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...
Main Authors: | , , , , , |
---|---|
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 |
---|---|
record_format |
openpolar |
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 |
_version_ |
1768390766233649152 |