Event-triggered Boundary Control of Mixed-autonomy Traffic (2403.14194v2)
Abstract: Control problems of mixed-autonomy traffic systems that consist of both human-driven vehicles (HV) and autonomous vehicles (AV), have gained increasing attention. This paper focuses on suppressing traffic oscillations in the mixed-autonomy traffic system using boundary control design. The mixed traffic dynamics are described by 4 x 4 hyperbolic partial differential equations (PDEs), governing the propagation of four waves of traffic, including the density of HV, the density of AV, the friction between the two vehicle classes from driving interactions and the averaged velocity. We propose an event-triggered boundary control design since control signals of the traffic light on ramp or the varying speed limit cannot be continuously updated. We apply the event-triggered mechanism for a PDE backstepping controller and obtain a dynamic triggering condition. Lyapunov analysis is performed to prove the exponential stability of the closed-loop system with the event-triggered controller. Numerical simulation demonstrates the efficiency of the proposed event-trigger control design. We analyzed how the car-following spacing of AV affects the event-triggering mechanism of the control input in mixed-autonomy traffic.
- A. Aw and M. Rascle. Resurrection of ”second order” models of traffic flow. SIAM journal on applied mathematics, 60(3):916–938, 2000.
- Stop-and-go suppression in two-class congested traffic. Automatica, 125:109381, 2021.
- Traffic flow control on cascaded roads by event-triggered output feedback. International Journal of Robust and Nonlinear Control, 32(10):5919–5949, 2022.
- Event-based control of linear hyperbolic systems of conservation laws. Automatica, 70:275–287, 2016.
- Event-triggered model predictive schemes for freeway traffic control. Transportation Research Part C: Emerging Technologies, 58:554–567, 2015.
- A. Girard. Dynamic triggering mechanisms for event-triggered control. IEEE Transactions on Automatic Control, 60(7):1992–1997, 2014.
- Speed limit and ramp meter control for traffic flow networks. Engineering Optimization, 48(7):1121–1144, 2016.
- G. Gomes and R. Horowitz. Optimal freeway ramp metering using the asymmetric cell transmission model. Transportation Research Part C: Emerging Technologies, 14(4):244–262, 2006.
- Control of homodirectional and general heterodirectional linear coupled hyperbolic PDEs. IEEE Transactions on Automatic Control, 61(11):3301–3314, 2016.
- I. Karafyllis and M. Papageorgiou. Feedback control of scalar conservation laws with application to density control in freeways by means of variable speed limits. Automatica, 105:228–236, 2019.
- On kinematic waves ii. a theory of traffic flow on long crowded roads. Proceedings of the Royal Society of London. Series A. Mathematical and Physical Sciences, 229(1178):317–345, 1955.
- R. Mohan and G. Ramadurai. Heterogeneous traffic flow modelling using second-order macroscopic continuum model. Physics Letters A, 381(3):115–123, 2017.
- Hierarchical centralized/decentralized event-triggered control of multiclass traffic networks. IEEE Transactions on Control Systems Technology, 29(4):1549–1564, 2020.
- P. I. Richards. Shock waves on the highway. Operations research, 4(1):42–51, 1956.
- Freeway traffic control: A survey. Automatica, 130:109655, 2021.
- P. Tabuada. Event-triggered real-time scheduling of stabilizing control tasks. IEEE Transactions on Automatic control, 52(9):1680–1685, 2007.
- Simultaneous downstream and upstream output-feedback stabilization of cascaded freeway traffic. Automatica, 136:110044, 2022.
- H. Yu and M. Krstic. Traffic congestion control for Aw–Rascle–Zhang model. Automatica, 100:38–51, 2019.
- H. M. Zhang. A non-equilibrium traffic model devoid of gas-like behavior. Transportation Research Part B: Methodological, 36(3):275–290, 2002.
- L. Zhang and C. Prieur. Stochastic stability of markov jump hyperbolic systems with application to traffic flow control. Automatica, 86:29–37, 2017.
- Hyperbolicity and kinematic waves of a class of multi-population partial differential equations. European Journal of Applied Mathematics, 17(2):171–200, 2006.
- Mean-square exponential stabilization of mixed-autonomy traffic PDE system. arXiv preprint arXiv:2310.15547, 2023.