Cargando…

The time-frequency analysis of the acoustic signal produced in underwater discharges based on Variational Mode Decomposition and Hilbert–Huang Transform

The experiments of underwater discharges in an anechoic pool were carried out and analysis of the time-frequency characteristics of the acoustic signals was conducted based on Variational Mode Decomposition and Hilbert–Huang Transform (VMD-HHT). We propose a relative center frequency difference meth...

Descripción completa

Detalles Bibliográficos
Autores principales: Han, Zhen, Zhang, Xiaobing, Yan, Bing, Qiao, Liang, Wang, Zhigang
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9806823/
https://www.ncbi.nlm.nih.gov/pubmed/36593264
http://dx.doi.org/10.1038/s41598-022-27359-5
_version_ 1784862596739891200
author Han, Zhen
Zhang, Xiaobing
Yan, Bing
Qiao, Liang
Wang, Zhigang
author_facet Han, Zhen
Zhang, Xiaobing
Yan, Bing
Qiao, Liang
Wang, Zhigang
author_sort Han, Zhen
collection PubMed
description The experiments of underwater discharges in an anechoic pool were carried out and analysis of the time-frequency characteristics of the acoustic signals was conducted based on Variational Mode Decomposition and Hilbert–Huang Transform (VMD-HHT). We propose a relative center frequency difference method to determine the decomposition numbers K which has to be given before the application of VMD and the result is satisfying. The HHT spectrum and marginal spectrum are obtained, then, some valuable conclusions are drawn. The high-frequency components of the acoustic signal are mainly attributed to the shock wave, and the low-frequency components mostly result from the bubble pulse. The frequency range of the acoustic signal is basically from 0 to 90kHz, and the ratio of energy in the low-frequency band(0–4kHz) to that of the total acoustic signal is up to 55.56%. Furthermore, this ratio versus gaps is also explored and it has the minimum at the gap of 1.5 mm which is the optimal gap for the peak pressure and radiated energy of the acoustic signal. Therefore, we can not obtain the maximum energy of the acoustic signal and the maximum ratio in the low-frequency band simultaneously.
format Online
Article
Text
id pubmed-9806823
institution National Center for Biotechnology Information
language English
publishDate 2023
publisher Nature Publishing Group UK
record_format MEDLINE/PubMed
spelling pubmed-98068232023-01-04 The time-frequency analysis of the acoustic signal produced in underwater discharges based on Variational Mode Decomposition and Hilbert–Huang Transform Han, Zhen Zhang, Xiaobing Yan, Bing Qiao, Liang Wang, Zhigang Sci Rep Article The experiments of underwater discharges in an anechoic pool were carried out and analysis of the time-frequency characteristics of the acoustic signals was conducted based on Variational Mode Decomposition and Hilbert–Huang Transform (VMD-HHT). We propose a relative center frequency difference method to determine the decomposition numbers K which has to be given before the application of VMD and the result is satisfying. The HHT spectrum and marginal spectrum are obtained, then, some valuable conclusions are drawn. The high-frequency components of the acoustic signal are mainly attributed to the shock wave, and the low-frequency components mostly result from the bubble pulse. The frequency range of the acoustic signal is basically from 0 to 90kHz, and the ratio of energy in the low-frequency band(0–4kHz) to that of the total acoustic signal is up to 55.56%. Furthermore, this ratio versus gaps is also explored and it has the minimum at the gap of 1.5 mm which is the optimal gap for the peak pressure and radiated energy of the acoustic signal. Therefore, we can not obtain the maximum energy of the acoustic signal and the maximum ratio in the low-frequency band simultaneously. Nature Publishing Group UK 2023-01-02 /pmc/articles/PMC9806823/ /pubmed/36593264 http://dx.doi.org/10.1038/s41598-022-27359-5 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
Han, Zhen
Zhang, Xiaobing
Yan, Bing
Qiao, Liang
Wang, Zhigang
The time-frequency analysis of the acoustic signal produced in underwater discharges based on Variational Mode Decomposition and Hilbert–Huang Transform
title The time-frequency analysis of the acoustic signal produced in underwater discharges based on Variational Mode Decomposition and Hilbert–Huang Transform
title_full The time-frequency analysis of the acoustic signal produced in underwater discharges based on Variational Mode Decomposition and Hilbert–Huang Transform
title_fullStr The time-frequency analysis of the acoustic signal produced in underwater discharges based on Variational Mode Decomposition and Hilbert–Huang Transform
title_full_unstemmed The time-frequency analysis of the acoustic signal produced in underwater discharges based on Variational Mode Decomposition and Hilbert–Huang Transform
title_short The time-frequency analysis of the acoustic signal produced in underwater discharges based on Variational Mode Decomposition and Hilbert–Huang Transform
title_sort time-frequency analysis of the acoustic signal produced in underwater discharges based on variational mode decomposition and hilbert–huang transform
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9806823/
https://www.ncbi.nlm.nih.gov/pubmed/36593264
http://dx.doi.org/10.1038/s41598-022-27359-5
work_keys_str_mv AT hanzhen thetimefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT zhangxiaobing thetimefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT yanbing thetimefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT qiaoliang thetimefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT wangzhigang thetimefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT hanzhen timefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT zhangxiaobing timefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT yanbing timefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT qiaoliang timefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform
AT wangzhigang timefrequencyanalysisoftheacousticsignalproducedinunderwaterdischargesbasedonvariationalmodedecompositionandhilberthuangtransform