• DocumentCode
    288519
  • Title

    Fuzzy ARTMAP automatic target recognition from single and multiple wavelength radar range profiles

  • Author

    Rubin, Mark A.

  • Author_Institution
    Div. of Phys., Naval Air Warfar Center, China Lake, CA, USA
  • Volume
    3
  • fYear
    1994
  • fDate
    27 Jun-2 Jul 1994
  • Firstpage
    1613
  • Abstract
    We investigate the use of the Fuzzy ARTMAP neural network for automatic classification of targets based on their radar range profiles. Tests on synthetic data indicate that arbitrarily high accuracy may be achieved by increasing sufficiently the number of aspects used during training. Improvement of accuracy with a fixed number of training aspects can be achieved by simultaneous use of profiles taken at different wavelengths. The problem of rejecting patterns not present in the training set is also examined
  • Keywords
    fuzzy neural nets; learning (artificial intelligence); pattern classification; radar target recognition; Fuzzy ARTMAP; automatic target classification; learning; neural network; radar range profiles; wavelengths; Character recognition; Neural networks; Optical reflection; Pattern recognition; Radar; Signal generators; Sorting; Target recognition; Testing; Voting;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Neural Networks, 1994. IEEE World Congress on Computational Intelligence., 1994 IEEE International Conference on
  • Conference_Location
    Orlando, FL
  • Print_ISBN
    0-7803-1901-X
  • Type

    conf

  • DOI
    10.1109/ICNN.1994.374397
  • Filename
    374397