Synchrosqueezing transforms: From low- to high-frequency modulations and perspectives

被引:36
|
作者
Meignen, Sylvain [1 ]
Oberlin, Thomas [2 ]
Duong-Hung Pham [3 ]
机构
[1] Univ Grenoble Alpes, Batiment IMAG, Lab LJK, 700 Ave Cent,Campus St Martin Dheres,Domaine Univ, F-38401 St Martin Dheres, France
[2] Toulouse INP ENSEEIHT, IRIT, 2 Rue Charles Camichel,BP 7122, F-31071 Toulouse 7, France
[3] Lab Sci Ingenieur Informat & Imagerie, ICube, UMR 7357, 300 Bd Sebastien Brant,CS 10413, F-67412 Illkirch Graffenstaden, France
关键词
Time-frequency analysis; Multicomponent signals; Reassignment techniques; EMPIRICAL MODE DECOMPOSITION; TIME-FREQUENCY; INSTANTANEOUS FREQUENCY; SIGNALS; REASSIGNMENT; REPRESENTATIONS; DISTRIBUTIONS;
D O I
10.1016/j.crhy.2019.07.001
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
The general aim of this paper is to introduce the concept of synchrosqueezing transforms (SSTs) that was developed to sharpen linear time-frequency representations (TFRs), like the short-time Fourier or the continuous wavelet transforms, in such a way that the sharpened transforms remain invertible. This property is of paramount importance when one seeks to recover the modes of a multicomponent signal (MCS), corresponding to the superimposition of AM/FM modes, a model often used in many practical situations. After having recalled the basic principles of SST and explained why, when applied to an MCS, it works well only when the modes making up the signal are slightly modulated, we focus on how to circumvent this limitation. We then give illustrations in practical situations either associated with gravitational wave signals or modes with fast oscillating frequencies and discuss how SST can be used in conjunction with a demodulation operator, extending existing results in that matter. Finally, we list a series of different perspectives showing the interest of SST for the signal processing community. (C) 2019 Academie des sciences. Published by Elsevier Masson SAS.
引用
收藏
页码:449 / 460
页数:12
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