Title :
Robust adaptive beamformer with a large controlled mainlobe
Author :
Yu, Z.L. ; Gu, Z. ; Li, Y. ; Ser, W. ; Er, M.H.
Author_Institution :
Coll. of Autom. Sci. & Eng., South China Univ. of Technol., Guangzhou, China
Abstract :
Many advanced adaptive beamformers are robust against arbitrary array steering vector (ASV) mismatches within a presumed uncertainty set. Adaptive array tolerating significant steering direction error usually requires a large size of ASV uncertainty set. In such case, however, the output signal-to-interference-plus-noise ratios (SINRs) of robust methods degrade quickly with the increasing size of the uncertainty set. In this paper, we propose a new compact ASV uncertainty set which is modelled explicitly by the uncertainty on steering direction and the other arbitrary ASV errors. A robust adaptive beamformer is derived based on this new ASV uncertainty set. To eliminate the non-convex constraint on array magnitude response, we force the real part of array response to exceed unity regarding the ASVs within the uncertainty set. Furthermore, using the worst-case optimization technique, the resultant beamformer is formulated as a quadratic optimization problem with semi-infinite second-order cone (SOC) constraints. Numerical studies show that a large robust response region is easy to achieve and the resultant beamformer achieves high performance on SINR enhancement.
Keywords :
array signal processing; optimisation; arbitrary array steering vector; array magnitude response; large controlled mainlobe; robust adaptive beamformer; second-order cone constraints; signal-to-interference-plus-noise ratios; steering direction; worst-case optimization technique; Adaptive arrays; Adaptive control; Array signal processing; Constraint optimization; Microphone arrays; Programmable control; Robust control; Robustness; Signal to noise ratio; Uncertainty; Adaptive arrays; Beamforming; Robustness;
Conference_Titel :
Acoustics Speech and Signal Processing (ICASSP), 2010 IEEE International Conference on
Conference_Location :
Dallas, TX
Print_ISBN :
978-1-4244-4295-9
Electronic_ISBN :
1520-6149
DOI :
10.1109/ICASSP.2010.5496286