As technologies continue to mature, the concept of IntelliDrive has gained significant interest. Besides its application on traffic safety, IntelliDrive also has great potential to improve traffic operations. In this context, an interesting question arises: If the trajectories of a small percentage of vehicles (IntelliDrive vehicles) can be measured in real time, how can we use such data to improve traffic management. This research serves as a starting point that aims to produce a paradigm shift to optimize the traffic signal control from the use of the conventional fixed-point loop detector data to the use of mobile vehicle trajectory-based data. Since the change of density on arterials can help traffic engineers to track the queue length at intersections, which is important for traffic signal optimization, in this project we will focus on the estimation of traffic density on urban arterials when trajectories from a small percentage of vehicles are available. Most previous work, however, focuses on freeway density estimation based merely on detector data. In this research, we adopt the MARCOM (Markov Compartment) model developed by Davis and Kang (1994) to describe arterial traffic states. We then implement a hybrid extended Kalman filter to integrate the approximated MARCOM with fixed-point and vehicle-trajectory measurements. We test the proposed model on a single signal link simulated using VisSim. Test results show that the hybrid extended Kalman filter with vehicle-trajectory data can significantly improve density estimation.


    Zugriff

    Zugriff über TIB

    Verfügbarkeit in meiner Bibliothek prüfen


    Exportieren, teilen und zitieren



    Titel :

    Development of Algorithms for Travel Time-Based Traffic Signal Timing, Phase I: A Hybrid Extended Kalman Filtering Approach for Traffic Density Estimation along Signalized Arterials


    Beteiligte:
    H. X. Liu (Autor:in) / X. Di (Autor:in)

    Erscheinungsdatum :

    2010


    Format / Umfang :

    38 pages


    Medientyp :

    Report


    Format :

    Keine Angabe


    Sprache :

    Englisch




    Hybrid Extended Kalman Filtering Approach for Traffic Density Estimation along Signalized Arterials

    Di, Xuan / Liu, Henry X. / Davis, Gary A. | Transportation Research Record | 2010



    Traffic flow characteristics on signalized arterials

    Gartner, Nathan H. / Wagner, Peter | Deutsches Zentrum für Luft- und Raumfahrt (DLR) | 2004

    Freier Zugriff

    Estimating time travel distributions on signalized arterials

    MARGULICI J D / ADDA KEVIN / GUÉZIEC ANDRÉ et al. | Europäisches Patentamt | 2021

    Freier Zugriff

    ESTIMATING TIME TRAVEL DISTRIBUTIONS ON SIGNALIZED ARTERIALS

    ROJAS EDGAR / MARGULICI J D / ADDA KEVIN et al. | Europäisches Patentamt | 2021

    Freier Zugriff