Deciphering the Whisper of Volcanoes: Monitoring Velocity Changes at Kamchatka's Klyuchevskoy Group With Fluctuating Noise Fields ...

Volcanic inflation and deflation often precede eruptions and can lead to seismic velocity changes (dv/v $dv/v$) in the subsurface. Recently, interferometry on the coda of ambient noise‐cross‐correlation functions yielded encouraging results in detecting these changes at active volcanoes. Here, we an...

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Main Authors: Makus, Peter, Sens‐Schönfelder, Christoph, Illien, Luc, Walter, Thomas R., Yates, Alexander, Tilmann, Frederik
Format: Text
Language:unknown
Published: Freie Universität Berlin 2023
Subjects:
Online Access:https://dx.doi.org/10.17169/refubium-38744
https://refubium.fu-berlin.de/handle/fub188/39028
id ftdatacite:10.17169/refubium-38744
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spelling ftdatacite:10.17169/refubium-38744 2023-06-11T04:13:35+02:00 Deciphering the Whisper of Volcanoes: Monitoring Velocity Changes at Kamchatka's Klyuchevskoy Group With Fluctuating Noise Fields ... Makus, Peter Sens‐Schönfelder, Christoph Illien, Luc Walter, Thomas R. Yates, Alexander Tilmann, Frederik 2023 https://dx.doi.org/10.17169/refubium-38744 https://refubium.fu-berlin.de/handle/fub188/39028 unknown Freie Universität Berlin https://doi.org/10.1029/2022JB025738 https://dx.doi.org/10.1029/2022jb025738 https://doi.org/10.1029/2022JB025738 Creative Commons Attribution Non Commercial 4.0 International This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes. https://creativecommons.org/licenses/by-nc/4.0/legalcode cc-by-nc-4.0 seismology volcano monitoring machine learning ambient noise seismic velocity change time varying earth structure 500 Naturwissenschaften und Mathematik550 Geowissenschaften, Geologie550 Geowissenschaften Wissenschaftlicher Artikel article-journal Text ScholarlyArticle 2023 ftdatacite https://doi.org/10.17169/refubium-3874410.1029/2022jb025738 2023-05-02T10:36:13Z Volcanic inflation and deflation often precede eruptions and can lead to seismic velocity changes (dv/v $dv/v$) in the subsurface. Recently, interferometry on the coda of ambient noise‐cross‐correlation functions yielded encouraging results in detecting these changes at active volcanoes. Here, we analyze seismic data recorded at the Klyuchevskoy Volcanic Group in Kamchatka, Russia, between summer of 2015 and summer of 2016 to study signals related to volcanic activity. However, ubiquitous volcanic tremors introduce distortions in the noise wavefield that cause artifacts in the dv/v $dv/v$ estimates masking the impact of physical mechanisms. To avoid such instabilities, we propose a new technique called time‐segmented passive image interferometry. In this technique, we employ a hierarchical clustering algorithm to find periods in which the wavefield can be considered stationary. For these periods, we perform separate noise interferometry studies. To further increase the temporal resolution of our results, we ... Text Kamchatka DataCite Metadata Store (German National Library of Science and Technology)
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language unknown
topic seismology
volcano monitoring
machine learning
ambient noise
seismic velocity change
time varying earth structure
500 Naturwissenschaften und Mathematik550 Geowissenschaften, Geologie550 Geowissenschaften
spellingShingle seismology
volcano monitoring
machine learning
ambient noise
seismic velocity change
time varying earth structure
500 Naturwissenschaften und Mathematik550 Geowissenschaften, Geologie550 Geowissenschaften
Makus, Peter
Sens‐Schönfelder, Christoph
Illien, Luc
Walter, Thomas R.
Yates, Alexander
Tilmann, Frederik
Deciphering the Whisper of Volcanoes: Monitoring Velocity Changes at Kamchatka's Klyuchevskoy Group With Fluctuating Noise Fields ...
topic_facet seismology
volcano monitoring
machine learning
ambient noise
seismic velocity change
time varying earth structure
500 Naturwissenschaften und Mathematik550 Geowissenschaften, Geologie550 Geowissenschaften
description Volcanic inflation and deflation often precede eruptions and can lead to seismic velocity changes (dv/v $dv/v$) in the subsurface. Recently, interferometry on the coda of ambient noise‐cross‐correlation functions yielded encouraging results in detecting these changes at active volcanoes. Here, we analyze seismic data recorded at the Klyuchevskoy Volcanic Group in Kamchatka, Russia, between summer of 2015 and summer of 2016 to study signals related to volcanic activity. However, ubiquitous volcanic tremors introduce distortions in the noise wavefield that cause artifacts in the dv/v $dv/v$ estimates masking the impact of physical mechanisms. To avoid such instabilities, we propose a new technique called time‐segmented passive image interferometry. In this technique, we employ a hierarchical clustering algorithm to find periods in which the wavefield can be considered stationary. For these periods, we perform separate noise interferometry studies. To further increase the temporal resolution of our results, we ...
format Text
author Makus, Peter
Sens‐Schönfelder, Christoph
Illien, Luc
Walter, Thomas R.
Yates, Alexander
Tilmann, Frederik
author_facet Makus, Peter
Sens‐Schönfelder, Christoph
Illien, Luc
Walter, Thomas R.
Yates, Alexander
Tilmann, Frederik
author_sort Makus, Peter
title Deciphering the Whisper of Volcanoes: Monitoring Velocity Changes at Kamchatka's Klyuchevskoy Group With Fluctuating Noise Fields ...
title_short Deciphering the Whisper of Volcanoes: Monitoring Velocity Changes at Kamchatka's Klyuchevskoy Group With Fluctuating Noise Fields ...
title_full Deciphering the Whisper of Volcanoes: Monitoring Velocity Changes at Kamchatka's Klyuchevskoy Group With Fluctuating Noise Fields ...
title_fullStr Deciphering the Whisper of Volcanoes: Monitoring Velocity Changes at Kamchatka's Klyuchevskoy Group With Fluctuating Noise Fields ...
title_full_unstemmed Deciphering the Whisper of Volcanoes: Monitoring Velocity Changes at Kamchatka's Klyuchevskoy Group With Fluctuating Noise Fields ...
title_sort deciphering the whisper of volcanoes: monitoring velocity changes at kamchatka's klyuchevskoy group with fluctuating noise fields ...
publisher Freie Universität Berlin
publishDate 2023
url https://dx.doi.org/10.17169/refubium-38744
https://refubium.fu-berlin.de/handle/fub188/39028
genre Kamchatka
genre_facet Kamchatka
op_relation https://doi.org/10.1029/2022JB025738
https://dx.doi.org/10.1029/2022jb025738
https://doi.org/10.1029/2022JB025738
op_rights Creative Commons Attribution Non Commercial 4.0 International
This is an open access article under the terms of the Creative Commons Attribution‐NonCommercial License, which permits use, distribution and reproduction in any medium, provided the original work is properly cited and is not used for commercial purposes.
https://creativecommons.org/licenses/by-nc/4.0/legalcode
cc-by-nc-4.0
op_doi https://doi.org/10.17169/refubium-3874410.1029/2022jb025738
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