1,897
Views
2
CrossRef citations to date
0
Altmetric
Research Article

Characterising driver heterogeneity within stochastic traffic simulation

ORCID Icon, , , & ORCID Icon
Pages 725-743 | Received 04 Apr 2022, Accepted 13 Sep 2022, Published online: 26 Sep 2022

References

  • Aghabayk, K., N. Forouzideh, and W. Young. 2013a. “Exploring a Local Linear Model Tree Approach to Car-Following.” Computer-Aided Civil and Infrastructure Engineering 28: 581–593. doi:10.1111/mice.12011.
  • Aghabayk, K., M. Sarvi, N. Forouzideh, and W. Young. 2013b. “New Car-Following Model Considering Impacts of Multiple Lead Vehicle Types.” Transportation Research Record: Journal of the Transportation Research Board 2390: 131–137. doi:10.3141/2390-14.
  • Al Haddad, C., and C. Antoniou. 2022. “A Data–Information–Knowledge Cycle for Modeling Driving Behavior.” Transportation Research Part F: Traffic Psychology and Behaviour 85: 83–102. doi:10.1016/j.trf.2021.12.017.
  • Alhariqi, A., Z. Gu, and M. Saberi. 2022. “Calibration of the Intelligent Driver Model (IDM) with Adaptive Parameters for Mixed Autonomy Traffic Using Experimental Trajectory Data.” Transportmetrica B: Transport Dynamics 10: 421–440. doi:10.1080/21680566.2021.2007813.
  • Antoniou, I., V. V. Ivanov, Valery V Ivanov, and P. V. Zrelov. 2002. “On the Log-Normal Distribution of Network Traffic.” Physica D: Nonlinear Phenomena 167: 72–85. doi:10.1016/S0167-2789(02)00431-1.
  • Berthaume, A. L., R. M. James, B. E. Hammit, C. Foreman, and C. L. Melson. 2018. “Variations in Driver Behavior: An Analysis of Car-Following Behavior Heterogeneity as a Function of Road Type and Traffic Condition.” Transportation Research Record: Journal of the Transportation Research Board 2672: 31–44. doi:10.1177/0361198118798713.
  • Calvert, S. C., and B. van Arem. 2020. “A Generic Multi-level Framework for Microscopic Traffic Simulation with Automated Vehicles in Mixed Traffic.” Transportation Research Part C: Emerging Technologies 110: 291–311. doi:10.1016/j.trc.2019.11.019.
  • Chen, D., S. Ahn, J. Laval, and Z. Zheng. 2014. “On the Periodicity of Traffic Oscillations and Capacity Drop: The Role of Driver Characteristics.” Transportation Research Part B: Methodological 59: 117–136. doi:10.1016/j.trb.2013.11.005.
  • Ciuffo, B., M. Makridis, T. Toledo, and G. Fontaras. 2018. “Capability of Current Car-Following Models to Reproduce Vehicle Free-Flow Acceleration Dynamics.” IEEE Transactions on Intelligent Transportation Systems 19: 3594–3603. doi:10.1109/TITS.2018.2866271.
  • Fadhloun, K., and H. Rakha. 2020. “A Novel Vehicle Dynamics and Human Behavior Car-following Model: Model Development and Preliminary Testing.” International Journal of Transportation Science and Technology 9: 14–28. doi:10.1016/j.ijtst.2019.05.004.
  • Fontaras, G., V. Valverde, V. Arcidiacono, S. Tsiakmakis, K. Anagnostopoulos, D. Komnos, J. Pavlovic, and B. Ciuffo. 2018. “The Development and Validation of a Vehicle Simulator for the Introduction of Worldwide Harmonized Test Protocol in the European Light Duty Vehicle CO2 Certification Process.” Applied Energy 226: 784–796. doi:10.1016/j.apenergy.2018.06.009.
