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
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