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Literature DB >> 33855259

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

Andrew J Quinn¹, Vitor Lopes-Dos-Santos², David Dupret², Anna Christina Nobre^1,3, Mark W Woolrich¹.

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.

Entities: Chemical

Year: 2021 PMID： 33855259 PMCID： PMC7610596 DOI： 10.21105/joss.02977

Source DB: PubMed Journal: J Open Source Softw ISSN： 2475-9066

1 in total

1. On Holo-Hilbert spectral analysis: a full informational spectral representation for nonlinear and non-stationary data.

Authors: Norden E Huang; Kun Hu; Albert C C Yang; Hsing-Chih Chang; Deng Jia; Wei-Kuang Liang; Jia Rong Yeh; Chu-Lan Kao; Chi-Hung Juan; Chung Kang Peng; Johanna H Meijer; Yung-Hung Wang; Steven R Long; Zhauhua Wu
Journal: Philos Trans A Math Phys Eng Sci Date: 2016-04-13 Impact factor: 4.226

1 in total

7 in total

1. Understanding Harmonic Structures Through Instantaneous Frequency.

Authors: Marco S Fabus; Mark W Woolrich; Catherine W Warnaby; Andrew J Quinn
Journal: IEEE Open J Signal Process Date: 2022-08-10

2. Adult-born dentate granule cells promote hippocampal population sparsity.

Authors: Stephen B McHugh; Vítor Lopes-Dos-Santos; Giuseppe P Gava; Katja Hartwich; Shu K E Tam; David M Bannerman; David Dupret
Journal: Nat Neurosci Date: 2022-10-10 Impact factor: 28.771

3. Within-cycle instantaneous frequency profiles report oscillatory waveform dynamics.

Authors: Andrew J Quinn; Vítor Lopes-Dos-Santos; Norden Huang; Wei-Kuang Liang; Chi-Hung Juan; Jia-Rong Yeh; Anna C Nobre; David Dupret; Mark W Woolrich
Journal: J Neurophysiol Date: 2021-08-18 Impact factor: 2.714

4. Investigating the effect of Mindfulness-Based Stress Reduction on stress level and brain activity of college students.

Authors: Anh An; Huy Hoang; Long Trang; Quyen Vo; Luan Tran; Thao Le; Anh Le; Alicia McCormick; Kim Du Old; Nikolas S Williams; Geoffrey Mackellar; Emy Nguyen; Tien Luong; Van Nguyen; Kien Nguyen; Huong Ha
Journal: IBRO Neurosci Rep Date: 2022-05-14

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

1. On Holo-Hilbert spectral analysis: a full informational spectral representation for nonlinear and non-stationary data.

1. Understanding Harmonic Structures Through Instantaneous Frequency.

2. Adult-born dentate granule cells promote hippocampal population sparsity.

3. Within-cycle instantaneous frequency profiles report oscillatory waveform dynamics.

4. Investigating the effect of Mindfulness-Based Stress Reduction on stress level and brain activity of college students.

Review 5. Aperiodic sleep networks promote memory consolidation.

6. Automatic decomposition of electrophysiological data into distinct nonsinusoidal oscillatory modes.

7. Robust muscle force prediction using NMFSEMD denoising and FOS identification.