Extraction of instantaneous frequencies from ridges in time-frequency representations of signals

被引:147
|
作者
Iatsenko, D. [1 ]
McClintock, P. V. E. [1 ]
Stefanovska, A. [1 ]
机构
[1] Univ Lancaster, Dept Phys, Lancaster LA1 4YB, England
来源
SIGNAL PROCESSING | 2016年 / 125卷
基金
英国工程与自然科学研究理事会;
关键词
Ridge analysis; Wavelet ridges; Time-frequency representations; Wavelet transform; Windowed Fourier transform; Instantaneous frequency; Synchrosqueezing; PRINCIPAL CURVES; WAVELET; IDENTIFICATION; REASSIGNMENT; ALGORITHM; AMPLITUDE; PHASE;
D O I
10.1016/j.sigpro.2016.01.024
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
In signal processing applications, it is often necessary to extract oscillatory components and their properties from time-frequency representations, e.g. the windowed Fourier transform or wavelet transform. The first step in this procedure is to find an appropriate ridge curve: a sequence of amplitude peak positions (ridge points), corresponding to the component of interest and providing a measure of its instantaneous frequency. This is not a trivial issue, and the optimal method for extraction is still not settled or agreed. We discuss and develop procedures that can be used for this task and compare their performance on both simulated and real data. In particular, we propose a method which, in contrast to many other approaches, is highly adaptive so that it does not need any parameter adjustment for the signal to be analyzed. Being based on dynamic path optimization and fixed point iteration, the method is very fast, and its superior accuracy is also demonstrated. In addition, we investigate the advantages and drawbacks that synchrosqueezing offers in relation to curve extraction. The codes used in this work are freely available for download. (C) 2016 The Authors. Published by Elsevier B.V.
引用
收藏
页码:290 / 303
页数:14
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