학술논문

Individual Susceptibility to Vigilance Decrement in Prolonged Assisted Driving Revealed by Alert-State Wearable EEG Assessment
Document Type
Periodical
Source
IEEE Transactions on Cognitive and Developmental Systems IEEE Trans. Cogn. Dev. Syst. Cognitive and Developmental Systems, IEEE Transactions on. 15(3):1586-1594 Sep, 2023
Subject
Computing and Processing
Signal Processing and Analysis
Vehicles
Task analysis
Electroencephalography
Automobiles
Electrodes
Brakes
Wheels
Attention
assisted driving
behavioral analysis
cognitive assessment
electroencephalography (EEG)
vigilance decrement
workload
Language
ISSN
2379-8920
2379-8939
Abstract
As vehicular automation handles more aspects of the driving task, human drivers are taxed with increasing demands to monitor and handle rare automation failures. Staying vigilant imposes a high-cognitive workload and so is hypothesized to pose varying difficulties across the driving population, leading to differences in individual susceptibility to vigilance decrement. To investigate this, the present study proposes the use of an objective neurometric of mental workload to characterize drivers’ severity of vigilance decrement during assisted driving with adaptive cruise control. Drivers performed a car-following task for approximately 1.5 h and performed emergency braking whenever the leading car brakes suddenly. The neurometric, frontal theta / parietal alpha ratio—measured from an alert-state driving period using a wearable electroencephalography headset—was found to be associated with the magnitude of drivers’ behavioral changes (cumulative slowing and erraticity of their braking reaction times) over the course of the assisted driving tour. This is the first study to explore the use of an alert-state objective measure in profiling individuals’ general susceptibility to vigilance decrements in assisted driving, which is highly relevant in the context of identifying higher risk drivers and designing driver-vehicle interaction systems to enhance automation use safety.