Viability of cardiac parameters measured unobtrusively using capacitive coupled electrocardiography (cECG) to estimate driver performance

R Bhardwaj, V Balasubramanian - IEEE Sensors Journal, 2019 - ieeexplore.ieee.org
A non-contact capacitive coupled electrocardiography (cECG) system to estimate driver's
fatigue is presented in this paper. Twenty male volunteers participated in this paper on a …

Study to determine the effectiveness of deep learning classifiers for ECG based driver fatigue classification

R Bhardwaj, P Natrajan… - 2018 IEEE 13th …, 2018 - ieeexplore.ieee.org
Driving fatigue is one of the significant factor cause road accidents which often result in huge
socio-economic loss to the country. The real-time, accurate driver fatigue and drowsiness …

Performance comparison of machine learning and deep learning while classifying driver's cognitive state

R Bhardwaj, S Parameswaran… - 2018 IEEE 13th …, 2018 - ieeexplore.ieee.org
Driver fatigue is a major cause of the road accidents that occur throughout the globe. It has
been observed that among total number of accidents, 20% are contributed from driver …

Real-time driver fatigue detection from ECG using deep learning algorithm

VA Cherian, R Bhardwaj… - Ergonomics for Improved …, 2021 - Springer
Driving fatigue is a leading cause of road crashes that often result in injury and death. The
real-time detection of fatigue and drowsiness on a vehicle can bring down the accident rate …

Towards multimodal driver state monitoring systems for highly automated driving

JR Perello-March - 2022 - wrap.warwick.ac.uk
Real-time monitoring of drivers' functional states will soon become a required safety feature
for commercially available vehicles with automated driving capability. Automated driving …

Comparison of Fatigue Trend Among Different Aged Driver on Simulator and On-Road Driving

R Bhardwaj, SK Sivasankaran… - Ergonomics for Improved …, 2021 - Springer
Driver's performance on the road is vital from road safety point of view. This paper reports
the estimation of driver fatigue in different age group bus drivers and drivers with and without …

Cognitive Assessment of Driver Fatigue Based on Machine Learning Using EEG Signals

R Bhardwaj, C Piyus, V Balasubramanian - Ergonomics for Improved …, 2021 - Springer
Driver fatigue has turned into a vital factor to car accidents around the world. It is proposed
that driver fatigue and drowsiness represented over 30% of road accidents. As a result …