Smoothing Traffic Flow via Control of Autonomous Vehicles

The emergence of autonomous vehicles (AVs) is expected to revolutionize road transportation in the near future. Although large-scale numerical simulations and small-scale experiments have shown promising results, a comprehensive theoretical understanding to smooth traffic flow via AVs is lacking. In...

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Published inIEEE internet of things journal Vol. 7; no. 5; pp. 3882 - 3896
Main Authors Zheng, Yang, Wang, Jiawei, Li, Keqiang
Format Journal Article
LanguageEnglish
Published Piscataway IEEE 01.05.2020
The Institute of Electrical and Electronics Engineers, Inc. (IEEE)
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Abstract The emergence of autonomous vehicles (AVs) is expected to revolutionize road transportation in the near future. Although large-scale numerical simulations and small-scale experiments have shown promising results, a comprehensive theoretical understanding to smooth traffic flow via AVs is lacking. In this article, from a control-theoretic perspective, we establish analytical results on the controllability, stabilizability, and reachability of a mixed traffic system consisting of human-driven vehicles and AVs in a ring road. We show that the mixed traffic system is not completely controllable, but is stabilizable, indicating that AVs can not only suppress unstable traffic waves but also guide the traffic flow to a higher speed. Accordingly, we establish the maximum traffic speed achievable via controlling AVs. Numerical results show that the traffic speed can be increased by over 6% when there are only 5% AVs. We also design an optimal control strategy for AVs to actively dampen undesirable perturbations. These theoretical findings validate the high potential of AVs to smooth traffic flow.
AbstractList The emergence of autonomous vehicles (AVs) is expected to revolutionize road transportation in the near future. Although large-scale numerical simulations and small-scale experiments have shown promising results, a comprehensive theoretical understanding to smooth traffic flow via AVs is lacking. In this article, from a control-theoretic perspective, we establish analytical results on the controllability, stabilizability, and reachability of a mixed traffic system consisting of human-driven vehicles and AVs in a ring road. We show that the mixed traffic system is not completely controllable, but is stabilizable, indicating that AVs can not only suppress unstable traffic waves but also guide the traffic flow to a higher speed. Accordingly, we establish the maximum traffic speed achievable via controlling AVs. Numerical results show that the traffic speed can be increased by over 6% when there are only 5% AVs. We also design an optimal control strategy for AVs to actively dampen undesirable perturbations. These theoretical findings validate the high potential of AVs to smooth traffic flow.
Author Zheng, Yang
Li, Keqiang
Wang, Jiawei
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  organization: School of Vehicle and Mobility and the Center for Intelligent Connected Vehicles and Transportation, Tsinghua University, Beijing, China
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  surname: Li
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  email: likq@tsinghua.edu.cn
  organization: School of Vehicle and Mobility and the Center for Intelligent Connected Vehicles and Transportation, Tsinghua University, Beijing, China
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Snippet The emergence of autonomous vehicles (AVs) is expected to revolutionize road transportation in the near future. Although large-scale numerical simulations and...
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SubjectTerms Autonomous vehicle (AV)
Autonomous vehicles
Computer simulation
Controllability
mixed traffic flow
Numerical models
Optimal control
Perturbation methods
Road transportation
Roads
Smoothing methods
Stability
stabilizability
Traffic control
Traffic flow
Traffic speed
Vehicle dynamics
Vehicles
Title Smoothing Traffic Flow via Control of Autonomous Vehicles
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