DOI QR코드

DOI QR Code

Development of the Expected Safety Performance Models for Rural Highway Segments

지방부 국도의 사고예측모형 개발에 관한 연구

  • Oh, Ju-Taek (Dept, of Urban Engineering, Korea National University of Transportation) ;
  • Kim, Do-Hoon (Dept, of Highway, The Korea Transportation Institute) ;
  • Lee, Dong-Min (Dept, of Highway, The Korea Transportation Institute)
  • Received : 2012.02.08
  • Accepted : 2012.03.20
  • Published : 2012.04.15

Abstract

The past researches on roadway segment safety estimation focused on intersections, which are the primary traffic accident regions. The past researches on roadway segments, However, analyzed the effects of certain factors on the traffic accident occurrence rate by organizing the individual geometric structures of the roads, and there is still a dearth of researches on the development of a traffic accident estimation model for rural roadway segments. Therefore, this research focused on rural two-lane and multilane roadway segments and developed traffic accident estimation models through the application of statistical techniques. This is required to explain such high frequency of zero counts in the traffic accident data. In this research, it was found that the Hurdle model is more suitable than the Poisson or negative binomial-regression model for explaining the excess zeros case. In addition, main variables were chosen to estimate their effects on traffic accident occurrence at rural roadway segments, and the safety at such rural roadway segments was estimated. In this research, it was assumed that there are different factors that affect the safety at two-way lane and multilane roadway segments, and a traffic accident estimation model was developed by dividing the two-way lane and multilane roadway segments.

그동안 다양한 도로설계 안전성 평가 연구는 교통사고다발지역인 교차로에 집중되어 왔다. 또한 도로구간에서는 특정한 기하구조 요인이 교통사고율에 어떠한 영향을 미치는지에 대한 연구는 일부 수행되었으나, 도로구간에서의 안전성 평가를 위한 다양한 원인분석을 위한 연구는 여전히 미진한 실정이다. 따라서, 본 연구는 지방부 도로구간에서의 안전성 평가를 위해 도로구간을 지방부 2차로 도로와 다차로 도로구간으로 구분하여 통계적 기법을 적용하였다. 일반적으로 도로구간에서의 교통사고는 "0"의 빈도가 높게 나타나므로 통계적 분석 시에 이를 고려해야만 한다. 따라서 본 연구에서는 사고의 비선형적 요소를 설명하는 허들모형이 전통적인 포아송 및 음이항모형보다 도로구간에서의 발생하는 교통사고의 성격을 설명하는데 더욱 적절한 것으로 판단하여 분석을 시작하였다. 본 연구에서는 지방부 도로구간에서의 사고빈도 예측모형 개발 및 도로구간 안전성 평가를 위해서 지방부 2차로 도로구간과 다차로 도로구간으로 구분하였으며, 모델분석결과 교통사고를 유발시키는 변수가 각각의 유형에 따라 서로 다른 것으로 분석되었다.

