LQ Control of Traffic Flow Models via Variable Speed Limits (2403.02507v1)
Abstract: In this paper, an extension of a linear control design for hyperbolic linear partial differential equations is presented for a first-order traffic flow model. Starting from the Lighthill-Whitham-Richards (LWR) model, variable speed limit control (VSL) is applied through a modification of Greenshield's equilibrium flow model. Then, an optimal linear quadratic (LQ) controller is designed on the linear LWR model. The LQ state feedback function is found via the solution of a Riccati differential equation. Unlike previous studies, the control input is the rate of change of the input, not the input itself. The proposed controller is then verified on both the linear and nonlinear models. In both cases, the controller is able to drive the system to a desired density profile. In the nonlinear application, a higher control gain is needed to achieve similar results as in the linear case.
- D. Schrank, T. Lomax, and B. Eisele, “2021 urban mobility report,” Texas Transportation Institute, 2021. [Online]. Available: http://mobility.tamu.edu/ums/report
- B. Pishue, “2022 INRIX Global Traffic Scorecard,” in INRIX (January 2023), 2023.
- G. Cookson and B. Pishue, “2016 INRIX Global Traffic Scorecard,” in INRIX (January 2017), 2017.
- M. J. Lighthill and G. B. Whitham, “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, vol. 229, no. 1178, pp. 317–345, 1955.
- P. I. Richards, “Shock waves on the highway,” Operations research, vol. 4, no. 1, pp. 42–51, 1956.
- L. Tumash, C. Canudas-de Wit, and M. L. Delle Monache, “Robust tracking control design for fluid traffic dynamics,” in 2019 IEEE 58th Conference on Decision and Control (CDC). IEEE, 2019, pp. 4085–4090.
- R. C. Carlson, I. Papamichail, and M. Papageorgiou, “Local feedback-based mainstream traffic flow control on motorways using variable speed limits,” IEEE Transactions on intelligent transportation systems, vol. 12, no. 4, pp. 1261–1276, 2011.
- A. Spiliopoulou, M. Kontorinaki, M. Papageorgiou, and P. Kopelias, “Macroscopic traffic flow model validation at congested freeway off-ramp areas,” Transportation Research Part C: Emerging Technologies, vol. 41, pp. 18–29, 2014.
- H. Yu, M. Diagne, L. Zhang, and M. Krstic, “Bilateral boundary control of moving shockwave in LWR model of congested traffic,” IEEE Transactions on Automatic Control, vol. 66, no. 3, pp. 1429–1436, 2020.
- H. Liu, C. Claudel, and R. Machemehl, “Robust traffic control using a first order macroscopic traffic flow model,” IEEE Transactions on Intelligent Transportation Systems, vol. 23, no. 7, pp. 8048–8062, 2021.
- H. Yu and M. Krstic, “Adaptive output feedback for aw-rascle-zhang traffic model in congested regime,” in 2018 Annual American Control Conference (ACC). IEEE, 2018, pp. 3281–3286.
- ——, “Traffic congestion control for Aw-Rascle-Zhang model,” Automatica, vol. 100, pp. 38–51, 2019.
- H. Yu, S. Park, A. Bayen, S. Moura, and M. Krstic, “Reinforcement learning versus PDE backstepping and PI control for congested freeway traffic,” arXiv preprint arXiv:1904.12957, 2019.
- C. Pasquale, S. Sacone, and S. Siri, “Closed-loop stability of freeway traffic systems with ramp metering control,” in 2018 IEEE Conference on Decision and Control (CDC). IEEE, 2018, pp. 223–228.
- L. Tumash, C. C. de Wit, and M. L. Delle Monache, “Boundary control design for traffic with nonlinear dynamics,” IEEE Transactions on Automatic Control, 2021.
- I. Papamichail, K. Kampitaki, M. Papageorgiou, and A. Messmer, “Integrated ramp metering and variable speed limit control of motorway traffic flow,” IFAC Proceedings Volumes, vol. 41, no. 2, pp. 14 084–14 089, 2008.
- S. Liu, H. Hellendoorn, and B. De Schutter, “Model predictive control for freeway networks based on multi-class traffic flow and emission models,” IEEE Transactions on Intelligent Transportation Systems, vol. 18, no. 2, pp. 306–320, 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, vol. 105, pp. 228–236, 2019.
- D. Pisarski and C. Canudas-de Wit, “Nash game-based distributed control design for balancing traffic density over freeway networks,” IEEE Transactions on Control of Network Systems, vol. 3, no. 2, pp. 149–161, 2015.
- A. A. Moghadam, I. Aksikas, S. Dubljevic, and J. F. Forbes, “Lq control of coupled hyperbolic pdes and odes: Application to a cstr-pfr system,” IFAC Proceedings Volumes, vol. 43, no. 5, pp. 721–726, 2010.
- I. Aksikas, A. Fuxman, J. F. Forbes, and J. J. Winkin, “Lq control design of a class of hyperbolic pde systems: Application to fixed-bed reactor,” Automatica, vol. 45, no. 6, pp. 1542–1548, 2009.
- R. Carlson, “Mainstream traffic flow control on motorways,” Ph.D. dissertation, Ph. D. dissertation, Tech. Univ. Crete, Chania, Greece, 2011.