Instantaneous spectral moments

被引:26
作者
Davidson, KL [1 ]
Loughlin, PJ [1 ]
机构
[1] Univ Pittsburgh, Sch Engn, Dept Elect Engn, Pittsburgh, PA 15261 USA
来源
JOURNAL OF THE FRANKLIN INSTITUTE-ENGINEERING AND APPLIED MATHEMATICS | 2000年 / 337卷 / 04期
关键词
instantaneous frequency; instantaneous bandwidth; skew; kurtosis; time-frequency analysis;
D O I
10.1016/S0016-0032(00)00034-X
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Density functions find application in many fields of science, math and engineering. In many cases, the density can be sufficiently characterized by some of its moments, particularly the mean, variance, skew and kurtosis. In signal analysis, densities of interest are the instantaneous power of the signal, the spectral density, and for signals with time-varying spectral content, the joint time-frequency density. As with densities in general, these signal densities may also be characterized by their low-order moments. For the case of the joint density, the moments are conditional moments, e.g., the mean frequency at a particular time. The first- and second-conditional moments of a time-frequency density have been well-studied in the past two decades; the third, Fourth and higher conditional moments have not. In this paper, we propose candidates, utilizing an operator-theoretic approach, for the instantaneous spectral moments of a signal, in terms of its amplitude and phase. From these instantaneous spectral moments, we obtain expressions for the instantaneous spectral mean, variance, skew and kurtosis. We also address the question of designing kernels in the Cohen class of time-frequency distributions to obtain distributions with these moments. (C) 2000 The Franklin Institute. Published by Elsevier Science Ltd. All rights reserved.
引用
收藏
页码:421 / 436
页数:16
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