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An extended Hilbert transform method for reconstructing the phase from an oscillatory signal
Rhythmic activity is ubiquitous in biological systems from the cellular to organism level. Reconstructing the instantaneous phase is the first step in analyzing the essential mechanism leading to a synchronization state from the observed signals. A popular method of phase reconstruction is based on...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9981592/ https://www.ncbi.nlm.nih.gov/pubmed/36864108 http://dx.doi.org/10.1038/s41598-023-30405-5 |
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author | Matsuki, Akari Kori, Hiroshi Kobayashi, Ryota |
author_facet | Matsuki, Akari Kori, Hiroshi Kobayashi, Ryota |
author_sort | Matsuki, Akari |
collection | PubMed |
description | Rhythmic activity is ubiquitous in biological systems from the cellular to organism level. Reconstructing the instantaneous phase is the first step in analyzing the essential mechanism leading to a synchronization state from the observed signals. A popular method of phase reconstruction is based on the Hilbert transform, which can only reconstruct the interpretable phase from a limited class of signals, e.g., narrow band signals. To address this issue, we propose an extended Hilbert transform method that accurately reconstructs the phase from various oscillatory signals. The proposed method is developed by analyzing the reconstruction error of the Hilbert transform method with the aid of Bedrosian’s theorem. We validate the proposed method using synthetic data and show its systematically improved performance compared with the conventional Hilbert transform method with respect to accurately reconstructing the phase. Finally, we demonstrate that the proposed method is potentially useful for detecting the phase shift in an observed signal. The proposed method is expected to facilitate the study of synchronization phenomena from experimental data. |
format | Online Article Text |
id | pubmed-9981592 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-99815922023-03-04 An extended Hilbert transform method for reconstructing the phase from an oscillatory signal Matsuki, Akari Kori, Hiroshi Kobayashi, Ryota Sci Rep Article Rhythmic activity is ubiquitous in biological systems from the cellular to organism level. Reconstructing the instantaneous phase is the first step in analyzing the essential mechanism leading to a synchronization state from the observed signals. A popular method of phase reconstruction is based on the Hilbert transform, which can only reconstruct the interpretable phase from a limited class of signals, e.g., narrow band signals. To address this issue, we propose an extended Hilbert transform method that accurately reconstructs the phase from various oscillatory signals. The proposed method is developed by analyzing the reconstruction error of the Hilbert transform method with the aid of Bedrosian’s theorem. We validate the proposed method using synthetic data and show its systematically improved performance compared with the conventional Hilbert transform method with respect to accurately reconstructing the phase. Finally, we demonstrate that the proposed method is potentially useful for detecting the phase shift in an observed signal. The proposed method is expected to facilitate the study of synchronization phenomena from experimental data. Nature Publishing Group UK 2023-03-02 /pmc/articles/PMC9981592/ /pubmed/36864108 http://dx.doi.org/10.1038/s41598-023-30405-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Matsuki, Akari Kori, Hiroshi Kobayashi, Ryota An extended Hilbert transform method for reconstructing the phase from an oscillatory signal |
title | An extended Hilbert transform method for reconstructing the phase from an oscillatory signal |
title_full | An extended Hilbert transform method for reconstructing the phase from an oscillatory signal |
title_fullStr | An extended Hilbert transform method for reconstructing the phase from an oscillatory signal |
title_full_unstemmed | An extended Hilbert transform method for reconstructing the phase from an oscillatory signal |
title_short | An extended Hilbert transform method for reconstructing the phase from an oscillatory signal |
title_sort | extended hilbert transform method for reconstructing the phase from an oscillatory signal |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9981592/ https://www.ncbi.nlm.nih.gov/pubmed/36864108 http://dx.doi.org/10.1038/s41598-023-30405-5 |
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