Improved online estimation methods for a feedback-based freeway ramp metering strategy

Kaan Ozbay, Ilgin Yasar, Pushkin Kachroo

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

The critical density of a freeway link is subject to changes over time owing to such circumstances as environmental conditions (snow, rain, etc.) and traffic incidents. Because of the critical density impacts on the performance of some ramp metering strategies that make use of it as a threshold value for control action, it is necessary to trace the real value of critical density. This paper presents improvements to the methodology for the online estimation of critical density using the extended Kalman filter (EKF) proposed by Ozbay et al. (2006) [1]. Basically, critical density and density of the freeway section are chosen as the state variables to be determined using the system output, namely the measurement of traffic flow and occupancy on the downstream freeway link. The effectiveness of the proposed method is evaluated using the feedback-based ramp metering strategy ALINEA [2]. A number of simulations are run to investigate the sensitivity of the proposed methodology with respect to initial estimates and time step size selection. Also, the methodology's capability of tracking gradual and sudden changes in real-time critical density is examined. This new methodology provided successful performances based on the macroscopic simulation evaluation using MATLAB.

Original languageEnglish (US)
Title of host publicationProceedings of ITSC 2006
Subtitle of host publication2006 IEEE Intelligent Transportation Systems Conference
Pages412-417
Number of pages6
StatePublished - Dec 1 2006
EventITSC 2006: 2006 IEEE Intelligent Transportation Systems Conference - Toronto, ON, Canada
Duration: Sep 17 2006Sep 20 2006

Publication series

NameIEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC

Other

OtherITSC 2006: 2006 IEEE Intelligent Transportation Systems Conference
CountryCanada
CityToronto, ON
Period9/17/069/20/06

    Fingerprint

ASJC Scopus subject areas

  • Engineering(all)

Cite this

Ozbay, K., Yasar, I., & Kachroo, P. (2006). Improved online estimation methods for a feedback-based freeway ramp metering strategy. In Proceedings of ITSC 2006: 2006 IEEE Intelligent Transportation Systems Conference (pp. 412-417). [1706776] (IEEE Conference on Intelligent Transportation Systems, Proceedings, ITSC).