New theoretical insights in the decomposition and time-frequency representation of nonstationary signals: The IMFogram algorithm

被引:0
|
作者
Cicone, Antonio [1 ,2 ,3 ]
Lid, Wing Suet [4 ]
Zhou, Haomin [4 ]
机构
[1] Univ Aquila, DISIM, Laquila, Italy
[2] INAF, Ist Astrofis & Planetol Spaziali, Rome, Italy
[3] Ist Nazl Geofis & Vulcanol, Rome, Italy
[4] Georgia Inst Technol, Sch Math, Atlanta, GA 30332 USA
关键词
Time-frequency representations; Nonstationary signals; Empirical Mode Decomposition; Iterative Filtering; Intrinsic Mode Functions; EMPIRICAL MODE DECOMPOSITION; REASSIGNMENT;
D O I
10.1016/j.acha.2024.101634
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The analysis of the time-frequency content of a signal is a classical problem in signal processing, with a broad number of applications in real life. Many different approaches have been developed over the decades, which provide alternative time-frequency representations of a signal each with its advantages and limitations. In this work, following the success of nonlinear methods for the decomposition of signals into intrinsic mode functions (IMFs), we first provide more theoretical insights into the so-called Iterative Filtering decomposition algorithm, proving an energy conservation result for the derived decompositions. Furthermore, we present a new time- frequency representation method based on the IMF decomposition of a signal, which is called IMFogram. We prove theoretical results regarding this method, including its convergence to the spectrogram representation for a certain class of signals, and we present a few examples of applications, comparing results with some of the most well-known approaches available in the literature.
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页数:16
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