• DocumentCode
    827589
  • Title

    Improved clutter mitigation performance using knowledge-aided space-time adaptive processing

  • Author

    Bergin, Jameson S. ; Teixeira, Christopher M. ; Techau, Paul M. ; Guerci, Joseph R.

  • Author_Institution
    Inf. Syst. Labs., Inc., Vienna, VA
  • Volume
    42
  • Issue
    3
  • fYear
    2006
  • fDate
    7/1/2006 12:00:00 AM
  • Firstpage
    997
  • Lastpage
    1009
  • Abstract
    This paper presents a framework for incorporating knowledge sources directly in the space-time beamformer of airborne adaptive radars. The algorithm derivation follows the usual linearly-constrained minimum-variance (LCMV) space-time beamformer with additional constraints based on a model of the clutter covariance matrix that is computed using available knowledge about the operating environment. This technique has the desirable property of reducing sample support requirements by "blending" the information contained in the observed radar data and the a priori knowledge sources. Applications of the technique to both full degree of freedom (DoF) and reduced DoF beamformer algorithms are considered. The performance of the knowledge-aided beam forming techniques are demonstrated using high-fidelity simulated X-band radar data
  • Keywords
    adaptive radar; airborne radar; covariance matrices; knowledge based systems; radar clutter; space-time adaptive processing; X-band; airborne adaptive radars; clutter covariance matrix; clutter mitigation; knowledge sources; knowledge-aided space-time adaptive processing; linearly-constrained minimum-variance; radar data; space-time beamformer; Airborne radar; Convergence; Electronic mail; Image databases; Information systems; Radar clutter; Signal processing algorithms; Spaceborne radar; Spatial databases; Training data;
  • fLanguage
    English
  • Journal_Title
    Aerospace and Electronic Systems, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    0018-9251
  • Type

    jour

  • DOI
    10.1109/TAES.2006.248194
  • Filename
    4014427