Instantaneous frequency and amplitude identification using wavelets: Application to glass structure

被引:21
作者
Harrop, JD [1 ]
Taraskin, SN [1 ]
Elliott, SR [1 ]
机构
[1] Univ Cambridge, Dept Chem, Cambridge CB2 1EW, England
来源
PHYSICAL REVIEW E | 2002年 / 66卷 / 02期
关键词
Approximation theory - Computer graphics - Fourier transforms - Fractals - Frequency domain analysis - Frequency modulation - Natural frequencies - Seismology - Speech recognition - Wavelet transforms;
D O I
10.1103/PhysRevE.66.026703
中图分类号
O35 [流体力学]; O53 [等离子体物理学];
学科分类号
070204 ; 080103 ; 080704 ;
摘要
This paper describes a method for extracting rapidly varying, superimposed amplitude-modulated and frequency-modulated signal components. The method is based upon the continuous wavelet transform (CWT) and uses a new wavelet that is a modification to the well-known Morlet wavelet to allow analysis at high resolution. In order to interpret the CWT of a signal correctly, an approximate analytic expression for the CWT of an oscillatory signal is examined via a stationary-phase approximation. This analysis is specialized for the new wavelet and the results are used to construct expressions for the amplitude and frequency modulations of the components in a signal from the transform of the signal. The method is tested on a representative, variable-frequency signal as an example before being applied to a function of interest in our subject area-a structural correlation function of a disordered material-which immediately reveals previously undetected features.
引用
收藏
页码:1 / 026703
页数:9
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