Two-dimensional phase lag index image representation of electroencephalography for automated recognition of driver fatigue using convolutional neural network

作者:

Highlights:

• Phase lag index method avoids the volume conduction problem.

• Deep learning combines the two steps of feature extraction and classification.

• The link of convolutional neural network and functional brain network is effective.

摘要

•Phase lag index method avoids the volume conduction problem.•Deep learning combines the two steps of feature extraction and classification.•The link of convolutional neural network and functional brain network is effective.

论文关键词:Electroencephalography,Driver fatigue,Functional brain network,Convolution neural network,Phase lag index

论文评审过程:Received 2 January 2021, Revised 17 September 2021, Accepted 27 November 2021, Available online 4 December 2021, Version of Record 8 December 2021.

论文官网地址:https://doi.org/10.1016/j.eswa.2021.116339