Title :
On Performance of Array Signal Processing
Author :
Nolte, L. ; Lee, Sang C. ; Liu, Sien-Chang C.
Author_Institution :
Duke Univ., Durham, NC, USA
fDate :
1/1/1987 12:00:00 AM
Abstract :
A unified treatment for performance evaluation of various array signal processors is presented. Detection performance is expressed in terms of the parameter of the power-type receiver operating characteristic (ROC) for optimum, beamformer, and null-steerer detectors. Estimation performance is analyzed in terms of the normalized mean-square error (MSE) for minimum mean-square error (MMSE) and maximum likelihood estimators (MLE´s) under a varying noise environment. Sensitivity of the detection/estimation performance to the varying internal and directional noise sources is investigated. An interesting inverse relationship is presented between the normalized MSE of the MMSE estimator and the power-type ROC parameter for the optimum detector.
Keywords :
Acoustic signal processing; Array processing; Estimation mean square error; Mean-square-error estimation; Spectral analysis; maximum-likelihood (ML) estimation; Array signal processing; Detectors; Fourier series; Gaussian processes; Maximum likelihood estimation; Mean square error methods; Performance analysis; Sensor arrays; Signal analysis; Signal processing;
Journal_Title :
Oceanic Engineering, IEEE Journal of
DOI :
10.1109/JOE.1987.1145229