Acknowledgement
This work was funded by grants from Hyundai Motor Group.
References
- Borkenstein RF, Crowther RF, Shumate R. The role of the drinking driver in traffic accidents (The Grand Rapids Study). Blutalkohol, 1974;11(Suppl):1-131.
- Ogden EJ, Moskowitz H. Effects of alcohol and other drugs on driver performance. Traffic injury prevention, 2004;5(3):185-198. https://doi.org/10.1080/15389580490465201
- Penning R, et al., Drugs of abuse, driving and traffic safety. Current drug abuse reviews, 2010;3(1):23-32. https://doi.org/10.2174/1874473711003010023
- Organization WH. Drinking and driving: a road safety manual for decision-makers and practitioners. Drinking and driving: a road safety manual for decision-makers and practitioners., 2007.
- Organization WH. Global status report on road safety 2013: supporting a decade of action: summary. 2013, World Health Organization.
- Organization WH. Global status report on road safety 2015. 2015: World Health Organization.
- Kroj GL, et al., Worldwide trends in alcohol and drug impaired driving. 2004.
- https://www.donga.com/news/Society/article/all/20200421/100753386/1. Accessed on 05 Feb 2022.
- https://www.joongang.co.kr/article/23780934. Accessed on 05 Feb 2022.
- Fillmore MT, Blackburn JS, Harrison EL. Acute disinhibiting effects of alcohol as a factor in risky driving behavior. Drug and alcohol dependence, 2008;95(1-2):97-106. https://doi.org/10.1016/j.drugalcdep.2007.12.018
- Barter F, Tanner A. Autonomic neuropathy in an alcoholic population. Postgraduate medical journal, 1987;63(746):1033-1036. https://doi.org/10.1136/pgmj.63.746.1033
- Molnar M, et al., The acute effect of low-dose alcohol on working memory during mental arithmetic: II. Changes of nonlinear and linear EEG-complexity in the theta band, heart rate and electrodermal activity. International Journal of Psychophysiology, 2009;73(2):138-142. https://doi.org/10.1016/j.ijpsycho.2009.02.007
- Wang W-F, Yang C-Y, Wu Y-F. SVM-based classification method to identify alcohol consumption using ECG and PPG monitoring. Personal and Ubiquitous Computing, 2018;22(2):275-287. https://doi.org/10.1007/s00779-017-1042-0
- Castro JJ, et al., Retinal-image quality and night-vision performance after alcohol consumption. Journal of ophthalmology, 2014;2004.
- Langhan ML. Acute alcohol intoxication in adolescents: frequency of respiratory depression. The Journal of emergency medicine, 2013;44(6):1063-1069. https://doi.org/10.1016/j.jemermed.2012.11.041
- Heinisch JS, Hubener I, David K. The Impact of Physical Activities on the Physiological Response to Emotions. in 2018 IEEE International Conference on Pervasive Computing and Communications Workshops (PerCom Workshops). 2018. IEEE.
- Pan J, Tompkins WJ. A real-time QRS detection algorithm. IEEE transactions on biomedical engineering, 1985;(3):230-236.
- Pan J, Tompkins W. Real time algorithm detection for QRS. IEEE Trans. Eng. Biomed Eng, 1985;32(3):230-236.
- Camm AJ, et al., Heart rate variability: standards of measurement, physiological interpretation and clinical use. Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. 1996.
- Blazquez A, et al., Wrist skin temperature, motor activity, and body position as determinants of the circadian pattern of blood pressure. Chronobiology international, 2012;29(6):747-756. https://doi.org/10.3109/07420528.2012.679328
- Chu H, et al., Effects of transcutaneous electrical nerve stimulation on motion sickness induced by rotary chair: a crossover study. The Journal of Alternative and Complementary Medicine, 2012;18(5):494-500. https://doi.org/10.1089/acm.2011.0366
- Nishimura FT, et al., Effects of aldehyde dehydrogenase-2 genotype on cardiovascular and endocrine responses to alcohol in young Japanese subjects. Autonomic Neuroscience, 2002;102(1-2):60-70. https://doi.org/10.1016/S1566-0702(02)00206-0
- Haffner H, et al., Concentration dependency of the BAC/BrAC (blood alcohol concentration/breath alcohol concentration) conversion factor during the linear elimination phase. International journal of legal medicine, 2003;117(5):276-281. https://doi.org/10.1007/s00414-003-0384-5
- Cheng-Ping Z, Chuan L, Hai-wei G. Research on Hydrology Time Series Prediction Based on Grey Theory and [epsilon]-Support Vector Regression. in 2011 International Conference on Computer Distributed Control and Intelligent Environmental Monitoring. 2011. IEEE.
- Fine TL, Feedforward neural network methodology. 2006: Springer Science & Business Media.
- Saha P, Debnath P, Thomas P, Prediction of fresh and hardened properties of self-compacting concrete using support vector regression approach. Neural Computing and Applications, 2019;1-16.
- Yan C, et al., A novel model modification method for support vector regression based on radial basis functions. Structural and Multidisciplinary Optimization, 2019;60(3):983-997. https://doi.org/10.1007/s00158-019-02251-5
- Van De Borne P, et al., Effects of alcohol on sympathetic activity, hemodynamics, and chemoreflex sensitivity. Hypertension, 1997;29(6):1278-1283. https://doi.org/10.1161/01.hyp.29.6.1278
- Nakamura Y, Yamamoto Y, Muraoka I. Autonomic control of heart rate during physical exercise and fractal dimension of heart rate variability. Journal of Applied Physiology, 1993;74(2):875-881. https://doi.org/10.1152/jappl.1993.74.2.875
- Mackersie CL, Calderon-Moultrie N. Autonomic nervous system reactivity during speech repetition tasks: Heart rate variability and skin conductance. Ear and Hearing, 2016;37:118S125S.
- Benedek M, Kaernbach C. A continuous measure of phasic electrodermal activity. Journal of neuroscience methods, 2010;190(1):80-91. https://doi.org/10.1016/j.jneumeth.2010.04.028
- Ellaway P, et al., Sweat production and the sympathetic skin response: Improving the clinical assessment of autonomic function. Autonomic Neuroscience, 2010;155(1-2):109-114. https://doi.org/10.1016/j.autneu.2010.01.008
- Healey JA, Picard RW. Detecting stress during real-world driving tasks using physiological sensors. IEEE Transactions on intelligent transportation systems, 2005;6(2):156-166. https://doi.org/10.1109/TITS.2005.848368
- Illigens BM, Gibbons CH. Sweat testing to evaluate autonomic function. Clinical Autonomic Research, 2009;19(2):79. https://doi.org/10.1007/s10286-008-0506-8
- Setz C, et al., Discriminating stress from cognitive load using a wearable EDA device. IEEE Transactions on information technology in biomedicine, 2009;14(2):410-417. https://doi.org/10.1109/TITB.2009.2036164
- Lin HP, et al., Effects of stress, depression, and their interaction on heart rate, skin conductance, finger temperature, and respiratory rate: sympathetic-parasympathetic hypothesis of stress and depression. Journal of clinical psychology, 2011;67(10):1080-1091. https://doi.org/10.1002/jclp.20833
- Harris W, Wagnon R. The effects of chiropractic adjustments on distal skin temperature. Journal of manipulative and physiological therapeutics, 1987;10(2):57-60.
- Nhtsa U. The visual detection of DWI motorists. US Department of Transportation, 2011.
- Ronen A, et al., Effects of THC on driving performance, physiological state and subjective feelings relative to alcohol. Accident Analysis & Prevention, 2008;40(3):926-934. https://doi.org/10.1016/j.aap.2007.10.011