  • Gualandi, S., and G. Toscani. 2019. “Human Behavior and Lognormal Distribution. A Kinetic Description.” Mathematical Models and Methods in Applied Sciences 29: 717–753. doi:10.1142/S0218202519400049.
  • Hamdar, S. H., H. S. Mahmassani, and M. Treiber. 2015. “From Behavioral Psychology to Acceleration Modeling: Calibration, Validation, and Exploration of Drivers’ Cognitive and Safety Parameters in a Risk-taking Environment.” Transportation Research Part B: Methodological 78: 32–53. doi:10.1016/j.trb.2015.03.011.
  • He, Y., M. Makridis, K. Mattas, G. Fontaras, B. Ciuffo, and H. Xu. 2020. “Introducing Electrified Vehicle Dynamics in Traffic Simulation.” Transportation Research Record: Journal of the Transportation Research Board 2674: 776–791. doi:10.1177/0361198120931842.
  • Hoogendoorn, R. G., S. P. Hoogendoorn, K. A. Brookhuis, and W. Daamen. 2011. “Adaptation Longitudinal Driving Behavior, Mental Workload, and Psycho-Spacing Models in Fog.” Transportation Research Record: Journal of the Transportation Research Board 2249: 20–28. doi:10.3141/2249-04.
  • Huang, Y.-X., R. Jiang, H. Zhang, M.-B. Hu, J.-F. Tian, B. Jia, and Z.-Y. Gao. 2018. “Experimental Study and Modeling of Car-following Behavior Under High Speed Situation.” Transportation Research Part C: Emerging Technologies 97: 194–215. doi:10.1016/j.trc.2018.10.022.
  • Jiang, R., M.-B. Hu, H. M. Zhang, Z.-Y. Gao, B. Jia, and Q.-S. Wu. 2015. “On Some Experimental Features of Car-following Behavior and How to Model Them.” Transportation Research Part B: Methodological 80: 338–354. doi:10.1016/j.trb.2015.08.003.
  • Kilpeläinen, M., and H. Summala. 2007. “Effects of Weather and Weather Forecasts on Driver Behaviour.” Transportation Research Part F: Traffic Psychology and Behaviour 10: 288–299. doi:10.1016/j.trf.2006.11.002.
  • Lajunen, T., D. Parker, and H. Summala. 1999. “Does Traffic Congestion Increase Driver Aggression?” Transportation Research Part F: Traffic Psychology and Behaviour 2: 225–236. doi:10.1016/S1369-8478(00)00003-6.
  • Laval, J. A., and L. Leclercq. 2010. “A Mechanism to Describe the Formation and Propagation of Stop-and-go Waves in Congested Freeway Traffic.” Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences 368: 4519–4541. doi:10.1098/rsta.2010.0138.
  • Laval, J. A., C. S. Toth, and Y. Zhou. 2014. “A Parsimonious Model for the Formation of Oscillations in car-Following Models.” Transportation Research Part B: Methodological 70: 228–238. doi:10.1016/j.trb.2014.09.004.
  • Leclercq, L., J. A. Laval, and E. Chevallier. 2007. “The Lagrangian Coordinates and What it Means for First Order Traffic Flow Models.” Presented at the International Symposium on Transportation and Traffic Theory.
  • Li, L., R. Jiang, Z. He, X. (Michael) Chen, and X. Zhou. 2020. “Trajectory Data-based Traffic Flow Studies: A Revisit.” Transportation Research Part C: Emerging Technologies 114: 225–240. doi:10.1016/j.trc.2020.02.016.
  • Li, L., Y. Li, and D. Ni. 2021. “Incorporating Human Factors into LCM Using Fuzzy TCI Model.” Transportmetrica B: Transport Dynamics 9: 198–218. doi:10.1080/21680566.2020.1837033.
  • Li, T., D. Ngoduy, F. Hui, and X. Zhao. 2020. “A Car-following Model to Assess the Impact of V2V Messages on Traffic Dynamics.” Transportmetrica B: Transport Dynamics 8: 150–165. doi:10.1080/21680566.2020.1728591.
