• DocumentCode
    2687014
  • Title

    Trajectory-oriented EKF-SLAM using the Fourier-Mellin Transform applied to Microwave Radar Images

  • Author

    Gérossier, Franck ; Checchin, Paul ; Blanc, Christophe ; Chapuis, Roland ; Trassoudaine, Laurent

  • fYear
    2009
  • fDate
    10-15 Oct. 2009
  • Firstpage
    4925
  • Lastpage
    4930
  • Abstract
    This paper is concerned with the simultaneous localization and mapping (SLAM) application using data obtained from a microwave radar sensor. The radar scanner is based on the frequency modulated continuous wave (FMCW) technology. In order to overcome the complexity of radar image analysis, a trajectory-oriented EKF-SLAM technique using data from a 360° field of view radar sensor has been developed. This process makes no landmark assumptions and avoids the data association problem. The method of egomotion estimation makes use of the Fourier-Mellin transform for registering radar images in a sequence, from which the rotation and translation of the sensor motion can be estimated. In the context of the scan-matching SLAM, the use of the Fourier-Mellin transform is original and provides an accurate and efficient way of computing the rigid transformation between consecutive scans. Experimental results on real-world data are presented. Moreover a performance evaluation of the results is carried out. A comparative study between the output data of the proposed method and the data processed with smoothing approaches to SLAM is also achieved.
  • Keywords
    CW radar; FM radar; Fourier transforms; Kalman filters; SLAM (robots); image registration; image sequences; microwave imaging; motion estimation; nonlinear filters; radar imaging; Fourier-Mellin transform; egomotion estimation; frequency modulated continuous wave technology; image sequence; microwave radar images; microwave radar sensor; radar image registration; radar scanner; scan-matching SLAM; trajectory-oriented EKF-SLAM; Fourier transforms; Frequency modulation; Image motion analysis; Image sensors; Image sequence analysis; Microwave sensors; Motion estimation; Radar applications; Radar imaging; Simultaneous localization and mapping;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Intelligent Robots and Systems, 2009. IROS 2009. IEEE/RSJ International Conference on
  • Conference_Location
    St. Louis, MO
  • Print_ISBN
    978-1-4244-3803-7
  • Electronic_ISBN
    978-1-4244-3804-4
  • Type

    conf

  • DOI
    10.1109/IROS.2009.5354548
  • Filename
    5354548