Influence of CAV clustering strategies on mixed traffic flow characteristics: An analysis of vehicle trajectory data

Aarts, 2016, European truck platooning challenge Amirgholy, 2020, Traffic automation and lane management for communicant, autonomous, and human-driven vehicles, Transport. Res. Part C: Emerg. Technol., 111, 477, 10.1016/j.trc.2019.12.009 Arnaout, 2014, Exploring the effects of cooperative adaptive cruise control on highway traffic flow using microscopic traffic simulation, Transport. Plan. Technol., 37, 186, 10.1080/03081060.2013.870791 Bagdadi, 2011, Jerky driving—an indicator of accident proneness?, Accid. Anal. Prevent., 43, 1359, 10.1016/j.aap.2011.02.009 Berghöfer, 2018, Prediction of take-over time demand in conditionally automated driving-results of a real world driving study, 69 Caltrans Division of Traffic Operations, 2013. A guide to using the caltrans performance measurement system (PeMS) in transportation concept reports. Tech. rep. Casey, 1992, Changes in speed and speed adaptation following increase in national maximum speed limit, J. Saf. Res., 23, 135, 10.1016/0022-4375(92)90016-3 Chan, E., 2016. SARTRE Automated Platooning Vehicles. John Wiley and Sons, Ltd, Ch. 10, pp. 137–150. URL <https://onlinelibrary.wiley.com/doi/abs/10.1002/9781119307785.ch10>. Chang, J., Fok, E., et al., 2018. Connected vehicle pilot positioning and timing report: Summary of positioning and timing approaches in CV pilot sites. Tech. rep., United States. Dept. of Transportation. ITS Joint Program Office. Eilers, 2015, Companion–towards co-operative platoon management of heavy-duty vehicles, 1267 Fairclough, 1997, The effect of time headway feedback on following behaviour, Accid. Anal. Prevent., 29, 387, 10.1016/S0001-4575(97)00005-5 Fellendorf, 2010, Microscopic traffic flow simulator Vissim, 63 FHWA OSDAP, 2015. Vissim external driver model (VEDM) add-on for connected automated vehicle (CAV) applications now available for download. URL <https://www.itsforge.net/index.php/vedm-cac-announced>. Gettman, D., Pu, L., Sayed, T., Shelby, S., 2008. Surrogate safety assessment model and validation: Final report. Publication No. FHWA-HRT-08 51. Ghiasi, 2017, A mixed traffic capacity analysis and lane management model for connected automated vehicles: a markov chain method, Transport. Res. Part B: Methodol., 106, 266, 10.1016/j.trb.2017.09.022 Ghiasi, 2019, A mixed traffic speed harmonization model with connected autonomous vehicles, Transport. Res. Part C: Emerg. Technol., 104, 210, 10.1016/j.trc.2019.05.005 Gipps, 1981, A behavioural car-following model for computer simulation, Transport. Res. Part B: Methodol., 15, 105, 10.1016/0191-2615(81)90037-0 Goodman, 1954, Kolmogorov-smirnov tests for psychological research, Psychol. Bull., 51, 160, 10.1037/h0060275 Gouy, 2013 Gouy, 2014, Driving next to automated vehicle platoons: How do short time headways influence non-platoon drivers’ longitudinal control?, Transport. Res. Part F: Traffic Psychol. Behav., 27, 264, 10.1016/j.trf.2014.03.003 Guériau, 2016, How to assess the benefits of connected vehicles? A simulation framework for the design of cooperative traffic management strategies, Transport. Res. Part C: Emerg. Technol., 67, 266, 10.1016/j.trc.2016.01.020 Higgs, B., Abbas, M.M., Medina, A., 2011. Analysis of the Wiedemann car following model over different speeds using naturalistic data. In: Procedia of RSS Conference. pp. 1–22. Hussain, O., Ghiasi, A., Li, X., 2016. Freeway lane management approach in mixed traffic environment with connected autonomous vehicles. arXiv preprint arXiv:1609.02946. Kesting, 2007, General lane-changing model MOBIL for car-following models, Transp. Res. Rec., 1999, 86, 10.3141/1999-10 Kesting, 2010, Enhanced intelligent driver model to access the impact of driving strategies on traffic