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How Do Drivers Perceive Risks During Automated Driving Scenarios? An fNIRS Neuroimaging Study.
Jaume Perello-March1, Christopher G Burns2, Roger Woodman3
1National Transport Design Centre, Centre for Future Transport and Cities, Coventry University, Coventry, UK.
Brain haemodynamic responses measured by fNIRS can assess driver risk perception during automated driving. Increased blood oxygenation correlated with perceived risk and traffic complexity, especially in hazardous situations.
Area of Science:
- Neuroscience
- Human-Computer Interaction
- Transportation Safety
Background:
- Driver risk perception is crucial for manual driving but poorly understood in automated driving contexts.
- Functional near-infrared spectroscopy (fNIRS) offers a potential novel method for assessing driver states and risk perception.
Purpose of the Study:
- To investigate the use of brain haemodynamic responses via fNIRS to measure perceived risk from traffic complexity during automated driving.
- To establish fNIRS as a viable tool for assessing driver risk perception in automated driving scenarios.
Main Methods:
- An empirical driving simulator experiment involving 23 volunteers under automated driving conditions.
- Varied traffic complexity in suburban and urban scenarios, including an unexpected hazardous event.
- Measured perceived risk using fNIRS (prefrontal cortical haemoglobin oxygenation) and self-reports.
Main Results:
- Significant increases in prefrontal cortical haemoglobin oxygenation were observed.
- These increases correlated with self-reported perceived risk and traffic complexity.
- Both fNIRS signals and self-reports showed heightened responses during the hazardous scenario.
Conclusions:
- fNIRS is a valuable tool for measuring perceived risk variations during highly automated driving.
- Drivers perceive moderate risk with increasing traffic complexity, even with automated systems, reflected in physiological responses.
- Future research can leverage fNIRS to understand risk assessment and its impact on driving behavior for safer automated driving adoption.
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