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A simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification

Volcanic activity typically switches between high-activity states with many eruptions and low-activity states with few or no eruptions. We present a simple two-regime physics-informed statistical model that allows interpreting temporal modulations in eruptive activity. The model enhances comprehensi...

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Autores principales: Selva, Jacopo, Sandri, Laura, Taroni, Matteo, Sulpizio, Roberto, Tierz, Pablo, Costa, Antonio
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Association for the Advancement of Science 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9629722/
https://www.ncbi.nlm.nih.gov/pubmed/36322667
http://dx.doi.org/10.1126/sciadv.abq4415
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author Selva, Jacopo
Sandri, Laura
Taroni, Matteo
Sulpizio, Roberto
Tierz, Pablo
Costa, Antonio
author_facet Selva, Jacopo
Sandri, Laura
Taroni, Matteo
Sulpizio, Roberto
Tierz, Pablo
Costa, Antonio
author_sort Selva, Jacopo
collection PubMed
description Volcanic activity typically switches between high-activity states with many eruptions and low-activity states with few or no eruptions. We present a simple two-regime physics-informed statistical model that allows interpreting temporal modulations in eruptive activity. The model enhances comprehension and comparison of different volcanic systems and enables homogeneous integration into multivolcano hazard assessments that account for potential changes in volcanic regimes. The model satisfactorily fits the eruptive history of the three active volcanoes in the Neapolitan area, Italy (Mt. Vesuvius, Campi Flegrei, and Ischia) which encompass a wide range of volcanic behaviors. We find that these volcanoes have appreciably different processes for triggering and ending high-activity periods connected to different dominant volcanic processes controlling their eruptive activity, with different characteristic times and activity rates (expressed as number of eruptions per time interval). Presently, all three volcanoes are judged to be in a low-activity state, with decreasing probability of eruptions for Mt. Vesuvius, Ischia, and Campi Flegrei, respectively.
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spelling pubmed-96297222022-11-04 A simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification Selva, Jacopo Sandri, Laura Taroni, Matteo Sulpizio, Roberto Tierz, Pablo Costa, Antonio Sci Adv Earth, Environmental, Ecological, and Space Sciences Volcanic activity typically switches between high-activity states with many eruptions and low-activity states with few or no eruptions. We present a simple two-regime physics-informed statistical model that allows interpreting temporal modulations in eruptive activity. The model enhances comprehension and comparison of different volcanic systems and enables homogeneous integration into multivolcano hazard assessments that account for potential changes in volcanic regimes. The model satisfactorily fits the eruptive history of the three active volcanoes in the Neapolitan area, Italy (Mt. Vesuvius, Campi Flegrei, and Ischia) which encompass a wide range of volcanic behaviors. We find that these volcanoes have appreciably different processes for triggering and ending high-activity periods connected to different dominant volcanic processes controlling their eruptive activity, with different characteristic times and activity rates (expressed as number of eruptions per time interval). Presently, all three volcanoes are judged to be in a low-activity state, with decreasing probability of eruptions for Mt. Vesuvius, Ischia, and Campi Flegrei, respectively. American Association for the Advancement of Science 2022-11-02 /pmc/articles/PMC9629722/ /pubmed/36322667 http://dx.doi.org/10.1126/sciadv.abq4415 Text en Copyright © 2022 The Authors, some rights reserved; exclusive licensee American Association for the Advancement of Science. No claim to original U.S. Government Works. Distributed under a Creative Commons Attribution License 4.0 (CC BY). https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution license (https://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Earth, Environmental, Ecological, and Space Sciences
Selva, Jacopo
Sandri, Laura
Taroni, Matteo
Sulpizio, Roberto
Tierz, Pablo
Costa, Antonio
A simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification
title A simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification
title_full A simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification
title_fullStr A simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification
title_full_unstemmed A simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification
title_short A simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification
title_sort simple two-state model interprets temporal modulations in eruptive activity and enhances multivolcano hazard quantification
topic Earth, Environmental, Ecological, and Space Sciences
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9629722/
https://www.ncbi.nlm.nih.gov/pubmed/36322667
http://dx.doi.org/10.1126/sciadv.abq4415
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