• DocumentCode
    1255966
  • Title

    Convergence properties of the multistage constant modulus array for correlated sources

  • Author

    Mathur, Amit ; Keerthi, Arvind V. ; Shynk, John J. ; Gooch, Richard P.

  • Author_Institution
    Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA, USA
  • Volume
    45
  • Issue
    1
  • fYear
    1997
  • fDate
    1/1/1997 12:00:00 AM
  • Firstpage
    280
  • Lastpage
    286
  • Abstract
    A steady-state analysis of the multistage constant modulus (CM) array is presented for the case of correlated source signals. Using a Wiener model for the converged adaptive algorithms, it is demonstrated that because of the cascade structure, signal cross-correlation causes “phantom” sources to be present. The resulting signal leakage in the adaptive cancellers between stages causes an increase in the minimum mean-square error. A parallel implementation that overcomes this loss in performance is described; it requires an initialization strategy to ensure that each stage captures a different source. Computer simulations are presented to illustrate the convergence properties of the cascade and parallel CM array systems and to verify the theoretical results
  • Keywords
    adaptive signal processing; array signal processing; cochannel interference; convergence of numerical methods; correlation methods; direction-of-arrival estimation; interference suppression; parallel processing; Wiener model; adaptive cancellers; cascade CM array systems; cascade structure; computer simulations; converged adaptive algorithms; convergence properties; correlated source signals; initialization strategy; minimum mean-square error; multistage constant modulus array; parallel implementation; phantom sources; signal crosscorrelation; signal leakage; steady-state analysis; Adaptive arrays; Antenna arrays; Computer simulation; Convergence; Covariance matrix; Performance loss; Signal analysis; Signal processing; Signal processing algorithms; Steady-state;
  • fLanguage
    English
  • Journal_Title
    Signal Processing, IEEE Transactions on
  • Publisher
    ieee
  • ISSN
    1053-587X
  • Type

    jour

  • DOI
    10.1109/78.552231
  • Filename
    552231