DocumentCode
2773902
Title
Blind adaptive beamforming based on inverse QRD-RLS
Author
Hung, Hsien-Sen ; Wei, Yung-Ming
Author_Institution
Dept. of Electr. Eng., Nat. Taiwan Ocean Univ., Keelung, Taiwan
fYear
2004
fDate
20-23 April 2004
Firstpage
121
Lastpage
124
Abstract
A novel blind adaptive beamforming algorithm is proposed for underwater communications. It uses the inverse QR decomposition-recursive least squares (IQRD- RLS) approach as an adaptive solution in the architecture of our recently proposed blind adaptive solution in the architecture of our recently proposed blind adaptive beamformer. Since the adaptation gain is evaluated via Givens rotation (QR decomposition), it has higher numerical stability and lower computational complexity than the RLS-based algorithm. As compared to the least mean squares (LMS)-based algorithm, it has faster convergence rate but higher computational complexity. The inherent parallel processing capability makes the systolic array implementation feasible. For performance evaluation, simulation results were obtained for the blind adaptive beamformer algorithms based on LMS, RLS and IQRD-RLS respectively. The merits of the IQRD-RLS beamformer algorithm are verified through the simulation results.
Keywords
array signal processing; computational complexity; filtering theory; least mean squares methods; numerical stability; recursive estimation; spatial filters; systolic arrays; underwater acoustic communication; Givens rotation; IQRD- RLS; LMS; adaptation gain; blind adaptive beamforming algorithm; computational complexity; inverse QR decomposition; least mean squares based algorithm; numerical stability; parallel processing; recursive least squares method; systolic array implementation; underwater communications; Array signal processing; Computational complexity; Computational modeling; Computer architecture; Least squares methods; Numerical stability; Parallel processing; Resonance light scattering; Systolic arrays; Underwater communication;
fLanguage
English
Publisher
ieee
Conference_Titel
Underwater Technology, 2004. UT '04. 2004 International Symposium on
Print_ISBN
0-7803-8541-1
Type
conf
DOI
10.1109/UT.2004.1405502
Filename
1405502
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