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2021 | OriginalPaper | Buchkapitel

Preliminary Experiment for Driver's Comfortable State Using EEG and HRV During Semi-autonomous Driving

verfasst von : Narumon Jadram, Muhammad Nur Adilin Mohd Anuardi, Tipporn Laohakangvalvit, Midori Sugaya

Erschienen in: Advances in Human Aspects of Transportation

Verlag: Springer International Publishing

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Abstract

In semi-autonomous driving, it requires drivers to take over driving under necessary situations. To take over driving safely, it is important to avoid accidents caused by the decrement of arousal level. Therefore, mechanism to increase and maintain arousal level is needed. To achieve satisfying safe driving, the increment of arousal level should be in comfortable state. Many studies presented evaluations of arousal level, but there is no evaluation of comfortable arousal. In this study, we objectively evaluated both arousal and comfort using brainwave and heart rate variability (HRV), proposed to analyze time-series data, and compared various biological indexes with subjective evaluation by correlation analysis. The result shows significant correlations between objective and subjective evaluation results for both comfort and arousal indexes. Time series analysis of pNN50 as HRV index and β/α as brainwave index, which were significantly correlated with SAM results, shows the possibility of evaluating comfort and arousal with those indexes.

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Literatur
1.
Zurück zum Zitat SAE: Taxonomy and Definitions for Terms Related to Driving Automation Systems for On-Road Motor Vehicle. J3016–201609 (2016) SAE: Taxonomy and Definitions for Terms Related to Driving Automation Systems for On-Road Motor Vehicle. J3016–201609 (2016)
2.
Zurück zum Zitat Hirose, T., Kitabayashi, D., Kubota, H.: Driving characteristics of drivers in a state of low alertness when an autonomous system changes from autonomous driving to manual driving. In: SAE Technical Paper. 2015-01-1407 (2015) Hirose, T., Kitabayashi, D., Kubota, H.: Driving characteristics of drivers in a state of low alertness when an autonomous system changes from autonomous driving to manual driving. In: SAE Technical Paper. 2015-01-1407 (2015)
3.
Zurück zum Zitat Cai, H., Lin, Y., Mourant, R.: Study on driver emotion in driver-vehicle-environment systems using multiple networked driving simulators. In: Driving Simulation Conference, pp. 1–9 (2007) Cai, H., Lin, Y., Mourant, R.: Study on driver emotion in driver-vehicle-environment systems using multiple networked driving simulators. In: Driving Simulation Conference, pp. 1–9 (2007)
4.
Zurück zum Zitat Hayashi, R., Kawakami, Y., Sugaya, M.: Biometric measurement method for estimating the state of involuntary driving. Ubiq. Comput. Syst. (UBI) 2019-UBI-62(4), 1–10 (2019) Hayashi, R., Kawakami, Y., Sugaya, M.: Biometric measurement method for estimating the state of involuntary driving. Ubiq. Comput. Syst. (UBI) 2019-UBI-62(4), 1–10 (2019)
6.
Zurück zum Zitat Suzuki, S., Sugawara, K., Matsui, T., Asao, T., Kotani, K.: Relationships between changes in arousal and component characteristics of respiration. Japanese J. Ergon. 49, 25–31 (2013) Suzuki, S., Sugawara, K., Matsui, T., Asao, T., Kotani, K.: Relationships between changes in arousal and component characteristics of respiration. Japanese J. Ergon. 49, 25–31 (2013)
7.
Zurück zum Zitat Hirai, A., Yoshida, K., Miyaji, I.: Comparative analysis of enforcement and memory during learning using simple electroencephalography. In: Multimedia, Distributed, Cooperative and Mobile (DICOMO2013) Symposium (2013) Hirai, A., Yoshida, K., Miyaji, I.: Comparative analysis of enforcement and memory during learning using simple electroencephalography. In: Multimedia, Distributed, Cooperative and Mobile (DICOMO2013) Symposium (2013)
9.
Zurück zum Zitat Lang, P.J., Bradley, M.M., Cuthbert, B.N.: International affective picture system (IAPS): affective ratings of pictures and instruction manual. Technical Report (1997) Lang, P.J., Bradley, M.M., Cuthbert, B.N.: International affective picture system (IAPS): affective ratings of pictures and instruction manual. Technical Report (1997)
Metadaten
Titel
Preliminary Experiment for Driver's Comfortable State Using EEG and HRV During Semi-autonomous Driving
verfasst von
Narumon Jadram
Muhammad Nur Adilin Mohd Anuardi
Tipporn Laohakangvalvit
Midori Sugaya
Copyright-Jahr
2021
DOI
https://doi.org/10.1007/978-3-030-80012-3_43

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