High-resolution harmonic retrieval using the full fourth-order cumulant

被引:3
作者
van Vossen, R. [1 ]
Naus, H. W. L. [1 ]
Zwamborn, A. P. M. [1 ]
机构
[1] TNO Def Secur & Safety, The Hague, Netherlands
关键词
Cumulant; Harmonic retrieval; DOA estimation; Higher-order statistics; HIGHER-ORDER STATISTICS; PERFORMANCE ANALYSIS; LINE ENHANCEMENT; ALGORITHMS; SINUSOIDS; MUSIC; NOISE;
D O I
10.1016/j.sigpro.2010.01.022
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
The harmonic retrieval (HR) problem concerns the estimation of the frequencies in a sum of real or complex harmonics. Both correlation and cumulant-based approaches are used for this purpose. Cumulant-based HR algorithms use a single 1-D slice of the fourth-order cumulant that is estimated directly from the data. We present a new cumulant-based method for estimating a 1-D cumulant slice. It exploits an invariance property of the full fourth-order cumulant to increase the signal-to-noise ratio (SNR) of the harmonic signal. This procedure effectively suppresses both Gaussian and non-Gaussian noise. With simulations we illustrate that this new procedure enhances the performance of cumulant-based harmonic retrieval. It yields more accurate results than both the conventional cumulant- and correlation-based methods, especially when the signal is contaminated with coloured noise. It enables high-resolution harmonic retrieval using a limited number of available samples. It is therefore ideally suited for HR in short transients such as harmonic pulses, and is also relevant for direction-of-arrival (DOA) estimation. (C) 2010 Elsevier B.V. All rights reserved.
引用
收藏
页码:2288 / 2294
页数:7
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