Technical Papers
Sep 17, 2020

Toll Plaza Lane Choice and Lane Configuration Strategy for Autonomous Vehicles in Mixed Traffic

Publication: Journal of Transportation Engineering, Part A: Systems
Volume 146, Issue 12

Abstract

Toll plazas are one kind of highway node that pose a challenge to the flow of autonomous vehicles (AVs). Some toll roads have open road tolling (ORT), which makes it easier and more efficient for AVs, but most toll plazas do not have ORT. The authors developed a decision model to assist AVs in choosing the right lane that involves two main indicators, the rod speed (SRi) and the decision-making value (DSRi). The decision model was applied to a six-lane toll plaza with manual toll collection (MTC), electronic toll collection (ETC), and electronic toll collection for AVs toll types. The suitable lane configurations for the varying percentages of AVs in traffic were as follows: at 10% AV, the optimal lane configuration was 4 MTC and 2  ETC/AV (4M2EA), at 30% AV it was 3M3EA, at 40%–60% AV it was 3M2EA1A, and at 70% AV it was 2M2EA2A. Thus AVs should share toll lanes with ETC manned vehicles before the population of AVs reaches 30%; after that dedicated lanes may be introduced. It was also concluded that a 10% increase in AVs reduces delays by 9% if the populations of ETC and MTC vehicles are equal.

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Data Availability Statement

References to the data used during the study appear in the published article. Some data and algorithms that were used and generated from this study are available from the corresponding author upon reasonable request. These data include vehicle arrival patterns, toll lane selection, and departure patterns, asd well as a compact algorithm based on the formulations developed in this paper.

Acknowledgments

The authors acknowledge the Chinese Scholarship Council (CSC) for academically sponsoring one of the authors.

