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
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;
Conference_Titel :
Underwater Technology, 2004. UT '04. 2004 International Symposium on
Print_ISBN :
0-7803-8541-1
DOI :
10.1109/UT.2004.1405502