Abstract
A novel freeway traffic control design framework is proposed in the chapter. The derivation is based on the parameter-dependent reformulation of the second-order macroscopic freeway model. Hard physical constraints are handled implicitly, by introducing additional scheduling parameter for controller saturation measure. The ramp metering problem is then formulated as an induced \({\mathcal{L}}_{2}\) norm minimization, where the effects of undesired traffic phenomena are attenuated on the network throughput. The solution of the resulting problem involves convex optimization methods subjected to Linear Matrix Inequalities. A numerical example is given to validate the parameter-dependent controller and evaluate its effectiveness under various traffic situations.
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Notes
- 1.
In contrast to individual user based optimum.
- 2.
For ease notations.
- 3.
E w selects the unmeasured part of the generalized disturbance d(k).
- 4.
That is where the acronym ALINEA originates from.
References
Apkarian P, Gahinet P (1995) A convex characterization of gain-scheduled \({\mathcal{H}}_{\infty }\) controllers. IEEE Trans Automat Contr 40(5):853–864
Apkarian P, Gahinet P, Becker G (1995) Self-scheduled \({\mathcal{H}}_{\infty }\) control of linear parameter-varying systems: a design example. Automatica 31(9):1251–1261
Baranyi P (2004) TP model transformation as a way to LMI based controller design. IEEE Trans Ind Electron 51(2):387–400
Becker G, Packard A (1994) Robust performance of linear parametrically varying systems using parametrically dependent linear feedback. Syst Contr Lett 23(3): 205–215
Bellemans T, De Schutter B, De Moor B (2003) Anticipative model predictive control for ramp metering in freeway networks. Proc Am Contr Conf Denver Colorado, 4070–4082
Hegyi A, De Schutter B, Hellendoorn H (2005) Model predictive control for optimal coordination of ramp metering and variable speed limits. Transport Res C 13(3):185–209
Jacquet D, Jaglin J, Koenig D, De Wit CC (2006) Non-local feedback ramp metering controller design. In: Proceedings of the 11th IFAC Symposium on Control in Transportation Systems, CTS
Kachroo P, Özbay K (2004) Feedback ramp metering in intelligent transportation systems. Kluwer Academic, New York
Kotsialos A, Papageorgiou M (2004) Nonlinear optimal control applied to coordinated ramp metering. IEEE Trans Contr Syst Tech 12(6):920–933
Lighthill MJ, Whitham GB (1955) On kinematic waves II. A theory of traffic flow on long crowded roads. Proc Roy Soc Lond Ser A Math Phys Sci 229:317–345
Luspay T, Kulcsár B, Varga I, Bokor J (2010) Parameter-dependent modeling of freeway traffic flow. Transport Res C 18(4):471–488
Luspay T, Kulcsár B, van Wingerden J-W, Verhaegen M, Bokor J (2011) Linear parameter varying identification of freeway traffic models. IEEE Trans Contr Syst Tech 19(1):31–45
Masher DP, Ross DW, Wong PJ, Tuan PL, Zeidler PL, Peracek S (1975) Guidelines for design and operating of ramp control systems. SRI, Menid Park, CA, Standford Res. Inst. Rep. NCHRP 3-22, SRI Project 3340
Papageorgiou M (1998) Some remarks on macroscopic traffic flow modeling. Transport Res A 32(5):323–329
Papageorgiou M (2002) Freeway ramp metering: an overview. IEEE Trans Intell Transport Syst 3(4):271–281
Papageorgiou M, Blosseville JM, Hadj-Salem H (1990) Modelling and real-time control of traffic flow on the southern part of Boulevard Priphrique in Paris: Part I: Modelling, Part II. Coordinated on-ramp metering. Transport Res A 24(5):345–370
Papageorgiou M, Hadj-Salem H, Middelham F (1998) ALINEA local ramp metering - summary of field result. Transport Res Rec 1603:90–98
Payne HJ (1971) Models of freeway traffic and control. Simulat Counc Proc Ser Math Model Publ Syst 1(1):51–61
Scherer C, Weiland S (2005) Linear matrix inequalities in control. Lecture notes DISC
Shamma J, Athans M (1991) Guaranteed properties of gain scheduled control of linear parameter-varying plants. Automatica 27(3):559–564
Wattleworth JA (1965) Peak-period analysis and control of freeway system. Highway Res Rec 157:1–21
Whitham GB (1974) Linear and nonlinear waves. John Wiley, NY
Wu F (1995) Control of linear parameter varying systems. PhD dissertation, University of California at Berkeley
Wu F, Grigoriadis KM, Packard A (2000) Anti-windup controller design using linear parameter-varying control methods. Int J Contr 73(12):1104–1114
Zhou K, Doyle JC, Glover K (1996) Robust and optimal control, Prentice Hall, Englewood Cliffs, New Jersey
Acknowledgments
This work is connected to the scientific program of the “Development of quality-oriented and harmonized R + D + I strategy and functional model at BME” project. The authors gratefully acknowledge to the support by the New Széchenyi Plan (Project ID: TÁMOP-4.2.1/B-09/1/KMR-2010-0002) and by the Hungarian scientific research fund (OTKA) through grant No. CNK 78168. This work has been partially supported by Chalmers’ new initiatives in Transportation, therefore B. Kulcsár acknowledges the support of the Area of Advance in Transportation and Aeje.
The authors would like to address special thanks to the head of Systems and Control Research Group, Professor József Bokor for his unique support of this research.
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Luspay, T., Péni, T., Kulcsár, B. (2012). Constrained Freeway Traffic Control via Linear Parameter Varying Paradigms. In: Mohammadpour, J., Scherer, C. (eds) Control of Linear Parameter Varying Systems with Applications. Springer, Boston, MA. https://doi.org/10.1007/978-1-4614-1833-7_18
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