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 |