Cargando…

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...

Descripción completa

Detalles Bibliográficos
Autores principales: Matsuki, Akari, Kori, Hiroshi, Kobayashi, Ryota
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
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
_version_ 1784900138501668864
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
work_keys_str_mv AT matsukiakari anextendedhilberttransformmethodforreconstructingthephasefromanoscillatorysignal
AT korihiroshi anextendedhilberttransformmethodforreconstructingthephasefromanoscillatorysignal
AT kobayashiryota anextendedhilberttransformmethodforreconstructingthephasefromanoscillatorysignal
AT matsukiakari extendedhilberttransformmethodforreconstructingthephasefromanoscillatorysignal
AT korihiroshi extendedhilberttransformmethodforreconstructingthephasefromanoscillatorysignal
AT kobayashiryota extendedhilberttransformmethodforreconstructingthephasefromanoscillatorysignal