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PyEMD with Rust.

Project description

pyemd-rs

License:MIT PyPI - Version

This library attempts to reimplement the PyEMD library in Rust.

The original library is licensed under Apache-2.0 Copyright 2017 Dawid Laszuk

Usage

The library exports two functions, emd and ceemdan. Each takes a 1D numpy array and returns a tuple. The first element is a 2D array of the Intrinsic Mode Functions (IMFs) and the second is a 1D array of the non-periodic residual component.

The ceemdan method uses random noise as part of the procedure, so you may want to set the seed to ensure reproducibility.

import numpy as np
from pyemd_rs import emd, ceemdan

x = np.sin(np.linspace(0, 2*np.pi, 101)) + np.random.normal(size=101, scale=0.1)

imfs_emd, residual_emd = emd(x)
imfs_ceemdan, residual_ceemdan = ceemdan(x, seed=123)

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