• DocumentCode
    2970836
  • Title

    Intelligent Electronic Navigational Aids: A New Approach

  • Author

    Barbu, Costin ; Lohrenz, Maura ; Layne, Geary

  • Author_Institution
    Naval Res. Lab., MS
  • fYear
    2006
  • fDate
    Dec. 2006
  • Firstpage
    109
  • Lastpage
    116
  • Abstract
    Intelligent devices, with smart clutter management capabilities, can enhance a user´s situational awareness under adverse conditions. Two approaches to assist a user with target detection and clutter analysis are presented, and suggestions on how these tools could be integrated with an electronic chart system are further detailed. The first tool, which can assist a user in finding a target partially obscured by display clutter, is a multiple-view generalization of AdaBoost. The second technique determines a meaningful measure of clutter in electronic displays by clustering features in both geospatial and color space. The clutter metric correlates with preliminary, subjective, clutter ratings. The user can be warned if display clutter is a potential hazard to performance. Synthetic and real data sets are used for performance evaluation of the proposed technique compared with recent classifier fusion strategies
  • Keywords
    aerospace computing; computer displays; computerised navigation; human factors; image classification; learning (artificial intelligence); pattern clustering; sensor fusion; target tracking; AdaBoost; classifier fusion system; electronic chart system; electronic displays; image analysis tools; intelligent devices; intelligent electronic navigational aids; smart clutter management capabilities; user situational awareness; Aerospace electronics; Aircraft navigation; Biometrics; Displays; Extraterrestrial measurements; Hazards; Image color analysis; Laboratories; Military aircraft; Object detection;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Machine Learning and Applications, 2006. ICMLA '06. 5th International Conference on
  • Conference_Location
    Orlando, FL
  • Print_ISBN
    0-7695-2735-3
  • Type

    conf

  • DOI
    10.1109/ICMLA.2006.30
  • Filename
    4041478