Coordinated ramp metering for freeway networks – A model-predictive hierarchical control approach

A nonlinear model-predictive hierarchical control approach is presented for coordinated ramp metering of freeway networks. The utilized hierarchical structure consists of three layers: the estimation/prediction layer, the optimization layer and the direct control layer. The previously designed optimal control tool AMOC (Advanced Motorway Optimal Control) is incorporated in the second layer while the local feedback control strategy ALINEA is used in the third layer. Simulation results are presented for the Amsterdam ring-road. The proposed approach outperforms uncoordinated local ramp metering and its efficiency approaches the one obtained by an optimal open-loop solution. It is demonstrated that metering of all on-ramps, including freeway-to-freeway intersections, with sufficient ramp storage space leads to the optimal utilization of the available infrastructure.

[1]  Dipl.-Ing. Svetlana Vukanovic,et al.  Field evaluation of the fuzzy logic based ramp metering algorithm ACCEZZ , 2006 .

[2]  Markos Papageorgiou,et al.  Series of New Local Ramp Metering Strategies: Emmanouil Smaragdis and Markos Papageorgiou , 2003 .

[3]  Markos Papageorgiou,et al.  Efficiency and equity properties of freeway network-wide ramp metering with AMOC , 2004 .

[4]  Michael J. Cassidy,et al.  Increasing Capacity of an Isolated Merge by Metering its On-Ramp , 2004 .

[5]  Markos Papageorgiou,et al.  Traffic flow modeling of large-scale motorwaynetworks using the macroscopic modeling tool METANET , 2002, IEEE Trans. Intell. Transp. Syst..

[6]  Stephen G. Ritchie,et al.  FREEWAY RAMP METERING USING ARTIFICIAL NEURAL NETWORKS , 1997 .

[7]  Panos G Michalopoulos,et al.  Evaluation of Ramp Control Effectiveness in Two Twin Cities Freeways , 2002 .

[8]  M J Schofield,et al.  RAMP METERING ACCESS CONTROL ON M6 MOTORWAY , 1986 .

[9]  Markos Papageorgiou,et al.  Multilayer control system design applied to freeway traffic , 1984 .

[10]  Moshe Ben-Akiva,et al.  DEVELOPMENT AND EVALUATION OF A DYNAMIC RAMP METERING CONTROL MODEL , 1997 .

[11]  Markos Papageorgiou,et al.  RENAISSANCE – A Unified Macroscopic Model-Based Approach to Real-Time Freeway Network Traffic Surveillance , 2006 .

[12]  Roberto Horowitz,et al.  Optimal freeway ramp metering using the asymmetric cell transmission model , 2006 .

[13]  Markos Papageorgiou,et al.  Optimal Coordinated Ramp Metering with Advanced Motorway Optimal Control , 2001 .

[14]  Markos Papageorgiou,et al.  COORDINATED AND INTEGRATED CONTROL OF MOTORWAY NETWORKS VIA NON-LINEAR OPTIMAL CONTROL , 2002 .

[15]  Markos Papageorgiou,et al.  SERIES OF NEW LOCAL RAMP METERING STRATEGIES , 2003 .

[16]  A. Hegyi,et al.  Optimal Coordination of Variable Speed Limits to Suppress Shock Waves , 2003, 42nd IEEE International Conference on Decision and Control (IEEE Cat. No.03CH37475).

[17]  Markos Papageorgiou,et al.  Modelling and real-time control of traffic flow on the southern part of Boulevard Peripherique in Paris: Part I: Modelling , 1990 .

[18]  Wei-Hua Lin A Gaussian maximum likelihood formulation for short-term forecasting of traffic flow , 2001, ITSC 2001. 2001 IEEE Intelligent Transportation Systems. Proceedings (Cat. No.01TH8585).

[19]  I Okutani,et al.  Dynamic prediction of traffic volume through Kalman Filtering , 1984 .

[20]  Lily Elefteriadou,et al.  Probabilistic nature of breakdown at freeway merge junctions , 1995 .

[21]  H. M. Zhang,et al.  Some general results on the optimal ramp control problem , 1996 .

[22]  Mohammed Hadi Coordinated Traffic Responsive Ramp Metering Strategies - An Assessment Based on Previous Studies , 2005 .

[23]  H. M. Zhang,et al.  On optimal freeway ramp control policies for congested traffic corridors , 1999 .

[24]  A. Hegyi,et al.  MPC-based optimal coordination of variable speed limits to suppress shock waves in freeway traffic , 2003, Proceedings of the 2003 American Control Conference, 2003..

[25]  Markos Papageorgiou,et al.  ALINEA Local Ramp Metering: Summary of Field Results , 1997 .

[26]  P J Wong,et al.  GUIDELINES FOR DESIGN AND OPERATION OF RAMP CONTROL SYSTEMS , 1975 .

[27]  B. De Moor,et al.  Model predictive control with repeated model fitting for ramp metering , 2002, Proceedings. The IEEE 5th International Conference on Intelligent Transportation Systems.

[28]  Lily Elefteriadou,et al.  Defining Freeway Capacity as Function of Breakdown Probability , 2001 .

[29]  J A Wattleworth,et al.  PEAK PERIOD ANALYSIS AND CONTROL OF A FREEWAY SYSTEM /WITH DISCUSSION/ , 1965 .

[30]  Markos Papageorgiou,et al.  Local and Optimal Coordinated Ramp Metering for Freeway Networks , 2005, J. Intell. Transp. Syst..

[31]  David M Levinson,et al.  Optimal Freeway Ramp Control without Origin-Destination Information , 2004 .

[32]  Markos Papageorgiou,et al.  Optimal decomposition methods applied to motorway traffic control , 1982 .

[33]  Markos Papageorgiou,et al.  Freeway ramp metering: an overview , 2002, IEEE Trans. Intell. Transp. Syst..

[34]  Markos Papageorgiou,et al.  Modelling and real-time control of traffic flow on the southern part of Boulevard Peripherique in Paris: Part II: Coordinated on-ramp metering , 1990 .

[35]  Markos Papageorgiou,et al.  ALINEA: A LOCAL FEEDBACK CONTROL LAW FOR ON-RAMP METERING , 1990 .

[36]  Leslie N Jacobson,et al.  REAL-TIME METERING ALGORITHM FOR CENTRALIZED CONTROL , 1989 .

[37]  Markos Papageorgiou,et al.  A flow-maximizing adaptive local ramp metering strategy , 2004 .

[38]  Markos Papageorgiou,et al.  METANET: A MACROSCOPIC SIMULATION PROGRAM FOR MOTORWAY NETWORKS , 1990 .

[39]  Billy M. Williams,et al.  Comparison of parametric and nonparametric models for traffic flow forecasting , 2002 .

[40]  Svetlana Vukanovic,et al.  Evaluation and Field Implementation of the Fuzzy Logic Based Ramp Metering Algorithm ACCEZZ , 2006, 2006 IEEE Intelligent Transportation Systems Conference.