한국ITS학회 논문지 (The Journal of The Korea Institute of Intelligent Transport Systems)

  • 제23권1호
  • /
  • Pages.26-41
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  • 2024
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  • 1738-0774(pISSN)
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  • 2384-1729(eISSN)
한국ITS학회 (The Korea Institute of Intelligent Transport Systems)
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자기보고 기반 운전성향을 통한 주행행태 특성 추정 연구

Estimation of Driving Behavior Characteristics through Self-Reported-Based Driving Propensity

  • 황순천 (서울시립대학교 스마트시티학과 ) ;
  • 이동민 (서울시립대학교 교통공학과 & 스마트시티학과)
  • Sooncheon Hwang (Dept. of Smart cities., Univ. of Seoul) ;
  • Dongmin Lee (Dept. of Transportation Eng & Smart cities., Univ. of Seoul)
  • 투고 : 2023.12.05
  • 심사 : 2023.12.18
  • 발행 : 2024.02.28
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초록

안전한 도로교통 환경 조성을 위하여 운전행동에 영향을 미치는 인적요인에 관한 연구가 필요하지만, 실제 주행행태에 영향을 미치는 개인별 인적요인 특성을 도출하기에는 많은 어려움이 있다. 이에, 개별 운전자의 자기 보고를 통하여 도출되는 위험운전성향을 분석하여 주행 행태 특성과 상관성이 있는지 확인하고, 교통상황에 따른 주행행태에 영향을 미치는 운전성향을 추정하는 방법을 제시하고자 하였다. 본 연구에서는 기존에 고안된 설문 기법을 활용하여 실험 참가자들의 위험운전성향을 여러 방법으로 도출하고, 가상환경 기반의 주행 시뮬레이터 실험을 통하여 도출된 주행행태 특성을 분석하여 위험운전성향과 주행행태 특성 간 유의미한 상관관계가 있는지 확인하였다. 실험 결과, 한국형 DBQ를 통하여 도출되는 난폭운전성향이 높은 사람들이 상대적으로 빠른 주행속도와 가속도 행태를 보이는 것을 확인할 수 있었다. 이를 통하여 상대적으로 위험운전행동을 보이는 운전자를 추정할 수 있는 평가 방법을 확인할 수 있었다.

To ensure safer road conditions, understanding the human factors influencing driving behavior is crucial. However, there are many difficulties in deriving the characteristics of individual human factors that affect actual driving behaviors. Therefore, this study analyzes self-reported dangerous-driving propensities in order to explore potential correlations with drivers' behaviors. The goal is to propose a method for assessing driving tendencies based on varying traffic scenarios. The study employed a questionnaire to gauge participants' propensity to drive dangerously, utilizing a simulator to analyze their driving behaviors. The aim is to determine any notable connections between dangerous-driving propensity and specific driving behaviors. Results indicate that individuals exhibiting a high propensity for reckless driving, as identified by the Korean DBQ, tend to drive at higher speeds and display more aggressive acceleration patterns. These findings contribute to a potential method for assessing reckless driving drivers.

키워드

과제정보

본 연구는 2021년도 정부(경찰청)의 재원으로 과학치안진흥센터의 지원을 받아 수행된 연구입니다(No.092021C26S02000, Lv.4 자율협력주행 대응 교통객체 인지고도화 및 악조건 해소기술 개발).

