Ultra-Wide Band Radar Empowered Driver Drowsiness Detection with Convolutional Spatial Feature Engineering and Artificial Intelligence

. 2024 Jun 9;24(12):3754. doi: 10.3390/s24123754

Algorithm 1 RF-MLP Algorithm for Drowsiness Prediction

Require:
CSFE Features, TrainedRF, TrainedMLP
Ensure:
Drowsy, Fresh
1:
$T_{R F} \leftarrow TrainedRF$
2:
$T_{M L P} \leftarrow TrainedMLP$
3:
for i in $D a t a s e t$ do
4:
$R F P r e d i c t i o n \leftarrow T_{R F} (i)$
5:
$M L P P r e d i c t i o n \leftarrow T_{M L P} (i)$
6:
$H V P r e d [i] \leftarrow arg max {R F P r e d i c t i o n, M L P P r e d i c t i o n}$
7:
end for
8:
Output: Drowsy | Fresh $\leftarrow H V P r e d$