ASYMPTOTIC PERFORMANCE ANALYSIS OF ESPRIT, HIGHER-ORDER ESPRIT, AND VIRTUAL ESPRIT ALGORITHMS

Citation
N. Yuen et B. Friedlander, ASYMPTOTIC PERFORMANCE ANALYSIS OF ESPRIT, HIGHER-ORDER ESPRIT, AND VIRTUAL ESPRIT ALGORITHMS, IEEE transactions on signal processing, 44(10), 1996, pp. 2537-2550
Citations number
14
Categorie Soggetti
Engineering, Eletrical & Electronic
ISSN journal
1053587X
Volume
44
Issue
10
Year of publication
1996
Pages
2537 - 2550
Database
ISI
SICI code
1053-587X(1996)44:10<2537:APAOEH>2.0.ZU;2-A
Abstract
In this paper, we present an asymptotic performance analysis of three subspace-based methods for direction of arrival (DOA) estimation-the E SPRIT algorithm using second-order statistics, the higher order ESPRIT algorithm using fourth-order cumulants, and the virtual ESPRTT (VESPA ) algorithm using fourth-order cumulants, We examine the least-squares version of these algorithms, derive the expressions for the asymptoti c variance of the estimated DOA's, and use specific examples to compar e the relative performance of the algorithms, Finally, we present Mont e Carlo simulations to validate the theoretical analysis.