EEG-based prediction of driver's cognitive performance by deep convolutional neural network

作者：

Highlights：

• Novel channel-wise deep convolutional neural networks for prediction of driver's cognitive states from EEG signals.

• Two different deep learning structures CCNN and CCNN-R are proposed.

• CCNN and CCNN-R achieved robust and improved performance over conventional DNN and CNN.

摘要

•Novel channel-wise deep convolutional neural networks for prediction of driver's cognitive states from EEG signals.•Two different deep learning structures CCNN and CCNN-R are proposed.•CCNN and CCNN-R achieved robust and improved performance over conventional DNN and CNN.

论文关键词：Deep neural network,Convolutional neural network,Cognitive states

论文评审过程：Received 30 October 2015, Revised 27 May 2016, Accepted 28 May 2016, Available online 30 May 2016, Version of Record 29 September 2016.

论文官网地址：https://doi.org/10.1016/j.image.2016.05.018