• DocumentCode
    88671
  • Title

    Classification of Driving Direction in Traffic Surveillance Using Magnetometers

  • Author

    Wahlstrom, Niklas ; Hostettler, Roland ; Gustafsson, Fredrik ; Birk, Wolfgang

  • Author_Institution
    Div. of Autom. Control, Linkoping Univ., Linkoping, Sweden
  • Volume
    15
  • Issue
    4
  • fYear
    2014
  • fDate
    Aug. 2014
  • Firstpage
    1405
  • Lastpage
    1418
  • Abstract
    Traffic monitoring using low-cost two-axis magnetometers is considered. Although detection of metallic vehicles is rather easy, detecting the driving direction is more challenging. We propose a simple algorithm based on a nonlinear transformation of the measurements, which is simple to implement in embedded hardware. A theoretical justification is provided, and the statistical properties of the test statistic are presented in closed form. The method is compared with the standard likelihood ratio test on both simulated data and real data from field tests, where very high detection rates are reported, despite the presence of sensor saturation, measurement noise, and near-field effects of the magnetic field.
  • Keywords
    computerised monitoring; magnetometry; pattern classification; statistical testing; surveillance; traffic information systems; driving direction classification; standard likelihood ratio test; test statistic; traffic surveillance; two-axis magnetometers; Magnetic moments; Magnetometers; Noise; Roads; Trajectory; Vectors; Vehicles; Classification; driving direction; magnetometer; traffic surveillance; wireless sensor network;
  • fLanguage
    English
  • Journal_Title
    Intelligent Transportation Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1524-9050
  • Type

    jour

  • DOI
    10.1109/TITS.2014.2298199
  • Filename
    6731514