capacity, Philos. Trans. Roy. Soc. A: Math., Phys. Eng. Sci., 368, 4585, 10.1098/rsta.2010.0084 Kesting, 2008, Adaptive cruise control design for active congestion avoidance, Transport. Res. Part C: Emerg. Technol., 16, 668, 10.1016/j.trc.2007.12.004 Lank, 2011, Interaction of human, machine, and environment in automated driving systems, Transp. Res. Rec., 2243, 138, 10.3141/2243-16 Lee, J., Bared, J., Park, B., 2014. Mobility impacts of cooperative adaptive cruise control (CACC) under mixed traffic conditions. In: 93rd Annual Meeting of the Transportation Research Board, Washington, DC. Lee, 2019, Driving aggressiveness management policy to enhance the performance of mixed traffic conditions in automated driving environments, Transport. Res. Part A: Policy Pract., 121, 136 Leidos, 2016. Simulation of evolutionary introduction of cooperative adaptive cruise control equipped vehicles into traffic. Tech. rep., Saxton Transportation Operations Laboratory. Li, 2019, High-occupancy vehicle lanes on the right: an alternative design for congestion reduction at freeway merge, diverge, and weaving areas, Transport. Lett., 1 Liu, 2018, Modeling impacts of cooperative adaptive cruise control on mixed traffic flow in multi-lane freeway facilities, Transport. Res. Part C: Emerg. Technol., 95, 261, 10.1016/j.trc.2018.07.027 Lu, X.-Y., Lee, J., Chen, D., Bared, J., Dailey, D., Shladover, S.E., 2014. Freeway micro-simulation calibration: Case study using Aimsun and Vissim with detailed field data. In: 93rd Annual Meeting of the Transportation Research Board, Washington, DC. Ma, 2019, An eco-drive experiment on rolling terrains for fuel consumption optimization with connected automated vehicles, Transport. Res. Part C: Emerg. Technol., 100, 125, 10.1016/j.trc.2019.01.010 Milanés, 2014, Modeling cooperative and autonomous adaptive cruise control dynamic responses using experimental data, Transport. Res. Part C: Emerg. Technol., 48, 285, 10.1016/j.trc.2014.09.001 Naujoks, 2017, Driving performance at lateral system limits during partially automated driving, Accid. Anal. Prevent., 108, 147, 10.1016/j.aap.2017.08.027 Nowakowski, C., O’Connell, J., Shladover, S.E., Cody, D., 2010. Cooperative adaptive cruise control: Driver acceptance of following gap settings less than one second. In: Proceedings of the Human Factors and Ergonomics Society Annual Meeting. Vol. 54. SAGE Publications Sage CA: Los Angeles, CA, pp. 2033–2037. Nowakowski, C., Shladover, S.E., Cody, D., Bu, F., O’Connell, J., Spring, J., Dickey, S., Nelson, D., 2011. Cooperative adaptive cruise control: Testing drivers’ choices of following distances. Tech. rep. Papadoulis, 2019, Evaluating the safety impact of connected and autonomous vehicles on motorways, Accid. Anal. Prevent., 124, 12, 10.1016/j.aap.2018.12.019 PTV Group, 2018 Qom, S.F., Xiao, Y., Hadi, M., 2016. Evaluation of cooperative adaptive cruise control (CACC) vehicles on managed lanes utilizing macroscopic and mesoscopic simulation. In: Transportation Research Board 95th Annual Meeting. No. 16-6384. Rakha, 2002 Reiter, U., 1994. Empirical studies as basis for traffic flow models. In: Proceedings of the 2nd International Symposium on Highway Capacity, Vol. 2. Calvert, 2017, Will automated vehicles negatively impact traffic flow, J. Adv. Transport., 2017, 10.1155/2017/3082781 Saha, 2019, Preferred time headway of drivers on two-lane highways with heterogeneous traffic, Transport. Lett., 11, 200, 10.1080/19427867.2017.1312859 Schakel, 2012, Integrated lane change model with relaxation and synchronization, Transp. Res. Rec., 2316, 47, 10.3141/2316-06 Schakel, 2010, Effects of cooperative adaptive cruise control on traffic flow stability, 759 Segata, 2012, A simulation tool for automated platooning in mixed highway scenarios, 389 Shen, 2017, Assessing drivers’ response during