Title :
Effects of modeling errors on the resolution threshold of the MUSIC algorithm
Author :
Weiss, Anthony J. ; Friedlander, Benjamin
Author_Institution :
Dept. of Electr. Eng., Tel Aviv Univ., Israel
fDate :
6/1/1994 12:00:00 AM
Abstract :
Subspace-based algorithms for narrowband direction-of-arrival (DOA) estimation require detailed knowledge of the array response (the array manifold) and assume that the noise covariance matrix is known up to a scaling factor. In practice, these quantities are not known precisely. Estimation accuracy can degrade significantly when the array response or the noise covariance deviate from their nominal values. In the paper the authors examine the resolution threshold of the MUSIC algorithm when the array response is perturbed from its assumed value and when the noise covariance does not match the assumed model. Analytical expressions for the resolution threshold are derived and verified by computer simulation. The authors also demonstrate the fact that preprocessing of the array data can improve somewhat the resolution in the presence of model errors. The paper makes extensive use of the contributions of various authors
Keywords :
array signal processing; error analysis; parameter estimation; MUSIC algorithm; array manifold; array response; estimation accuracy; modeling errors; narrowband direction-of-arrival estimation; noise covariance matrix; preprocessing; resolution threshold; scaling factor; subspace-based algorithms; Antenna measurements; Computer simulation; Covariance matrix; Degradation; Direction of arrival estimation; Frequency; Multiple signal classification; Narrowband; Signal resolution; Statistics;
Journal_Title :
Signal Processing, IEEE Transactions on