• DocumentCode
    2475131
  • Title

    Vehicle re-identification with a single magnetic sensor

  • Author

    Charbonnier, Sylvie ; Pitton, Anne-Cécile ; Vassilev, Andréa

  • Author_Institution
    Gipsa-Lab., Univ. Joseph Fourier, Grenoble, France
  • fYear
    2012
  • fDate
    13-16 May 2012
  • Firstpage
    380
  • Lastpage
    385
  • Abstract
    Vehicle re-identification enables the calculation of travel times and origin-destination matrices. These are key data for modeling and therefore optimizing the traffic flow. This paper compares the performances of different vehicle re-identification methods using the vehicle tridimensional magnetic signature recorded with a single three-axis magnetic sensor. These methods based on temporal distances and on features extraction are evaluated. The results obtained on a large data-base composed of signatures from 25 different vehicles show that the tridimensional Dynamic Time Warping is able to correctly re-identify 80% of the vehicles without any false alarms. To reduce its computational time, it can be combined with a Gaussian maximum likelihood classifier using temporal features through cascading rules without significantly reducing the re-identification performances. Moreover, the influence of the vehicle orientation to the North on the re-identification performances is evaluated and shown to be limited, which enables the re-identification of vehicles after a change of direction.
  • Keywords
    Gaussian processes; feature extraction; magnetic recording; magnetic sensors; pattern classification; road vehicles; Gaussian maximum likelihood classifier; computational time reduction; features extraction evaluation; origin-destination matrix; single three-axis magnetic sensor; temporal feature distance evaluation; traffic flow optimization; travel time calculation; tridimensional dynamic time warping; vehicle reidentification method; vehicle tridimensional magnetic signature recording; Correlation; Detectors; Magnetic fields; Magnetic sensors; Tin; Vehicles; Gaussian maximum likelihood classifier; Magnetic sensor; induced magnetization; similarity measures; vehicle re-identification;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Instrumentation and Measurement Technology Conference (I2MTC), 2012 IEEE International
  • Conference_Location
    Graz
  • ISSN
    1091-5281
  • Print_ISBN
    978-1-4577-1773-4
  • Type

    conf

  • DOI
    10.1109/I2MTC.2012.6229117
  • Filename
    6229117