ABSTRACT
Research has shown the negative effects of emotions on driving performance and safety, whereas a small number of neuroimaging studies has been conducted to investigate a driver's brain activities while driving with emotions. This study aims to explore angry drivers' oxygen concentration level using functional Near Infrared Spectroscopy (fNIRS). To this end, ten participants drove with induced anger in a scenario where they encountered different hazards. Both cluster analysis and factor analysis showed that we can distinguish their anger state from the neutral state based on fNIRS data. Results are discussed with the application of real-time emotion mitigation system for drivers.
- Hughes, G. M., Rudin-Brown, C. M., & Young, K. L. 2012. "A simulator study of the effects of singing on driving performance," Accident Analysis & Prevention, vol. 50, 787--792.Google ScholarCross Ref
- Jeon, M., Yim, J.-B., & Walker, B. N. 2011. "An angry driver is not the same as a fearful driver: effects of specific negative emotions on risk perception, driving performance, and workload," Proceedings of the 3rd AutomotiveUI Conference, pp. 137--142. Google ScholarDigital Library
- Yoshino, K., Oka, N., Yamamoto, K., Takahashi, H., & Kato, T. 2013. Functional brain imaging using near-infrared spectroscopy during actual driving on an expressway. Frontiers in Human Neuroscience, 7.Google Scholar
- Glotzbach, E., Mühlberger, A., Gschwendtner, K., Fallgatter, A. J., Pauli, P., & Herrmann, M. J. 2011. Prefrontal brain activation during emotional processing: a functional near infrared spectroscopy study (fNIRS). The Open Neuroimaging Journal, 5, 33.Google ScholarCross Ref
- Girouard, A., Solovey, E. T., Hirshfield, L. M., Peck, E. M., Chauncey, K., Sassaroli, A., ... & Jacob, R. J. 2010. from brain signals to adaptive interfaces: using fNIRS in HCI. In Brain-Computer Interfaces (pp. 221--237). Springer London.Google Scholar
- Dibben, N., & Williamson, V. J. 2007. "An exploratory survey of in-vehicle music listening," Psychology of Music, vol. 35, pp. 571--589.Google ScholarCross Ref
- Lajunen, T., Parker, D. & Summala, H. 2004. "The Manchester driver behaviour questionnaire: A cross-cultural study," Accident Analysis & Prevention, vol. 36, pp. 231--238.Google ScholarCross Ref
- Jones, C. and Jonsson, I.-M. 2008. Using paralinguistic cues in speech to recognise emotions in older car drivers. The Affect and Emotion in Human Computer Interaction, LNCS 4868, 229--240. Google ScholarDigital Library
- Jeon, M., and Walker, B. N. 2011. Emotion detection and regulation interface for drivers with traumatic brain injury. Proceedings of the ACM SIGCHI Conference.Google Scholar
- Jansen, S., Westphal, A., Jeon, M., & Riener, A. 2013. Detection of drivers' incidental and integral affect using physiological measures. Adjunct Proceedings of the 5th AutomotiveUI Conference, pp. 97--98, Eindhoven, the Netherlands, October 27--30.Google Scholar
- Rutkowski, T. M., Zhao, Q., Cichocki, A., Tanaka, T., & Mandic, D. P. 2011. Towards Affective BCI/BMI Paradigms--Analysis of fEEG and fNIRS Brain Responses to Emotional Speech and Facial Videos. In Advances in Cognitive Neurodynamics (II) (pp. 671--675). Springer Netherlands.Google Scholar
Index Terms
- Estimation of drivers' emotional states based on neuroergonmic equipment: an exploratory study using fNIRS
Recommendations
“I See You”: Comparing the Effects of Affective Empathy and Cognitive Empathy on Drivers' Affective States and Driving Behavior in Frustrating Driving Contexts.
AutomotiveUI '23 Adjunct: Adjunct Proceedings of the 15th International Conference on Automotive User Interfaces and Interactive Vehicular ApplicationsDespite extensive analysis into the relationship between emotion and driving, the effects of empathy on driving remain less explored. This paper focuses on the role of empathy, particularly cognitive and affective empathy, as a potential mitigator of ...
Emojis influence emotional communication, social attributions, and information processing
AbstractMany emojis symbolize nonverbal cues that are used during face-to-face communication. Despite their popularity, few studies have examined how emojis influence digital interactions. The present study addresses this gap by measuring the ...
Highlights- Emojis convey information about the sender's affect.
- Senders that use positive ...
Emotional States vs. Emotional Words in Social Media
WebSci '15: Proceedings of the ACM Web Science ConferenceA number of social media studies have equated people's emotional states with the frequency with which they use affectively positive and negative words in their posts. We explore how such word frequencies relate to a ground truth measure of both positive ...
Comments