참고문헌

  1. Aberg, L. and Rimmo, P. A.(1998), "Dimensions of aberrant driver behaviour", Ergonomics, vol. 41, no. 1, pp.39-56. https://doi.org/10.1080/001401398187314
  2. Abou-Zeid, M., Kaysi, I. and Al-Naghi, H.(2011), "Measuring aggressive driving behavior using a driving simulator: An exploratory study", 3rd International Conference on Road Safety and Simulation, pp.1-19.
  3. Beanland, V., Sellbom, M. and Johnson, A. K.(2014), "Personality domains and traits that predict self-reported aberrant driving behaviours in a southeastern US university sample", Accident Analysis & Prevention, vol. 72, pp.184-192. https://doi.org/10.1016/j.aap.2014.06.023
  4. Berdoulat, E., Vavassori, D. and Sastre, M. T. M.(2013), "Driving anger, emotional and instrumental aggressiveness, and impulsiveness in the prediction of aggressive and transgressive driving", Accident Analysis and Prevention, vol. 50, pp.758-767. https://doi.org/10.1016/j.aap.2012.06.029
  5. Cayanus, J. L., Martin, M. M. and Weber, K. D.(2005), "The relationships between driver anger and aggressive communication traits", Communication Research Reports, vol. 22, no. 3, pp.189-197. https://doi.org/10.1080/00036810500206990
  6. Dahlen, E. R., Martin, R. C., Ragan, K. and Kuhlman, M. M.(2005), "Driving anger, sensation seeking, impulsiveness, and boredom proneness in the prediction of unsafe driving", Accident Analysis and Prevention, vol. 37, no. 2, pp.341-348. https://doi.org/10.1016/j.aap.2004.10.006
  7. De Vlieger, I., De Keukeleere, D. and Kretzschmar, J. G.(2000), "Environmental effects of driving behaviour and congestion related to passenger cars", Atmospheric Environment, vol. 34, no. 27, pp.4649-4655. https://doi.org/10.1016/S1352-2310(00)00217-X
  8. Deffenbacher, J. L., Lynch, R. S., Oetting, E. R. and Yingling, D. A.(2001), "Driving anger: Correlates and a test of state-trait theory", Personality and Individual Differences, vol. 31, pp.1321-1331. https://doi.org/10.1016/S0191-8869(00)00226-9
  9. Deffenbacher, J. L., Oetting, E. R. and Lynch, R. S.(1994), "Development of a driving anger scale", Psychological Reports, vol. 74, pp.83-91. https://doi.org/10.2466/pr0.1994.74.1.83
  10. Digital Tachograph Analysis System, https://etas.kotsa.or.kr, 2021.10.11.
  11. Doshi, A. and Trivedi, M. M.(2010), "Examining the impact of driving style on the predictability and responsiveness of the driver: Real-world and simulator analysis", 2010 IEEE Intelligent Vehicles Symposium, IEEE, pp.232-237.
  12. Elander, J., West, R. and French, D.(1993), "Behavioral correlates of individual differences in road-traffic crash risk: An examination of methods and findings", Psychological Bulletin, vol. 113, no. 2, p.279.
  13. Evans, L.(2004), Traffic safety, Michigan: Science Serving Society.
  14. Fitzpatrick, C. D., Samuel, S. and Knodler Jr, M. A.(2017), "The use of a driving simulator to determine how time pressures impact driver aggressiveness", Accident Analysis and Prevention, vol. 108, pp.131-138. https://doi.org/10.1016/j.aap.2017.08.017
  15. Iversen, H. and Rundmo, T.(2002), "Personality: Risky driving and accident involvement among Norwegian drivers", Personality and Individual Differences, vol. 33, no. 8, pp.1251-1263. https://doi.org/10.1016/S0191-8869(02)00010-7
  16. Javins, B. and Carter, L. C.(2020.9.8.), What Percentage of Auto Accidents are Caused by Human Error? https://www.baileyjavinscarter.com/what-percentage-of-auto-accidents-are-caused-by-human-error/, 2022.10.08.
  17. Lajunen, T. and Parker, D.(2001), "Are aggressive people aggressive drivers? A study of the relationship between self-reported general aggressiveness, driver anger and aggressive driving", Accident Analysis and Prevention, vol. 33, no. 2, pp.243-255. https://doi.org/10.1016/S0001-4575(00)00039-7
  18. Langari, R. and Won, J. S.(2005), "Intelligent energy management agent for a parallel hybrid vehicle-part I: System architecture and design of the driving situation identification process", IEEE Transactions on Vehicular Technology, vol. 54, no. 3, pp.925-934. https://doi.org/10.1109/TVT.2005.844685
  19. Lev, D., Hershkovitz, E. and Yechiam, E.(2008), "Decision making and personality in traffic offenders: A study of Israeli drivers", Accident Analysis & Prevention, vol. 40, no. 1, pp.223-230. https://doi.org/10.1016/j.aap.2007.05.009
  20. Mesken, J., Lajunen, T. and Summala, H.(2002), "Interpersonal violations, speeding violations and their relation to accident involvement in Finland", Ergonomics, vol. 45, no. 7, pp.469-483. https://doi.org/10.1080/00140130210129682
  21. Meuleners, L. and Fraser, M.(2015), "A validation study of driving errors using a driving simulator", Transportation Research Part F: Traffic Psychology and Behaviour, vol. 29, pp.14-21. https://doi.org/10.1016/j.trf.2014.11.009
