Title :
A subspace method for direction of arrival estimation of uncorrelated emitter signals
Author :
Jansson, Magnus ; Göransson, Bo ; Ottersten, Björn
Author_Institution :
Dept. of Signals, Sensors & Syst., R. Inst. of Technol., Stockholm, Sweden
fDate :
4/1/1999 12:00:00 AM
Abstract :
A novel eigenstructure-based method for direction estimation is presented. The method assumes that the emitter signals are uncorrelated. Ideas from subspace and covariance matching methods are combined to yield a noniterative estimation algorithm when a uniform linear array is employed. The large sample performance of the estimator is analyzed. It is shown that the asymptotic variance of the direction estimates coincides with the relevant Cramer-Rao lower bound (CRB). A compact expression for the CRB is derived for the ease when it is known that the signals are uncorrelated, and it is lower than the CRB that is usually used in the array processing literature (assuming no particular structure for the signal covariance matrix). The difference between the two CRBs can be large in difficult scenarios. This implies that in such scenarios, the proposed methods has significantly better performance than existing subspace methods such as, for example, WSF, MUSIC, and ESPRIT. Numerical examples are provided to illustrate the obtained results
Keywords :
array signal processing; covariance matrices; direction-of-arrival estimation; signal sampling; CRB; Cramer-Rao lower bound; DOA; array processing; asymptotic variance; covariance matching method; direction of arrival estimation; eigenstructure-based method; large sample performance; noniterative estimation algorithm; signal covariance matrix; subspace method; uncorrelated emitter signals; uniform linear array; Array signal processing; Cost function; Covariance matrix; Direction of arrival estimation; Maximum likelihood estimation; Multiple signal classification; Performance analysis; Signal processing; Signal processing algorithms; Yield estimation;
Journal_Title :
Signal Processing, IEEE Transactions on