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EMD: Empirical Mode Decomposition and Hilbert-Huang Spectral Analyses in Python

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Date 2021 Apr 15
PMID 33855259
Citations 29
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Abstract

The Empirical Mode Decomposition (EMD) package contains Python (>=3.5) functions for analysis of non-linear and non-stationary oscillatory time series. EMD implements a family of sifting algorithms, instantaneous frequency transformations, power spectrum construction and single-cycle feature analysis. These implementations are supported by online documentation containing a range of practical tutorials.

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References
1.
Huang N, Hu K, Yang A, Chang H, Jia D, Liang W . On Holo-Hilbert spectral analysis: a full informational spectral representation for nonlinear and non-stationary data. Philos Trans A Math Phys Eng Sci. 2016; 374(2065):20150206. PMC: 4792412. DOI: 10.1098/rsta.2015.0206. View