Title :
Robust Capon Beamforming by the Adaptive Projected Subgradient Method
Author :
Slavakis, Konstantinos ; Yukawa, Masahiro ; Yamada, Isao
Author_Institution :
Dept. of Commun. & Integrated Syst., Tokyo Inst. of Technol.
Abstract :
It is well-known that the Capon beamformer is sensitive to array steering vector errors and may result into a worse performance than classical data-independent beamformers. This paper follows a different path from the well-established diagonal loading techniques and designs a robust Capon beamformer by a recent extension of the adaptive projected subgradient method. The proposed method marks a computational complexity of O(N2), where N is the number of array elements. The simulation results show that the proposed beamformer achieves excellent performance especially in cases where the diagonal loading techniques face difficulties, i.e. in cases where the interference to noise ratio (INR) is moderately larger than SNR
Keywords :
array signal processing; computational complexity; gradient methods; SNR; adaptive projected subgradient method; array steering vector errors; computational complexity; data-independent beamformers; diagonal loading techniques; interference to noise ratio; robust Capon beamforming; Array signal processing; Computational complexity; Interference; Jamming; Random processes; Robustness; Sensor arrays; Signal processing; Signal to noise ratio; Vectors;
Conference_Titel :
Acoustics, Speech and Signal Processing, 2006. ICASSP 2006 Proceedings. 2006 IEEE International Conference on
Conference_Location :
Toulouse
Print_ISBN :
1-4244-0469-X
DOI :
10.1109/ICASSP.2006.1661141