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Smoothing Traffic Flow via Control of Autonomous Vehicles

Yang Zheng, Jiawei Wang, Keqiang Li

2020IEEE Internet of Things Journal181 citationsDOIOpen Access PDF

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.

Topics & Concepts

Computer scienceTraffic flow (computer networking)SmoothingTraffic waveReachabilityThree-phase traffic theoryControl (management)Traffic conflictTraffic modelFlow (mathematics)Control theory (sociology)Traffic optimizationReal-time computingMicroscopic traffic flow modelRoad traffic controlTraffic congestion reconstruction with Kerner's three-phase theoryControl systemRing roadSimulationTraffic simulationComputer simulationTraffic systemCruise controlAutomotive engineeringTraffic equationsOptimal controlRoad trafficFlow control (data)Intelligent transportation systemVehicle dynamicsDiscretizationTraffic generation modelControl engineeringTraffic congestionTraffic control and managementEvacuation and Crowd DynamicsVehicular Ad Hoc Networks (VANETs)
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