References

Chakroborty, P., R. Gill, and P. Chakraborty. 2016. “Analysing queueing at toll plazas using a coupled, multiple-queue, queueing system model: Application to toll plaza design.” Transp. Plann. Technol. 39 (7): 675–692. https://doi.org/10.1080/03081060.2016.1204090.
Chen, F., M. Song, X. Ma, and X. Zhu. 2019. “Assess the impacts of different autonomous trucks’ lateral control modes on asphalt pavement performance.” Transp. Res. Part C: Emerging Technol. 103 (Jun): 17–29. https://doi.org/10.1016/j.trc.2019.04.001.
Chen, H., B. An, G. Sharon, J. P. Hanna, P. Stone, C. Miao, and Y. C. Soh. 2018. “DyETC: Dynamic electronic toll collection for traffic congestion alleviation.” In Proc 32nd AAAI Conf. on Artificial Intelligence. Menlo Park, CA: Association for the Advancement of Artificial Intelligence.
Chen, Y. 2017. “A flow model for optimization of highway toll stations.” In Vol. 242 of Proc., IOP Conf. Series: Material Science Engineering. Bristol, UK: IOP Publishing. https://doi.org/10.1088/1757-899X/242/1/012108.
Cheng, Q., Z. Liu, and W. Y. Szeto. 2019. “A cell-based dynamic congestion pricing scheme considering travel distance and time delay.” Transportmetrica B 7 (1): 1286–1304. https://doi.org/10.1080/21680566.2019.1602487.
Cramer, B. 2016. “How tolling will enable driverless cars.” Accessed October 27, 2019. https://www.ibtta.org/blog.
Dubedi, A., P. Chakroborty, D. Kundu, and K. H. Reddy. 2012. “Modelling automobile driver’s toll-lane choice behaviour at a toll plaza.” J. Transp. Eng. 138 (11): 1350–1357. https://doi.org/10.1061/(ASCE)TE.1943-5436.0000440.
Eliot, L. 2017. “Toll roads traversal for self-driving cars: Entry and exit complexities.” Accessed June 8, 2019. https://aitrends.com/ai-insider.
Godwin, T. 2015. “Modeling driver lane selection decisions in a toll plaza.” In Proc., 2015 IEEE IEEM, 671–674. Singapore: Institute of Electrical and Electronic Engineers.
Gulewicz, V., and J. Danko. 1995. “Simulation-based approach to evaluating optimal lane-staffing requirements for toll plazas.” Transp. Res. Rec. 1484: 33–39.
Hajiseyedjavadi, F., I. McKinnon, C. Fitzpatrick, and M. A. Knodler, Jr. 2016. “Application of microsimulation to model the safety of varied lane configurations at toll plazas.” In Proc., Transportation Research Board 94th Annual Meeting. Washington, DC: Transportation Research Board.
Hughes, J. 2017. “Renault testing autonomous cars and toll booths.” Accessed October 27, 2019. https://www.thedrive.com/sheetmetal/12357.
Jha, A., S. Anshuman, K. Roshan, P. Deepak, N. Kumari, and N. Vijay. 2019. “Development of autonomous garbage collector robot.” In Vol. 556 of Proc., 3rd Int. Conf. on Microelectronics, Computing and Communication Systems, LNEE. 567–576. Singapore: Springer. https://doi.org/10.1007/978-981-13-7091-5_46.
Kalantri, R., A. Parekar, A. Mohite, and R. Kankapurkar. 2014. “RFID based toll collection system.” Int. J. Comput. Sci. Inf. Technol. 5 (2): 2582–2585.
Kim, S. 2009. “The toll plaza optimization problem: Design, operations, and strategies.” Transp. Res. Part E: Logist. Transp. Rev. 45 (1): 125–137. https://doi.org/10.1016/j.tre.2008.03.004.
Knodler, M., F. Hajiseyedjavadi, and D. Fisher. 2016. Safety and lane configuration at toll plazas. Washington, DC: Transportation Research Board.
Levin, M. W. 2017. “Congestion-aware system optimal route choice for shared autonomous vehicles.” Transp. Res. Part C: Emerging Technol. 82 (Sep): 229–247. https://doi.org/10.1016/j.trc.2017.06.020.
Levinson, D., and E. Chang. 2003. “A model for optimizing electronic toll collection systems.” Transp. Res. Part A: Policy Pract. 37 (4): 293–314. https://doi.org/10.1016/S0965-8564(02)00017-4.
Liang, H., S. Yang, and B. Pan. 2019. “Probability model’s choice behavior in toll plaza.” In Vol. 371 of Proc., IOP Conf. Series: Earth and Environmental Science, 1–6. Bristol, UK: IOP Publishing. https://doi.org/10.1088/1755-1315/371/5/052051.
Liu, Z., S. Wang, B. Zhuo, and Q. Cheng. 2017. “Robust optimization of distance-based tolls in a network considering stochastic day to day dynamics.” Transp. Res. Part C: Emerging Technol. 79 (Jun): 58–72. https://doi.org/10.1016/j.trc.2017.03.011.
Morgül, E. F., K. Ozbay, and A. Kurkcu. 2016. “Application of Bayesian stochastic learning automata for modeling lane choice behavior on high-occupancy toll lanes on state road 167.” Transp. Res. Rec. 2560 (1): 97–107. https://doi.org/10.3141/2560-11.
Mudigonda, S., B. Bartin, and K. Ozbay. 2009. “Microscopic modeling of lane selection and lane changing at toll plazas.” In Proc., 88th Annual Meeting of the Transportation Research Board. Brunswick, NJ: Rutgers Univ.
Obelheiro, M. R., H. B. B. Cybis, and J. L. D. Ribeiro. 2011. “Level of service method for Brazilian toll plazas.” Procedia—Soc. Behav. Sci. 16: 120–130. https://doi.org/10.1016/j.sbspro.2011.04.435.
PSA (Peugeot Société Anonyme) Group. 2017. “An autonomous vehicle passes a toll barrier for the 1st time.” Accessed October 27, 2019. https://www.vinci.com.
Rodier, C., M. Jaller, E. Pourrahmani, B. Joschka, F. Joel, and P. Anmol. 2018. Automated vehicle scenarios: Simulation of system-level travel effects using agent-based demand and supply models in the San Francisco Bay area. Davis, CA: National Center for Sustainable Transportation.
Rong, X., C. Yi, and Y. Tian. 2016. Recognizing text-based traffic guide panels with cascaded localization network. New York: Springer.
Saad, M., M. Abdel-Aty, and J. Lee. 2019. “Analysis of driving behavior at expressway toll plazas.” Transp. Res. Part F: Traffic Psychol. Behav. 61 (Feb): 163–177. https://doi.org/10.1016/j.trf.2017.12.008.
SAE (Society of Automotive Engineers). 2014. Taxonomy and definitions for terms related to driving automation system for on-road motor vehicles. SAE J3016. Warrendale, PA: SAE.
Treiber, M., A. Hennecke, and D. Helbing. 2000. “Congested traffic states in empirical observations and microscopic simulations.” Phys. Rev. E 62 (2): 1805–1824. https://doi.org/10.1103/PhysRevE.62.1805.
Valdés, D., and B. Colucci. 2016. “Operational and safety-based analyses of varied toll lanes.” In Safety research using simulation (SAFER-SIM). Washington, DC: USDOT, Univ. Transportation Centers Program.
Vijay, S. S. 2018. “Level of service & throughput maximization at operational toll plazas.” Int. Res. J. Eng. Technol. 5 (11): 805–811.
Wang, C., C. Xu, J. Xia, Z. Qian, and L. Lu. 2018. “A combined use of microscopic traffic simulation and extreme value methods for traffic safety evaluation.” Transp. Res. Part C: Emerging Technol. 90 (May): 281–291. https://doi.org/10.1016/j.trc.2018.03.011.
Wang, W., Y. Mao, J. Jin, X. Wang, H. Guo, X. Ren, and K. Ikeuchi. 2011. “Driver’s various information process and multi-ruled decision-making mechanism: A fundamental of intelligent driving shaping model.” Int. J. Comput. Intell. Syst. 4 (3): 297–305. https://doi.org/10.1080/18756891.2011.9727786.
Xiao, W. 2017. “A solution based on cellular automaton for merging after toll.” In Vol. 123 of Proc., 2nd Int. Conf. on Materials Science, Machinery and Energy Engineering: Advances in Engineering Research, 1028–1031. Paris: Atlantis Press.
Zarrillo, M. L., A. E. Radwan, and J. Dowd. 2002. “Toll network capacity calculator: Operations management and assessment tool for toll network operators.” Transp. Res. Rec. 1781 (1): 49–55. https://doi.org/10.3141/1781-07.
Zhang, R., F. Li, X. Yu, Z. Zhang, F. You, and T. Liu. 2015. “A review on lane changing for intelligent vehicle.” Recent Pat. Mech. Eng. 8 (3): 184–194. https://doi.org/10.2174/2212797608666150813001949.

Information & Authors

Information

Published In

Go to Journal of Transportation Engineering, Part A: Systems
Journal of Transportation Engineering, Part A: Systems
Volume 146Issue 12December 2020

History

Received: Nov 27, 2019
Accepted: Jul 13, 2020
Published online: Sep 17, 2020
Published in print: Dec 1, 2020
Discussion open until: Feb 17, 2021

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Authors

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Professor, School of Transportation, Southeast Univ., Nanjing 211189, China. Email: [email protected]
Graduate Student, Traffic Engineering, School of Transportation, Southeast Univ., Nanjing 211189, China (corresponding author). ORCID: https://orcid.org/0000-0003-4313-2399. Email: [email protected]

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