automated driver support system failures with non-driving tasks, J. Saf. Res., 61, 149, 10.1016/j.jsr.2017.02.009 Shewmake, 2014, Hybrid cars and HOV lanes, Transport. Res. Part A: Policy Pract., 67, 304 Shladover, 2012, Impacts of cooperative adaptive cruise control on freeway traffic flow, Transp. Res. Rec., 2324, 63, 10.3141/2324-08 Songchitruksa, P., Bibeka, A., Lin, L.I., Zhang, Y., et al., 2016. Incorporating driver behaviors into connected and automated vehicle simulation. Tech. rep., Center for Advancing Transportation Leadership and Safety (ATLAS Center). Spiliopoulou, A., Perraki, G., Papageorgiou, M., Roncoli, C., June 2017. Exploitation of acc systems towards improved traffic flow efficiency on motorways. In: 2017 5th IEEE International Conference on Models and Technologies for Intelligent Transportation Systems (MT-ITS). pp. 37–43. Talebpour, 2016, Influence of connected and autonomous vehicles on traffic flow stability and throughput, Transport. Res. Part C: Emerg. Technol., 71, 143, 10.1016/j.trc.2016.07.007 Talebpour, 2016, Modeling driver behavior in a connected environment: Integrated microscopic simulation of traffic and mobile wireless telecommunication systems, Transp. Res. Rec., 2560, 75, 10.3141/2560-09 Transportation Research Board, 2018 Treiber, M., Hennecke, A., Helbing, D., 2000. Congested traffic states in empirical observations and microscopic simulations, pp. 1805–1824. Treiber, 2013 Van Arem, 2006, The impact of cooperative adaptive cruise control on traffic-flow characteristics, IEEE Trans. Intell. Transp. Syst., 7, 429, 10.1109/TITS.2006.884615 van Beinum, 2018, Driving behaviour at motorway ramps and weaving segments based on empirical trajectory data, Transport. Res. Part C: Emerg. Technol., 92, 426, 10.1016/j.trc.2018.05.018 Wang, 2019, Stability of CACC-manual heterogeneous vehicular flow with partial CACC performance degrading, Transportmetr. B: Transp. Dynam., 7, 788 Wang, 2019, Benefits and risks of truck platooning on freeway operations near entrance ramp, Transp. Res. Rec., 2673, 588, 10.1177/0361198119842821 Wang, 2017, Comparing traffic state estimators for mixed human and automated traffic flows, Transport. Res. Part C: Emerg. Technol., 78, 95, 10.1016/j.trc.2017.02.011 Wang, 2017, Developing a platoon-wide eco-cooperative adaptive cruise control (CACC) system, 1256 Wiedemann, 1974 Wiedemann, R., 1991. Modelling of rti-elements on multi-lane roads. In: Drive Conference (1991: Brussels, Belgium). Vol. 2. Xiao, 2018, Unravelling effects of cooperative adaptive cruise control deactivation on traffic flow characteristics at merging bottlenecks, Transport. Res. Part C: Emerg. Technol., 96, 380, 10.1016/j.trc.2018.10.008 Xu, 2019, Design, analysis, and experiments of preview path tracking control for autonomous vehicles, IEEE Trans. Intell. Transp. Syst., 1 Young, 1977, Proof without prejudice: use of the Kolmogorov-Smirnov test for the analysis of histograms from flow systems and other sources, J. Histochem. Cytochem., 25, 935, 10.1177/25.7.894009 Zhang, X., Ma, J., Smith, B., Liu, J., 2018. Operational performance evaluation of the managed lane strategy for early deployment of cooperative adaptive cruise control. Tech. rep. Zhao, 2018, A platoon based cooperative eco-driving model for mixed automated and human-driven vehicles at a signalised intersection, Transport. Res. Part C: Emerg. Technol., 95, 802, 10.1016/j.trc.2018.05.025 Zhong, 2018 Zhong, Z., Joyoung, L., Zhao, L., 2017. Evaluations of Managed Lane Strategies for Arterial Deployment of Cooperative Adaptive Cruise Control. In: 96th Transportation Research Board Annual Meeting. Washington DC, USA. Zhong, 2019, The effectiveness of managed lane strategies for the near-term deployment of cooperative adaptive cruise control, Transport. Res. Part A: Policy Pract., 129, 257