Title :
Single snapshot spatial processing: optimized and constrained
Author :
Bethel, Roy ; Shapo, Benjamin ; Van Trees, Hurry
Author_Institution :
MITRE Corp., Reston, VA, USA
Abstract :
We introduce spatial processing: optimized and constrained (SPOC). It is a new front-end display processing method that operates on array sensor data as an alternative to conventional or adaptive beamforming. The output of our approach is computed on a single-snapshot basis so that no stationarity assumptions are required. We use a maximum a posteriori approach to develop a constrained optimization solution. A parametric representation provides the framework for the presented solution. Some degrees of freedom are fixed by the constraint, and the rest remain free to optimize the cost function. We develop an iterative solution in terms of the free parameters. This method provides significantly improved resolution over conventional beamforming. Two simulated cases demonstrate algorithm performance.
Keywords :
acoustic signal processing; array signal processing; iterative methods; maximum likelihood estimation; optimisation; MAP estimation; acoustic energy; adaptive beamforming; array sensor data; constrained optimization; constrained spatial processing; front-end array processing; front-end display processing method; iterative solution; maximum a posteriori approach; optimized spatial processing; single snapshot; Array signal processing; Constraint optimization; Covariance matrix; Digital systems; Direction of arrival estimation; Displays; Narrowband; Optimization methods; Sensor arrays; Sensor systems;
Conference_Titel :
Sensor Array and Multichannel Signal Processing Workshop Proceedings, 2002
Print_ISBN :
0-7803-7551-3
DOI :
10.1109/SAM.2002.1191092