Title :
Adaptive array beamforming for cyclostationary signals
Author :
Yu, Shiann-Jeng ; Lee, Ju-Hong
Author_Institution :
Dept. of Electr. Eng., Nat. Taiwan Univ., Taipei, Taiwan
fDate :
7/1/1996 12:00:00 AM
Abstract :
This paper concerns the adaptive array beamforming using signal cyclostationarity. We present recursive algorithms for implementing the self-cohesive restoral (SCORE) approaches which were originally developed by Agee, Schell and Gardner (1990) to perform blind adaptive signal extraction using antenna arrays. Utilizing the theory of matrix factorization in conjunction with a power normalization scheme, we first reformulate the original problems considered by the SCORE approaches as simpler constrained optimization problems. By employing the modular Gram-Schmidt orthogonalization (GSO) structure, adaptive algorithms are then developed for finding the optimal weight vector. It is shown that although the GSO structure used requires a computation load O(N2 ) for an adaptive-beamformer with N elements, the computing time required for producing an output data vector is reduced to O(N) due to the pipeline implementation suitable for the GSO process. The convergence property for each of the proposed algorithms is considered. A simple and efficient method is proposed for choosing appropriate initial guesses to initiate the adaptive algorithms. Simulation examples are given to show the effectiveness of the proposed algorithms
Keywords :
adaptive antenna arrays; array signal processing; computational complexity; convergence of numerical methods; matrix algebra; optimisation; pipeline processing; recursive estimation; statistical analysis; SCORE; adaptive algorithms; adaptive array beamforming; antenna arrays; blind adaptive signal extraction; computation load; computing time; constrained optimization problems; convergence property; cyclostationary signals; initial guesses; matrix factorization; modular Gram-Schmidt orthogonalization; optimal weight vector; output data vector; pipeline implementation; power normalization; recursive algorithms; self-cohesive restoral; simulation; Adaptive algorithm; Adaptive arrays; Antenna arrays; Array signal processing; Constraint theory; Interference; Pipelines; Sensor arrays; Signal processing; Signal restoration;
Journal_Title :
Antennas and Propagation, IEEE Transactions on