa., Zhang, Long., Li, Chuzhao., Li, Zhenning., Gao, Feng., Zheng, Ling., & Green, Paul (2024). Investigating the Influence of Driving on Brain Connectivity Networks and Emotion Processing Mechanism Based on EEG Signals. IEEE Sensors Journal.
MLA Li, Guofa,et al."Investigating the Influence of Driving on Brain Connectivity Networks and Emotion Processing Mechanism Based on EEG Signals".IEEE Sensors Journal (2024).
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