Keywords

References

  1. Bauer, K.M. and Harwood, D.W.(1996). Statistical Models of At-grade Intersection Accidents, Final Technical Report, FHWA-RD-96-125, November
  2. Bonneson, J.A., and McCoy, P.T.(1997). Capacity and Operational Effects of Midblock Left-Turn Lanes, NCHRP Report 395, TRB
  3. Brickman, C. and Perchonok, K.(1979). Hazardous Effects of Highway Features and Roadside Objects Highlights, Public Road. Federal highway Administration
  4. David, N.A., and Norman, J. R.(1976). Motor Vehicle Accidents in Relation to Geometric and Traffic Features of Highway Intersections. Vol 2-Research Report, Report No. FHWA-RD-76-129, Federal Highway Administration
  5. Harwood, D.W., Council, F.M., Hauer, E., Hughes, W.E., and Vogt, A.(2000). Prediction of the Expected Safety Performance of Rural Two-Lane Highways. FHWA-RD-99-207, December.
  6. Hauer, E.(1988). The Safety of Older Persons at Intersections, Transportation in an Aging Society: Improving Mobility and Safety for Older Persons, Vol 2, Special Report 218, TRB, pp. 194-252
  7. Jackett, M. J.(1996). Accident savings from road lighting in NewZealand. Proceedings of roads '96 conference, Christchurch
  8. Austin, R. and Carson, J.(2002). "An alternative accident prediction model for highway-rail interfaces", Accident Analysis & Prevention, Vol 34, pp. 31-42. https://doi.org/10.1016/S0001-4575(00)00100-7
  9. Bonneson, J. A. and McCoy, P.T.(1993) "Estimation of safety at two-way stop-controlled intersections on rural highways", TRR 1401, pp 26-37
  10. Donnell, Eric T., John, M., and Mason, Jr.(2006). "Predicting the frequency of median barrier crashes on Pennsylvania interstate highways", accident Analysis & Prevention, Volume 38, Issue 3
  11. Hauer, E., Council, F.M. and Mohammedshah, Y.(2007). "Safety Models for Urban Four-Lane Undivided Road Segments", Transportation Research Record 1897, TRB, pp96-105
  12. Joshua, S.C.and Garber, N.J.(1990). "Estimating Truck Accident, Rate and Involvements Using Linear and Poisson Regression Models", Transportation Planning and Technology, Vol15, pp41-58 https://doi.org/10.1080/03081069008717439
  13. Jovanis, P. P. and Chang H. L.(1986). "Modelling the relationship of Accidents to Miles Travelled", Transportation Research Record 1068, pp. 42-51
  14. Lau, M. Y. and May, A. D.(1988). "Accident Prediction Model Development: Signalized Intersections", Institute of Transportation Studies, UCB-ITS-RR-88-7, University of California-Berkeley, December.
  15. Lyon, C., Oh, J., Persaud, B.N., Washington, S.P., and Bared, J.(2003). "Empirical Investigation of the IHSDM Accident Prediction Algorithm for Rural Intersections". Transportation Research Record 1840. pp. 78-86
  16. McCoy, P.T., and Malone, M.S.(1989). "Safety Effects of Left-Turn Lanes on Urban Four-Lane Roadways", Transportation Research Record 1239, pp 24-36
  17. Miaou, S. P. and Lum, H.(1993). "Modeling vehicle accidents and highway geometric design relationship", Accident Analysis and Prevention, 25(6), pp. 689-709 https://doi.org/10.1016/0001-4575(93)90034-T
  18. Milton, J. C. and Mannering, F. L.(1998). "Then relationship among highway geometrics, traffic-related elements and motor-vehicle accident frequencies" Transportation Research Record, 25, pp. 395-413
  19. Mullahy, J.(1986). "Specification and testing of some modified count data models". Journal of Econometrics 3, pp.341-365
  20. Poch, M. and Mannering, F.(1996). "Negative binomial analysis of intersection-accident frequencies", Journal of Transportation Engineering, 122(2), pp. 105-113 https://doi.org/10.1061/(ASCE)0733-947X(1996)122:2(105)
  21. Shankar, V., Milton, J. C. and Mannering, F. L.(1997). "Modeling accident frequencies as zero-altered probability process : An empirical inquiry", Accident Analysis and Prevention, 29(6), pp.829-837 https://doi.org/10.1016/S0001-4575(97)00052-3
  22. Sheffer, C. and Janson, B.N.(1999). "Accident and capacity comparisons of leading and lagging left-turn signal phasings", Transportation Research Board, National Research Council, January
  23. Zegeer, C.V., Stewart, R., Council, F. and Neuman, T.R.(1994). "Accident relationships of roadway width on low-volume roads", Transportation Research Board. No.1445

Cited by

  1. A Comparative Study On Accident Prediction Model Using Nonlinear Regression And Artificial Neural Network, Structural Equation for Rural 4-Legged Intersection vol.32, pp.3, 2014, https://doi.org/10.7470/jkst.2014.32.3.266