DocumentCode :
863314
Title :
A Multistage Hybrid Constant Modulus Array With Constrained Adaptation for Correlated Sources
Author :
Venkataraman, Vishwanath ; Shynk, John J.
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA
Volume :
55
Issue :
6
fYear :
2007
fDate :
6/1/2007 12:00:00 AM
Firstpage :
2509
Lastpage :
2519
Abstract :
The multistage constant modulus (CM) array was previously proposed for capturing multiple received signals in a cochannel signal environment. It consists of a cascade of individual CM array stages combined with adaptive signal cancelers that remove the various signals captured across the stages. However, when the received signals are mutually correlated, the signals captured by the CM array stages are not completely canceled, and previous parallel extensions of the system do not guarantee that different signals will be captured across the stages. In this paper, we present a hybrid implementation of the multistage CM array for separating correlated signals where the canceler weights in the cascade structure provide estimates of the direction vectors of the captured signals. These estimates are then used in a parallel implementation of the linearly constrained CM (LCCM) array leading to the hybrid structure. Since the direction vectors are obtained directly from the canceler weights, the hybrid implementation does not require prior knowledge of the array response matrix and is independent of the type of antennas used in the receiver. The effect of a bias in the direction vector estimates for closely-spaced signals is analyzed, and the steady-state performance of the hybrid structure is compared to that of a conventional constrained implementation for correlated sources. Computer simulations for example cochannel scenarios are provided to illustrate various properties of the system. Mean-square-error (MSE) learning curves indicate that the proposed hybrid LCCM algorithm converges faster and has lower MSE than previous implementations
Keywords :
adaptive signal processing; array signal processing; correlation methods; matrix algebra; mean square error methods; source separation; array response matrix; cochannel scenarios; cochannel signal environment; correlated signals separation; correlated sources; mean-square-error; multiple received signals; multistage hybrid constant modulus array; receiver; steady-state performance; Adaptive arrays; Antenna arrays; Array signal processing; Directive antennas; Interference constraints; Linear antenna arrays; Receiving antennas; Signal analysis; Signal processing; Signal processing algorithms; Adaptive array signal processing; blind signal separation; constrained adaptive beamforming; interference suppression;
fLanguage :
English
Journal_Title :
Signal Processing, IEEE Transactions on
Publisher :
ieee
ISSN :
1053-587X
Type :
jour
DOI :
10.1109/TSP.2006.890871
Filename :
4203114
Link To Document :
بازگشت