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
Link To Document :
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