Car-Following Model Calibration and Analysis of Intra-Driver Heterogeneity

Article Preview

Abstract:

This paper presents a methodology for car-following models calibration with vehicle trajectory data. A two-step optimization method is performed for searching the best-fit parameters of two popular car-following models, namely, the Helly model and the IDM model. The model calibration results verify the validity of the optimization method. Based on the results of calibrations, the intra-driver heterogeneity of driving behavior between the acceleration process and the deceleration process is studied. It is found that obvious intra-driver heterogeneities exist in driving behaviours between acceleration processes and deceleration processes of car-following. Besides, some criteria are proposed for the selection of sub-trajectories corresponding to both the acceleration and the deceleration processes of car-following. This work not only develops a general approach for car-following model calibration with vehicle trajectory data, but also provides insight into the intra-driver heterogeneity in car-following behaviours.

You might also be interested in these eBooks

Info:

Periodical:

Advanced Materials Research (Volumes 108-111)

Pages:

805-810

Citation:

Online since:

May 2010

Export:

Price:

Permissions CCC:

Permissions PLS:

Сopyright:

© 2010 Trans Tech Publications Ltd. All Rights Reserved

Share:

Citation:

[1] D.C. Gazis, R. Herman and R.W. Rothery: Nonlinear Follow-the-leader Models of traffic flow. Operation Research, Vol. 9, (1961), p.545.

DOI: 10.1287/opre.9.4.545

Google Scholar

[2] M. Bando and K. Hasebe: A Dynamical Model of Traffic Congestion and Numerical Simulation. Physical Review E, Vol. 51, (1995), p.1035.

DOI: 10.1103/physreve.51.1035

Google Scholar

[3] M. Brackstone and M. McDonald: Car-following: A Historical Review. Transportation Research F, Vol. 2, (1999), p.181.

Google Scholar

[4] D. Helbing and B. Tilch: Generalized Force Model of Traffic Dynamics. Physical Review E, Vol. 58, (1998), p.133.

DOI: 10.1103/physreve.58.133

Google Scholar

[5] M. Treiber, A. Hennecke and D. Helbing: Congested Traffic States in Empirical Observations and Microscopic Simulations. Physical Review E, Vol. 62, (2000), p.1805.

DOI: 10.1103/physreve.62.1805

Google Scholar

[6] S. Ossen: Longitudinal Driving Behavior: Theory and Empirics. Ph.D. Thesis of Delft University of Technology, Netherlands (2008).

Google Scholar

[7] A. Kesting and M. Treiber: Calibrating Car-following Models by Using Trajectory Data: Methodological Study. Transportation Research Record, No. 2088, (2008), p.148.

DOI: 10.3141/2088-16

Google Scholar

[8] S. Ossen, S.P. Hoogendoorn and B.G.H. Gorte: Interdriver Differences in Car-following: A Vehicle Trajectory Based Study. Transportation Research Record, No. 1965, (2006), p.121.

DOI: 10.1177/0361198106196500113

Google Scholar

[9] S. Ossen and S.P. Hoogendoorn: Validity of Trajectory Based Calibration Approach of Car-following Models in the Presence of Measurement errors. Transportation Research Record, No. 2088, (2008), p.117.

DOI: 10.3141/2088-13

Google Scholar