DocumentCode :
1844874
Title :
Source localization using recursively applied and projected (RAP) MUSIC
Author :
Mosher, John C. ; Leahy, Richard M.
Author_Institution :
Los Alamos Nat. Lab., NM, USA
Volume :
2
fYear :
1997
fDate :
2-5 Nov. 1997
Firstpage :
1302
Abstract :
A new method for source localization is described that is based on a modification of the well-known MUSIC algorithm. In classical MUSIC, the array manifold vector is projected onto an estimate of the signal subspace, but errors in the estimate can make location of multiple sources difficult. Recursively applied and projected (RAP) MUSIC uses each successively located source to form an intermediate array gain matrix, and projects both the array manifold and the signal subspace estimate into its orthogonal complement. The MUSIC projection is then performed in this reduced subspace. Using the metric of principal angles, we describe a general form of the RAP-MUSIC algorithm for the case of diversely polarized sources. Through a uniform linear array simulation, we demonstrate the improved Monte Carlo performance of RAP-MUSIC relative to MUSIC and two other sequential subspace methods, S- and IES-MUSIC.
Keywords :
Monte Carlo methods; array signal processing; covariance matrices; direction-of-arrival estimation; recursive estimation; IES-MUSIC; MUSIC algorithm; MUSIC projection; Monte Carlo performance; RAP-MUSIC algorithm; S-MUSIC; array manifold vector; covariance matrix; intermediate array gain matrix; polarized sources; principal angles metric; recursively applied and projected MUSIC; sequential subspace methods; signal subspace estimate; source localization; uniform linear array simulation; Computational modeling; Cost function; Image processing; Laboratories; Monte Carlo methods; Multiple signal classification; Polarization; Recursive estimation; Sensor arrays; Signal processing algorithms;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Signals, Systems & Computers, 1997. Conference Record of the Thirty-First Asilomar Conference on
Conference_Location :
Pacific Grove, CA, USA
ISSN :
1058-6393
Print_ISBN :
0-8186-8316-3
Type :
conf
DOI :
10.1109/ACSSC.1997.679114
Filename :
679114
Link To Document :
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