  • Li, G., Z. Yang, Y. Pan, and J. Ma. 2022. “Analysing and Modelling of Discretionary Lane Change Duration Considering Driver Heterogeneity.” Transportmetrica B: Transport Dynamics, 1–18. doi:10.1080/21680566.2022.2067599.
  • Macqueen, J. 1967. Some Methods for Classification and Analysis of Multivariate Observations 5.1, 17.
  • Makridis, M., G. Fontaras, B. Ciuffo, and K. Mattas. 2019. “MFC Free-Flow Model: Introducing Vehicle Dynamics in Microsimulation.” Transportation Research Record, 036119811983851. doi:10.1177/0361198119838515.
  • Makridis, M., L. Leclercq, B. Ciuffo, G. Fontaras, and K. Mattas. 2020. “Formalizing the Heterogeneity of the Vehicle-driver System to Reproduce Traffic Oscillations.” Transportation Research Part C: Emerging Technologies 120: 102803.
  • Makridis, M., K. Mattas, A. Anesiadou, and B. Ciuffo. 2021. “OpenACC. An Open Database of car-Following Experiments to Study the Properties of Commercial ACC Systems.” Transportation Research Part C: Emerging Technologies 125: 103047.
  • Nagahama, A., D. Yanagisawa, and K. Nishinari. 2020. “Car-following Characteristics of Various Vehicle Types in Respective Driving Phases.” Transportmetrica B: Transport Dynamics 8: 22–48. doi:10.1080/21680566.2019.1710002.
  • Ngoduy, D., S. Lee, M. Treiber, M. Keyvan-Ekbatani, and H. L. Vu. 2019. “Langevin Method for a Continuous Stochastic Car-Following Model and its Stability Conditions.” Transportation Research Part C: Emerging Technologies 105: 599–610. doi:10.1016/j.trc.2019.06.005.
  • Ossen, S., and S. P. Hoogendoorn. 2011. “Heterogeneity in Car-following Behavior: Theory and Empirics.” Transportation Research Part C: Emerging Technologies, Emerging Theories in Traffic and Transportation and Methods for Transportation Planning and Operations 19: 182–195. doi:10.1016/j.trc.2010.05.006.
  • Özkan, T., T. Lajunen, J.El. Chliaoutakis, D. Parker, and H. Summala. 2006. “Cross-cultural Differences in Driving Behaviours: A Comparison of six Countries.” Transportation Research Part F: Traffic Psychology and Behaviour 9: 227–242. doi:10.1016/j.trf.2006.01.002.
  • Pavlovic, J., G. Fontaras, M. Ktistakis, K. Anagnostopoulos, D. Komnos, B. Ciuffo, M. Clairotte, and V. Valverde. 2020. “Understanding the Origins and Variability of the Fuel Consumption Gap: Lessons Learned from Laboratory Tests and a Real-driving Campaign.” Environmental Sciences Europe 32: 53. doi:10.1186/s12302-020-00338-1.
  • Punzo, V., M. T. Borzacchiello, and B. Ciuffo. 2011. “On the Assessment of Vehicle Trajectory Data Accuracy and Application to the Next Generation SIMulation (NGSIM) Program Data.” Transportation Research Part C: Emerging Technologies 19: 1243–1262. doi:10.1016/j.trc.2010.12.007.
  • Raju, N., S. Arkatkar, S. Easa, and G. Joshi. 2022. “Customizing the Following Behavior Models to Mimic the Weak Lane Based Mixed Traffic Conditions.” Transportmetrica B: Transport Dynamics 10: 20–47. doi:10.1080/21680566.2021.1954562.
  • Rakha, H. A., K. Ahn, W. Faris, and K. S. Moran. 2012. “Simple Vehicle Powertrain Model for Modeling Intelligent Vehicle Applications.” IEEE Transactions on Intelligent Transportation Systems 13: 770–780. doi:10.1109/TITS.2012.2188517.
