UTILIZING PRINCIPAL SINGULAR VECTORS FOR TWO-DIMENSIONAL SINGLE FREQUENCY ESTIMATION

被引:4
作者
So, H. C. [1 ]
Chan, Frankie K. W. [1 ]
Chan, C. F. [1 ]
Lau, W. H. [1 ]
机构
[1] City Univ Hong Kong, Dept Elect Engn, Kowloon, Hong Kong, Peoples R China
来源
2010 IEEE INTERNATIONAL CONFERENCE ON ACOUSTICS, SPEECH, AND SIGNAL PROCESSING | 2010年
关键词
frequency estimation; two-dimensional parameter estimation;
D O I
10.1109/ICASSP.2010.5495822
中图分类号
O42 [声学];
学科分类号
070206 ; 082403 ;
摘要
In this paper, frequency estimation of a two-dimensional (2D) cisoid in the presence of additive white Gaussian noise is addressed. By utilizing the rank-one property of the 2D noise-free data matrix, the frequencies are estimated in a separable manner from the principal left and right singular vectors according to an iterative weighted least squares procedure. We have also derived the mean and variance expressions for the frequency estimates, which show that they are approximately unbiased and their accuracy achieves Cramer-Rao lower bound (CRLB) at sufficiently high signal-to-noise ratio conditions. Computer simulation results are included to corroborate the theoretical development as well as to contrast the performance of the proposed algorithm with the weighted phase averager and iterative quadratic maximum likelihood method as well as CRLB.
引用
收藏
页码:3882 / 3885
页数:4
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