• DocumentCode
    2369646
  • Title

    Arterial travel time estimation based on vehicle re-identification using magnetic sensors: Performance analysis

  • Author

    Sanchez, Rene O. ; Flores, Christopher ; Horowitz, Roberto ; Rajagopal, Ram ; Varaiya, Pravin

  • Author_Institution
    Dept. of Mech. Eng., Univ. of California, Berkeley, CA, USA
  • fYear
    2011
  • fDate
    5-7 Oct. 2011
  • Firstpage
    997
  • Lastpage
    1002
  • Abstract
    Two versions of an arterial travel time estimation method based on vehicle re-identification using wireless magnetic sensors were studied across an arterial segment with multiple intersections. Both methods are based on the same travel time estimation system, but one of them uses the so called original signal processing algorithm while the other one uses a recently modified version of it. Both methods were tested on a 0.51 km (0.32 mile)-long segment of West 34th Street in New York, NY, under harsh driving conditions (i.e. right after a winter storm). The original and modified system results were compared against ground truth data obtained from video. Based on the ground truth data it was possible to determine the travel time distribution and the percentage of vehicles that each of the different methods was able to re-identify. During an analysis period of 45 minutes, 318 vehicles were registered to go across the arterial segment. The original method has a 62% re-identification rate, while the modified method has a 69% rate. Based on comparisons of travel time distribution and empirical cumulative distribution functions, it was observed that the modified method travel time distribution is closely related to the ground truth distribution, while the original method significantly diverges from the ground truth at long travel times.
  • Keywords
    magnetic sensors; road traffic; road vehicles; traffic engineering computing; arterial travel time estimation; ground truth data; performance analysis; vehicle re-identification; wireless magnetic sensors; Estimation; Magnetic sensors; Sensor arrays; Vehicle detection; Vehicles; Arterial Performance Measures; Magnetic Signature; Real-Time Travel Time Estimation; Vehicle Re-Identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Transportation Systems (ITSC), 2011 14th International IEEE Conference on
  • Conference_Location
    Washington, DC
  • ISSN
    2153-0009
  • Print_ISBN
    978-1-4577-2198-4
  • Type

    conf

  • DOI
    10.1109/ITSC.2011.6083003
  • Filename
    6083003