Performance analysis of cyclic statistics for the estimation of harmonics in multiplicative and additive noise

被引:18
作者
Ghogho, M [1 ]
Swami, A
Garel, B
机构
[1] Univ Strathclyde, Dept Elect & Elect Engn, Glasgow, Lanark, Scotland
[2] USA, Res Lab, Adelphi, MD 20783 USA
[3] Inst Natl Polytech Toulouse, ENSEEIHT, GAPSE, F-31077 Toulouse, France
关键词
cyclic statistics; detection; harmonics; higher order statistics; multiplicative noise;
D O I
10.1109/78.806069
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 problem of estimating the frequencies of harmonics in multiplicative and additive noise is addressed. The cyclic mean (CM) can be used if the multiplicative noise has nonzero mean; the cyclic variance (CV) can be used whether or not the multiplicative noise has zero mean. This paper answers the following question: Under what conditions should we use CV instead of CM? The criteria used are the ease of detection and the accuracy of estimation. CV is preferable to CM if the coherent to noncoherent harmonic power ratio is less than a threshold that depends on the first four cumulants; when the noises are colored, this threshold becomes frequency dependent. Third- and fourth-order cyclic statistics are also studied, and it is shown that they will always be outperformed either by Ch I or CV when the multiplicative noise is symmetric.
引用
收藏
页码:3235 / 3249
页数:15
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