DocumentCode
987597
Title
Super-exponential blind adaptive beamforming
Author
Yang, Kehu ; Ohira, Takashi ; Zhang, Yimin ; Chi, Chong-Yung
Author_Institution
Sch. of Electron. Eng., Xidian Univ., Xi´´an, China
Volume
52
Issue
6
fYear
2004
fDate
6/1/2004 12:00:00 AM
Firstpage
1549
Lastpage
1563
Abstract
The objective of the beamforming with the exploitation of a sensor array is to enhance the signals of the sources from desired directions, suppress the noises and the interfering signals from other directions, and/or simultaneously provide the localization of the associated sources. In this paper, we present a higher order cumulant-based beamforming algorithm, namely, the super-exponential blind adaptive beamforming algorithm, which is extended from the super-exponential algorithm (SEA) and the inverse filter criteria (IFC). While both SEA and IFC assume noise-free conditions, this requirement is no longer needed, and all the noise components are taken into account in the proposed algorithm. Two special conditions are derived under which the proposed blind beamforming algorithm achieves the performance of the corresponding optimal nonblind beamformer in the sense of minimum mean square error (MMSE). Simulation results show that the proposed algorithm is effective and robust to diverse initial weight vectors; its performance with the use of the fourth-order cumulants is close to that of the nonblind optimal MMSE beamformer.
Keywords
adaptive signal processing; array signal processing; higher order statistics; interference suppression; least mean squares methods; MMSE; antenna array; cumulant; inverse filter criteria; localization; minimum mean square error; noise suppression; sensor array; source signal enhancement; super-exponential blind adaptive beamforming; Adaptive arrays; Adaptive filters; Array signal processing; Helium; Mean square error methods; Mobile communication; Noise robustness; Sensor arrays; Signal processing; Signal processing algorithms; Adaptive array processing; IFC; SEA; blind beamforming; high-order cumulants; inverse filter criteria; super-exponential algorithm;
fLanguage
English
Journal_Title
Signal Processing, IEEE Transactions on
Publisher
ieee
ISSN
1053-587X
Type
jour
DOI
10.1109/TSP.2004.827194
Filename
1299089
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