Motorway traffic state estimation based on extended Kalman filter

This paper addresses the design of traffic state estimator for traffic flow in motorway stretches. Motorway traffic dynamics is modelled by a stochastic macroscopic traffic flow model, while a traffic state estimator is designed based on the extended-Kalman-filtering methodology. Besides the estimation of normal traffic variables, the developed traffic state estimator deals with the on-line estimation of unknown model parameters. Simulation investigations were conducted to test the traffic state estimator under various traffic conditions in a motorway stretch.

[1]  N. E. Nahi Freeway-traffic data processing , 1973 .

[2]  N. E. Nahi,et al.  Recursive Estimation of Traffic Variables: Section Density and Average Speed , 1973 .

[3]  M. Cremer Flow Variables: Estimation , 1991 .

[4]  Denos C. Gazis,et al.  On-Line Estimation of Traffic Densities from Time-Series of Flow and Speed Data , 1971 .

[5]  Scott A. Bortoff,et al.  An observer for highway traffic systems , 1998, Proceedings of the 37th IEEE Conference on Decision and Control (Cat. No.98CH36171).

[6]  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 .

[7]  M Cremer,et al.  A COMPREHENSIVE CONCEPT FOR SIMULTANEOUS STATE OBSERVATION, PARAMETER ESTIMATION AND INCIDENT DETECTION , 1990 .

[8]  Mohinder S. Grewal,et al.  Identification of Parameters in a Freeway Traffic Model , 1976, IEEE Transactions on Systems, Man, and Cybernetics.

[9]  Markos Papageorgiou,et al.  Real-time freeway traffic state estimation based on extended Kalman filter: a general approach , 2005 .

[10]  S A Smulders,et al.  Modelling and filtering of freeway traffic flow , 1987 .

[11]  M Cremer,et al.  EINSATZ REGELUNGSTECHNISCHER MITTEL ZUR VERBESSERUNG DES VERKEHRSABLAUFS AUF SCHNELLSTRASSEN , 1980 .

[12]  Markos Papageorgiou,et al.  ESTIMATION OF TRAFFIC DENSITY ON MOTORWAYS , 1988 .

[13]  Denos C. Gazis,et al.  Application of Kalman Filtering to the Surveillance and Control of Traffic Systems , 1972 .