Empirical Mode Decomposition in Python#
Python tools for the extraction and analysis of non-linear and non-stationary oscillatory signals.
Sift Oscillations
Non-Linear Power Spectra
Cross-Frequency Coupling
Single Cycle Waveform Shape
Features#
Sift algorithms including the ensemble sift, complete ensemble sift and mask sift
Instantaneous phase, frequency and amplitude computation
Cycle detection and analysis
Hilbert-Huang spectrum estimation (1d frequency spectrum or 2d time-frequency spectrum)
Second layer sift to quantify structure in amplitude modulations
Holospectrum estimation (3d instantaneous frequency x amplitude modulation frequency x time spectrum)