AN EFFICIENT ALGORITHM FOR 2-DIMENSIONAL FREQUENCY ESTIMATION

Citation
J. Li et al., AN EFFICIENT ALGORITHM FOR 2-DIMENSIONAL FREQUENCY ESTIMATION, Multidimensional systems and signal processing, 7(2), 1996, pp. 151-178
Citations number
22
Categorie Soggetti
System Science","Engineering, Eletrical & Electronic","Computer Science Theory & Methods
ISSN journal
09236082
Volume
7
Issue
2
Year of publication
1996
Pages
151 - 178
Database
ISI
SICI code
0923-6082(1996)7:2<151:AEAF2F>2.0.ZU;2-Q
Abstract
This paper presents a computationally efficient eigenstructure-based 2 D-MODE algorithm for two-dimensional frequency estimation. We derive t he theoretical performance of the 2D-MODE estimator and show that it i s asymptotically statistically efficient under either the assumption t hat the number of temporal snapshots is large or the signal-to-noise r atio is high. Numerical examples showing the performance of this algor ithm and comparing it with the computationally efficient subspace rota tion algorithms are also given. We show that the statistical performan ce of the 2D-MODE algorithm is better than that of the subspace rotati on methods. The amount of computations required by the former is no mo re than a few times of that needed by the latter for either small numb ers of spatial measurements or a single temporal snapshot, which are t he cases of interest herein.