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Random Parameter Negative Binomial Models of Interstate Accident Frequencies on Interchange Segment by Interchange Type/Region

RPNB 모형을 이용한 고속도로 인터체인지 구간에서의 교통사고모형 - 인터체인지 형태별/지역별로

  • 이근희 (한국건설기술연구원 도로교통연구실) ;
  • 박민호 (한국건설기술연구원 도로교통연구실) ;
  • 노정현 (한양대학교 도시대학원)
  • Received : 2014.07.17
  • Accepted : 2014.08.23
  • Published : 2014.10.16

Abstract

PURPOSES : The objective was to develop the advanced method which could not explain each observation's specific characteristic in the present negative binomial method that results in under-estimation of the standard error(t-value inflation) and affects the confidence of whole derived results. METHODS : This study dealt with traffic accidents occurring within interchange segment on highway main line with RPNB(Random Parameter Negative Binomial) method that enables to take account of heterogeneity. RESULTS : As a result, AADT and lighting installation type on the road were revealed to have random parameter and in terms of other geometric variables, all were derived as fixed parameter(same effect on every segment). Also, marginal effects were adapted to analyze the relative effects on traffic accidents. CONCLUSIONS : This study proves that RPNB method which considers each observation's specific characteristics is better fitted to the accident data with geometrics. Thus, it is recommended that RPNB model or other methods which could consider the heterogeneity needs to be adapted in accident analysis.

Keywords

References

  1. Bauer K. M., D. W. Harwood(1997), "Statistical Models of accidents in Interchange Ramp and Speed-Change Lanes", FHWA-RD-97-106.
  2. Bhat, C.(2003), "Simulation estimation of mixed discrete choice models using randomized and scrambles Halton sequences", Transportation Research Part B, Vol.37, No.1, pp.837-855. https://doi.org/10.1016/S0191-2615(02)00090-5
  3. Greene, W., 2007. Limdep, Version 9.0. Econometric Software Inc., Plainview, NY.
  4. Jovanis, P. P. and Chang, H. L. (1986). "Modeling the Relationship of Accidents to Miles Traveled." Transportation Research Record: Journal of the Transportation Research Board, Vol. 1068, pp. 42-51, Transportation Research Board, Washington D.C.
  5. Kim, T.Y., Lee, Y.M., Byeon, S.C., Park, B.H., (2007), Proceeding of the 57th KOR-KST Conference, pp.404-411.
  6. Noh, C. G., Park, J. S., Son, B. S.(2008), "A Study of Accident Models for Highway Interchange Ramps", J. Korea Soc.. of Transportation Eng., Vol.26, No.4. pp.29-40.
  7. Milton, J., Shankar, V. and Mannering, F. (2008). "Highway accident severities and the mixed logit model: an exploratory empirical analysis." Accident Analysis and Prevention, Vol. 40, No. 1, pp. 260-266. https://doi.org/10.1016/j.aap.2007.06.006
  8. Park M. H.(2013), "Relationship between Interstate Highway Accidents and Heterogeneous Geometrics by Random Parameter Negative Binomial Model - A case of Interstate Highway in Washington State, USA", J. Korea Soc. of Civil Eng., Vol.33, No.6, pp.2437-2445. https://doi.org/10.12652/Ksce.2013.33.6.2437
  9. Park M. H., Noh, K. S, Kim, J.M.(2014)", Relationship Between Accidents and Non-homogeneous Geometrics: Main Line Sections on Interstate", J. Korean Soc. Transp. Vol.32, No.2, pp.170-178, 2014. https://doi.org/10.7470/jkst.2014.32.2.170
  10. Sarath, C. J. and Nicholas, J. G. (1990). "Estimating truck accident rate and involvements using linear and poisson regression models." Transportation Planning and Technology, Vol. 15, No. 1, pp. 41-58. https://doi.org/10.1080/03081069008717439
  11. Shankar, V., Mannering, F., and Barfield, W. (1995). Effect of Roadway Geometrics and Environmental Factors on Rural Freeway Accident Frequencies. Accident Analysis and Prevention. Vol.27, No.3, 371-389. https://doi.org/10.1016/0001-4575(94)00078-Z
  12. Shankar, V. N., Albin, R.B., Milton, J.C., Mannering, F.L.(1998). Evaluation of median crossover likelihoods with clustered accident counts: an empirical inquiry using the random effect negative binomial model. Transport. Res. Record. 1635, 44-48. https://doi.org/10.3141/1635-06
  13. Train, K., 1997. Mixed logit models for recreation demand. In: King, C., Herriges. J.(Eds), Valuing the Environment Using Recreation Demand Models. Elgar Press. New York.
  14. Washington, S.P., Karlaftis, M.G., Mannering. F.L., 2003. Statistical and Econometric Methods for Transportation Data Analysis. Chapman & Hall/CRC.
  15. Yoon, B. J., Oh, Y. T., Lee, S. H., Ji, D.H.(2006), "A Study on the Characteristics of Traffic Accidents on Trumpet IC Ramp", J. Korea Soc. of Transportation Eng., Vol.24, No.7, pp.41-51.

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