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. 2022 Mar 7;22(5):2069. doi: 10.3390/s22052069
Nomenclature
NHTSA National highway traffic safety administration
DDD Driver drowsiness detection
IoT Internet of things
KSS Karolinska sleepiness scale
ML Machine learning
TP True positive
TN True negative
FP False positive
FN False negative
NTHUDDD National Tsuing Hua university drowsy driver detection
PERCLOS Percentage of eyelid closure
EAR Eye aspect ratio
SVM Support vector machine
KNN K-nearest neighbor
SHRP2 Strategic highway research program results
RF Random forest
ANN Artificial neural networks
CNN Convolutional neural network
FD-NN Fully designed neural network
TL-VGG16 Transfer learning in VGG16—VG16 is a 16-layers deep CNN architecture, named after the Visual Geometry Group from Oxford
TL-VGG19 Transfer learning in VGG19—VG19 is a 19-layers deep CNN architecture
LSTM Long short-term memory
RNN Recursive neural network
ROI Region of interest
EM-CNN Eye and mouth CNN
EMD Empirical mode decomposition
IMF Intrinsic mode functions
EEG Electroencephalography
ECG Electrocardiography
PPG Photoplethysmography
HRV Heart rate variability
EOG Electrooculography
EMG Electromyography
ELM Extreme learning machine
SVDD Simulated virtual driving driver
AVMD Adaptive variational mode decomposition
RPs Recurrence plots
RRIs R–R intervals
Bin-RP Binary recurrence plot
Cont-RP Continuous recurrence plot
ReLU-RP Thresholded recurrence plot
ReLU Rectified linear unit
HF High frequency
LF Low frequency
LF/HF Low to high frequency
MeanNN Mean of RRI
SDNN Standard deviation of RRI
RMSSD Root means square of the difference of adjacent RRI
TP Total power which is the variance of RRI
NN50 Number of pairs of adjacent RRI spaced by 50 ms or more
RRV Respiratory rate variability.
H1 Sum of the logarithmic amplitudes of the bispectrum
H2 Sum of the logarithmic amplitudes of the diagonal elements in the bispectrum
H3 First-order spectral moment of the amplitudes of diagonal elements in the bispectrum
SWA Steering wheel angle
ANFIS Adaptive neuro-fuzzy inference systems
MOL Multilevel ordered logit
BPNN Back propagation neural network
NIRS Near-infrared spectroscopy
MEC Multi-access edge computing