• DocumentCode
    10562
  • Title

    Investigation of a Hybrid Algorithm for Sea Ice Drift Measurements Using Synthetic Aperture Radar Images

  • Author

    Berg, Aaron ; Eriksson, Leif E. B.

  • Author_Institution
    Dept. of Earth & Space Sci., Chalmers Univ. of Technol., Gothenburg, Sweden
  • Volume
    52
  • Issue
    8
  • fYear
    2014
  • fDate
    Aug. 2014
  • Firstpage
    5023
  • Lastpage
    5033
  • Abstract
    Areal matching by phase correlation and feature tracking are two complementary methods used to measure sea ice drift between synthetic aperture radar images. This paper evaluates a new algorithm that combines the two methods. Areal matching is improved by new methods to handle large motions and rotated ice. It is shown that areal rotation can be resolved using a frequency-domain approach. Image segmentation is a prerequisite for feature tracking and achieved by a new method that performs better than Otsu´s method for two-component Gaussian mixture distributions. A circular weighted median filter is found to be suitable for the filtering of the motion field. The algorithm is evaluated through a thorough analysis of the response and sensitivity to various algorithm settings. The accuracy of the algorithm varies by up to 50% for one image pair within the studied range of parameter settings, thus indicating the need for a proper initialization of the algorithm.
  • Keywords
    Gaussian distribution; image segmentation; oceanographic techniques; remote sensing by radar; sea ice; synthetic aperture radar; Otsus method; algorithm accuracy; algorithm settings; areal matching; areal rotation; circular weighted median filter; complementary methods; feature tracking; frequency-domain approach; handle large motions; hybrid algorithm investigation; image pair; image segmentation; motion field filtering; parameter setting range; phase correlation; proper algorithm initialization; response analysis; rotated ice; sea ice drift measurements; sensitivity analysis; synthetic aperture radar images; two-component Gaussian mixture distributions; Correlation; Image resolution; Radar tracking; Sea ice; Synthetic aperture radar; Tracking; C-band; feature tracking; phase correlation; rotation; sea ice motion; segmentation; synthetic aperture radar (SAR);
  • fLanguage
    English
  • Journal_Title
    Geoscience and Remote Sensing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0196-2892
  • Type

    jour

  • DOI
    10.1109/TGRS.2013.2286500
  • Filename
    6678642