Mental fatigue assessment by an arbitrary channel EEG based on morphological features and LSTM-CNN

The superiority verification of morphological features in the EEG-based assessment of depression

(2022) Xiaolong Wu et al.   JOURNAL OF NEUROSCIENCE METHODS

CoSleepNet: Automated sleep staging using a hybrid CNN-LSTM network on imbalanced EEG-EOG datasets

(2022) Enes Efe et al.   Biomedical Signal Processing and Control

Decreased resting-state alpha-band activation and functional connectivity after sleep deprivation

(2021) Jintao Wu et al.   Scientific Reports

Research on Channel Selection and Multi-Feature Fusion of EEG Signals for Mental Fatigue Detection

(2021) Quan Liu et al.   Entropy

A compact and interpretable convolutional neural network for cross-subject driver drowsiness detection from single-channel EEG

(2021) Jian Cui et al.   METHODS

Adaptive Filtering for Improved EEG-Based Mental Workload Assessment of Ambulant Users

(2021) Olivier Rosanne et al.   Frontiers in Neuroscience

Fatigue driving recognition based on deep learning and graph neural network

(2021) Zhiqiang Lin et al.   Biomedical Signal Processing and Control

Driver fatigue detection based on prefrontal EEG using multi-entropy measures and hybrid model

(2021) Jianliang Min et al.   Biomedical Signal Processing and Control

Detecting Dynamic Behavior of Brain Fatigue Through 3-D-CNN-LSTM

(2021) Edmond Q. Wu et al.   IEEE Transactions on Systems Man Cybernetics-Systems

Rapid adaptation of brain–computer interfaces to new neuronal ensembles or participants via generative modelling

(2021) Shixian Wen et al.   Nature Biomedical Engineering

The electroencephalographic features of the sleep onset process and their experimental manipulation with sleep deprivation and transcranial electrical stimulation protocols

(2020) Maurizio Gorgoni et al.   NEUROSCIENCE AND BIOBEHAVIORAL REVIEWS

Inter-subject transfer learning for EEG-based mental fatigue recognition

(2020) Yisi Liu et al.   ADVANCED ENGINEERING INFORMATICS

Cascaded LSTM recurrent neural network for automated sleep stage classification using single-channel EEG signals

(2019) Nicola Michielli et al.   COMPUTERS IN BIOLOGY AND MEDICINE

A Review of Recurrent Neural Networks: LSTM Cells and Network Architectures

(2019) Yong Yu et al.   NEURAL COMPUTATION

Multiplexing of Theta and Alpha Rhythms in the Amygdala-Hippocampal Circuit Supports Pattern Separation of Emotional Information

(2019) Jie Zheng et al.   NEURON

Exploring the fatigue affecting electroencephalography based functional brain networks during real driving in young males

(2019) Jichi Chen et al.   NEUROPSYCHOLOGIA

EEG-Based Spatio–Temporal Convolutional Neural Network for Driver Fatigue Evaluation

(2019) Zhongke Gao et al.   IEEE Transactions on Neural Networks and Learning Systems

Pre-service fatigue screening for construction workers through wearable EEG-based signal spectral analysis

(2019) Heng Li et al.   AUTOMATION IN CONSTRUCTION

Distinguishing mental attention states of humans via an EEG-based passive BCI using machine learning methods

(2019) Çiğdem İnan Acı et al.   EXPERT SYSTEMS WITH APPLICATIONS

Using EEG for Mental Fatigue Assessment: A Comprehensive Look Into the Current State of the Art

(2019) Thiago Gabriel Monteiro et al.   IEEE Transactions on Human-Machine Systems

Automated detection of driver fatigue based on EEG signals using gradient boosting decision tree model

(2018) Jianfeng Hu et al.   Cognitive Neurodynamics

Single-channel-based automatic drowsiness detection architecture with a reduced number of EEG features

(2018) Ibtissem Belakhdar et al.   MICROPROCESSORS AND MICROSYSTEMS

Study on Feature Selection Methods for Depression Detection Using Three-Electrode EEG Data

(2018) Hanshu Cai et al.   Interdisciplinary Sciences-Computational Life Sciences

Assessment of driver drowsiness using electroencephalogram signals based on multiple functional brain networks

(2018) Jichi Chen et al.   INTERNATIONAL JOURNAL OF PSYCHOPHYSIOLOGY

Multiplex limited penetrable horizontal visibility graph from EEG signals for driver fatigue detection

(2018) Qing Cai et al.   International Journal of Neural Systems

Portable Drowsiness Detection through Use of a Prefrontal Single-Channel Electroencephalogram

(2018) Mikito Ogino et al.   SENSORS

How Physical Activities Affect Mental Fatigue Based on EEG Energy, Connectivity, and Complexity

(2018) Rui Xu et al.   Frontiers in Neurology

Algorithm for automatic EEG classification according to the epilepsy type: Benign focal childhood epilepsy and structural focal epilepsy

(2018) Andrius Vytautas Misiukas Misiūnas et al.   Biomedical Signal Processing and Control

Making group inferences using sparse representation of resting-state functional mRI data with application to sleep deprivation

(2017) Hui Shen et al.   HUMAN BRAIN MAPPING

A New Method for Human Mental Fatigue Detection with Several EEG Channels

(2017) Gang Li et al.   Journal of Medical and Biological Engineering

Assessment of driving fatigue based on intra/inter-region phase synchronization

(2017) Wanzeng Kong et al.   NEUROCOMPUTING

Resting state and personality component (BIS/BAS) predict the brain activity (EEG and fNIRS measure) in response to emotional cues

(2017) Michela Balconi et al.   Brain and Behavior

A Fast EEG Forecasting Algorithm for Phase-Locked Transcranial Electrical Stimulation of the Human Brain

(2017) Farrokh Mansouri et al.   Frontiers in Neuroscience

Neural correlates of increased risk-taking propensity in sleep-deprived people along with a changing risk level

(2016) Yu Lei et al.   Brain Imaging and Behavior

EEG index for control operators’ mental fatigue monitoring using interactions between brain regions

(2016) Sylvie Charbonnier et al.   EXPERT SYSTEMS WITH APPLICATIONS

The Theta-Gamma Neural Code

(2013) John E. Lisman et al.   NEURON

Effect of mental fatigue on the central nervous system: an electroencephalography study

(2012) Masaaki Tanaka et al.   Behavioral and Brain Functions

Regional brain wave activity changes associated with fatigue

(2012) Ashley Craig et al.   PSYCHOPHYSIOLOGY

Shifts in gamma phase–amplitude coupling frequency from theta to alpha over posterior cortex during visual tasks

(2011) Bradley Voytek   Frontiers in Human Neuroscience

Evaluation of driver fatigue on two channels of EEG data

(2011) Wei Li et al.   NEUROSCIENCE LETTERS

EEG-based mental fatigue measurement using multi-class support vector machines with confidence estimate

(2008) Kai-Quan Shen et al.   CLINICAL NEUROPHYSIOLOGY

Using EEG spectral components to assess algorithms for detecting fatigue

(2008) Budi Thomas Jap et al.   EXPERT SYSTEMS WITH APPLICATIONS

Assessing transient cross-frequency coupling in EEG data

(2007) Michael X Cohen   JOURNAL OF NEUROSCIENCE METHODS