Title :
Subspace Direction Finding With an Auxiliary-Vector Basis
Author :
Grover, Rohan ; Pados, Dimitris A. ; Medley, Michael J.
Author_Institution :
Dept. of Electr. Eng., State Univ. of New York, Buffalo, NY
Abstract :
We develop a new subspace direction-of-arrival (DOA) estimation procedure that utilizes a noneigenvector basis. Computation of the basis is carried out by a modified version of the orthogonal auxiliary-vector (AV) filtering algorithm. The procedure starts with the linear transformation of the array response scanning vector by the input autocorrelation matrix. Then, successive orthogonal maximum cross-correlation auxiliary vectors are calculated to form a basis for the scanner-extended signal subspace. As a performance evaluation example, our studies for uncorrelated sources demonstrate a gain in the order of 15 dB over MUSIC, 7 dB over ESPRIT, and 3 dB over the grid-search maximum likelihood DOA estimator at probability of resolution 0.9 with a ten-element array and reasonably small observation data records. Results for correlated sources are reported as well
Keywords :
array signal processing; direction-of-arrival estimation; filtering theory; matrix algebra; transforms; ESPRIT; MUSIC; array response scanning vector; auxiliary-vector basis; grid-search maximum likelihood DOA estimator; input autocorrelation matrix; linear transformation; noneigenvector basis; orthogonal auxiliary-vector filtering algorithm; scanner-extended signal subspace; subspace direction finding; subspace direction-of-arrival estimation procedure; successive orthogonal maximum cross-correlation auxiliary vector; Analysis of variance; Array signal processing; Bayesian methods; Covariance matrix; Ellipsoids; Estimation theory; Robustness; Signal processing; Spatial coherence; Uncertainty; Adaptive filtering; angle-of-arrival (AOA) estimation; auxiliary-vector (AV) algorithm; direction-of-arrival (DOA) estimation; small sample support; source localization;
Journal_Title :
Signal Processing, IEEE Transactions on
DOI :
10.1109/TSP.2006.885771