4.7 Article

Modeling Heterogeneous Traffic Mixing Regular, Connected, and Connected-Autonomous Vehicles Under Connected Environment

Journal

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TITS.2021.3083658

Keywords

Car-following models; stability analysis; connected environment; heterogeneous traffic

Funding

  1. National Key Research and Development Program of China [2018YFB1600500]

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As inter-vehicle communication and automatic driving technology continue to develop, regular vehicles, connected vehicles, and connected autonomous vehicles (CAVs) will coexist on the road for a long time. The impact of connected and autonomous technologies on heterogeneous traffic stability was theoretically analyzed, with the conclusion that certain communication and cooperation methods can help stabilize mixed traffic. Increasing CAV penetration rates improve the stability of heterogeneous traffic, while a larger single fleet size can weaken stability according to the theoretical results.
As inter-vehicle communication and automatic driving technology continue to develop, but are not yet popular, regular vehicles, connected vehicles and connected autonomous vehicles (CAVs) will coexist on the road for a long time. This mixed traffic environment highlights the need to theoretically analyze the impacts of some connected and autonomous technologies (i.e., accurate detection technology, inter-vehicle communication technology, data storage technology and inter-vehicle cooperation technology) on the stable operation of heterogeneous traffic. According to the characteristics of the vehicles equipped with different technologies, this paper extends the corresponding car-following models based on the optimal velocity model. Through these analytical models, these connected and autonomous technologies are quantified and the linear stability analyses are conducted. Numerical simulation shows that the inter-vehicle communication between three vehicles, and two previous time-step data storage or two future time-step intervehicle cooperation are sufficient to stabilize the mixed traffic. As CAV penetration rates increase, the stability of heterogeneous traffic is improved. Furthermore, the stability of heterogeneous traffic is weakened when the size of the largest single fleet increases. These theoretical results can serve as a quantitative tool for scholars and vehicle designers before drawing any qualitative conclusions of related technologies on heterogeneous fleet stability to avoid wasting resources such as data storage capacity and inter-vehicle communication ranges.

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