Title :
Line-array beamforming using linear prediction for aperture interpolation and extrapolation
Author :
Swingler, David N. ; Walker, Robert S.
Author_Institution :
Div. of Eng., Saint Mary´´s Univ., Halifax, NS, Canada
Abstract :
It is demonstrated that linear prediction can be successfully utilized in conjunction with otherwise conventional narrow-band line-array beamforming for aperture extrapolation (APEX), where there are significant SNR (signal-to-noise ratio) and resolution advantages compared to the conventional approach, aperture interpolation, where faulty sensor data are replaced, and a combined technique (ALPINEX). The performance of all three methods is investigated in connection with both simulated and real data. The APEX technique is shown to be amenable to a simple theoretical treatment. Further, the approach is demonstrated to offer a practical performance comparable to the well-known high-resolution technique, MUSIC, when the observation time is short.<>
Keywords :
acoustic arrays; acoustic signal processing; extrapolation; filtering and prediction theory; interpolation; spectral analysis; underwater sound; SNR; aperture extrapolation; aperture interpolation; linear prediction; narrow-band line-array beamforming; signal-to-noise ratio; spectral analysis; underwater acoustics; Acoustic sensors; Apertures; Array signal processing; Extrapolation; Interpolation; Mechanical sensors; Multiple signal classification; Narrowband; Phased arrays; Sensor arrays;
Journal_Title :
Acoustics, Speech and Signal Processing, IEEE Transactions on