  • Rakha, H., M. Snare, and F. Dion. 2004. “Vehicle Dynamics Model for Estimating Maximum Light-Duty Vehicle Acceleration Levels.” Transportation Research Record: Journal of the Transportation Research Board 1883: 40–49. doi:10.3141/1883-05.
  • Saifuzzaman, M., Z. Zheng, Md.M. Haque, and S. Washington. 2017. “Understanding the Mechanism of Traffic Hysteresis and Traffic Oscillations Through the Change in Task Difficulty Level.” Transportation Research Part B: Methodological 105: 523–538. doi:10.1016/j.trb.2017.09.023.
  • Singh, V. P. 1998. “Three-Parameter Lognormal Distribution.” In Entropy-Based Parameter Estimation in Hydrology, 82–107. Dordrecht: Springer Netherlands. doi:10.1007/978-94-017-1431-0_7
  • Suarez, J., M. Makridis, A. Anesiadou, D. Komnos, B. Ciuffo, and G. Fontaras. 2022. “Benchmarking the Driver Acceleration Impact on Vehicle Energy Consumption and CO2 Emissions.” Transportation Research Part D: Transport and Environment 107: 103282. doi:10.1016/j.trd.2022.103282.
  • Taylor, J., X. Zhou, N. M. Rouphail, and R. J. Porter. 2015. “Method for Investigating Intradriver Heterogeneity Using Vehicle Trajectory Data: A Dynamic Time Warping Approach.” Transportation Research Part B: Methodological 73: 59–80. doi:10.1016/j.trb.2014.12.009.
  • Treiber, M., and A. Kesting. 2013. Traffic Flow Dynamics. Springer Berlin Heidelberg, Berlin, Heidelberg. doi:10.1007/978-3-642-32460-4
  • Treiber, M., A. Kesting, and D. Helbing. 2006. “Delays, Inaccuracies and Anticipation in Microscopic Traffic Models.” Physica A: Statistical Mechanics and its Applications 360: 71–88. doi:10.1016/j.physa.2005.05.001.
  • Underwood, G., P. Chapman, S. Wright, and D. Crundall. 1999. “Anger While Driving.” Transportation Research Part F: Traffic Psychology and Behaviour 2: 55–68. doi:10.1016/S1369-8478(99)00006-6.
  • Wang, H., W. Wang, J. Chen, and M. Jing. 2010. “Using Trajectory Data to Analyze Intradriver Heterogeneity in Car-Following.” Transportation Research Record: Journal of the Transportation Research Board 2188: 85–95. doi:10.3141/2188-10.
  • Yagil, D. 1998. “Gender and Age-related Differences in Attitudes Toward Traffic Laws and Traffic Violations.” Transportation Research Part F: Traffic Psychology and Behaviour 1: 123–135. doi:10.1016/S1369-8478(98)00010-2.
  • Yuan, K., J. Laval, V. L. Knoop, R. Jiang, and S. P. Hoogendoorn. 2019. “A Geometric Brownian Motion Car-following Model: Towards a Better Understanding of Capacity Drop.” Transportmetrica B: Transport Dynamics 7: 915–927. doi:10.1080/21680566.2018.1518169.
  • Zhao, X., Z. Wang, Z. Xu, Y. Wang, X. Li, and X. Qu. 2020. “Field Experiments on Longitudinal Characteristics of Human Driver Behavior Following an Autonomous Vehicle.” Transportation Research Part C: Emerging Technologies 114: 205–224. doi:10.1016/j.trc.2020.02.018.
  • Zheng, Z., S. Ahn, D. Chen, and J. Laval. 2011. “Freeway Traffic Oscillations: Microscopic Analysis of Formations and Propagations Using Wavelet Transform.” Transportation Research Part B: Methodological 45: 1378–1388. doi:10.1016/j.trb.2011.05.012.