  22. Mukai, N. and Hayashi, M.(2015), "Analysis of Driving Behaviors at Roundabout Intersections by Using Driving Simulator", In Intelligent Interactive Multimedia Systems and Services, Springer International Publishing, pp.347-355.
  23. Muller, T., Hajek, H., Radic-Weissenfeld, L. and Bengler, K.(2013), "Can you feel the difference? The just noticeable difference of longitudinal acceleration", Proceedings of the Human Factors and Ergonomics Society Annual Meeting, vol. 57, no. 1, pp.1219-1223.
  24. Murphey, Y. L., Milton, R. and Kiliaris, L.(2009), "Driver's style classification using jerk analysis", 2009 IEEE Workshop on Computational Intelligence in Vehicles and Vehicular Systems, IEEE, pp.23-28.
  25. Pan, B. H., Yu, Y. J., Wu, S. Q. and Yan, K. Q.(2018), "Research on advance distance of guide signs of expressway exits based on UC-win/Road simulation", Journal of Highway and Transportation Research and Development(English Edition), vol. 12, no. 3, pp.71-79. https://doi.org/10.1061/JHTRCQ.0000642
  26. Parr, M. N., Ross, L. A., McManus, B., Bishop, H. J., Wittig, S. M. and Stavrinos, D.(2016), "Differential impact of personality traits on distracted driving behaviors in teens and older adults", Accident Analysis and Prevention, vol. 92, pp.107-112. https://doi.org/10.1016/j.aap.2016.03.011
  27. Philippe, F. L., Vallerand, R. J., Richer, I., Vallieres, E. and Bergeron, J.(2009), "Passion for driving and aggressive driving behavior: A look at their relationship", Journal of Applied Social Psychology, vol. 39, no. 12, pp.3020-3043.
  28. Reiser, C., Zellbeck, H., Hartle, C. and Klaiss, T.(2008), "Kundenfahrverhalten im fokus der fahrzeugentwicklung", ATZ-Automobiltechnische Zeitschrift, vol. 110, no. 7, pp.684-692. https://doi.org/10.1007/BF03222003
  29. Ryu, J. B. and Oh, J. S.(2022), "Development of Korean Version of Driving Behavior Scale", Traffic Safety Research, vol. 41, no. 1, pp.47-64.
  30. Shin, Y. K., Hahn, D. W. and Ryu, J. B.(2009), "A prediction of overspeed driving on the road with driving anger scale", The Korean Journal of Health Psychology, vol. 14, no. 1, pp.159-173. https://doi.org/10.17315/KJHP.2009.14.1.010
  31. Song, H. S., Sin, Y. G. and Gang, S. C.(2005), "A study of Drivers' Behaviors using a Driving Simulator (with Special Reference of Driving Anger and Traffic Congestion)", Journal of Korean Society of Transportation, vol. 23, no. 2, pp.61-74.
  32. Starkey, N. J. and Isler, R. B.(2016), "The role of executive function, personality and attitudes to risks in explaining self-reported driving behaviour in adolescent and adult male drivers", Transportation Research Part F: Traffic Psychology and Behaviour, vol. 38, pp.127-136. https://doi.org/10.1016/j.trf.2016.01.013
  33. Stephens, A. N., Young, K. L., Logan, D. B. and Lenne, M. G.(2015), "The need for speed? The relationships between driver traits and speed choices during a naturalistic drive", Procedia Manufacturing, vol. 3, pp.3200-3207. https://doi.org/10.1016/j.promfg.2015.07.870
  34. Taubman-Ben-Ari, O., Eherenfreund-Hager, A. and Prato, C. G.(2016), "The value of self-report measures as indicators of driving behaviors among young drivers", Transportation Research Part F: Traffic Psychology and Behaviour, vol. 39, pp.33-42. https://doi.org/10.1016/j.trf.2016.03.005
  35. Taymur, I., Budak, E., Duyan, V., Kanat, B. B. and Onen, S.(2017), "Examination of personality traits and social problem-solving skills of individuals whose driving licenses have been confiscated due to drunk driving", Traffic Injury Prevention, vol. 18, no. 1, pp.3-8. https://doi.org/10.1080/15389588.2016.1177639
  36. Wang, J., Li, K. and Lu, X. Y.(2014), "Effect of human factors on driver behavior", In Advances in Intelligent Vehicles, Academic Press, pp.111-157.
  37. Wang, X., Chen, L., Shi, H., Han, J., Wang, G., Wang, Q., Zhong, F. and Li, H.(2022), "A real-time recognition system of driving propensity based on AutoNavi navigation data", Sensors, vol. 22, no. 13, p.4883.
  38. Zhang, J., Wang, X., Yu, C., Liu, Z. and Wang, H.(2016), "Development of a prediction method for driver's propensity", Procedia Engineering, vol. 137, pp.161-170. https://doi.org/10.1016/j.proeng.2016.01.246
  39. Zhao, N., Mehler, B., Reimer, B., D'Ambrosio, L. A., Mehler, A. and Coughlin, J. F.(2012), "An investigation of the relationship between the driving behavior questionnaire and objective measures of highway driving behavior", Transportation Research Part F: Traffic Psychology and Behaviour, vol. 15, no. 6, pp.676-685. https://doi.org/10.1016/j.trf.2012.08.001