• DocumentCode
    2578392
  • Title

    Traffic parameter estimation on motorway networks by combination of filtering techniques

  • Author

    Wang, Yubin ; Yuan, Yufei ; Vrancken, Jos

  • Author_Institution
    Fac. of Technol., Policy & Manage., Delft Univ. of Technol., Delft, Netherlands
  • fYear
    2009
  • fDate
    11-14 Oct. 2009
  • Firstpage
    3558
  • Lastpage
    3562
  • Abstract
    In order to perform road traffic control, it is very important to estimate the traffic parameters which can not be measured directly from sensors. In this paper, we will focus on turn fraction estimation based on a new road network representation which is used in traffic control software at the Dutch traffic management company Trinite Automatisering B.V. The common approach for the turn fraction estimation is by applying Kalman filter. However, the sensor information for motorways is not always available due to the fact that there are no physical sensors or detector failure on some parts of motorways. In this case, Kalman filter can not be applied to estimate turn fraction. A new approach by combining of Kalman filter and a low pass data filtering technology called Treiber-Helbing-filter is presented. This approach can contribute solving the problem by using Treiber-Helbing-filter to complete the missing data firstly. Then, turn fraction is able to estimate by using Kalman filter and visualize in traffic control software.
  • Keywords
    Kalman filters; control engineering computing; estimation theory; low-pass filters; road traffic; traffic control; traffic engineering computing; Kalman filter; Treiber-Helbing-filter; low pass data filtering technology; motorway network; road network representation; road traffic control; traffic control software; traffic parameter estimation; turn fraction estimation; Communication system traffic control; Data visualization; Detectors; Filtering; Low pass filters; Parameter estimation; Performance evaluation; Roads; Telecommunication traffic; Traffic control; Traffic Control; Traffic Parameters Estimation; Turn Fraction Estimation;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man and Cybernetics, 2009. SMC 2009. IEEE International Conference on
  • Conference_Location
    San Antonio, TX
  • ISSN
    1062-922X
  • Print_ISBN
    978-1-4244-2793-2
  • Electronic_ISBN
    1062-922X
  • Type

    conf

  • DOI
    10.1109/ICSMC.2009.5346707
  • Filename
    5346707