Tracking volcanic explosions using Shannon entropy at Volcán de Colima.
Journal
Scientific reports
ISSN: 2045-2322
Titre abrégé: Sci Rep
Pays: England
ID NLM: 101563288
Informations de publication
Date de publication:
17 Jun 2023
17 Jun 2023
Historique:
received:
21
03
2023
accepted:
13
06
2023
medline:
18
6
2023
pubmed:
18
6
2023
entrez:
17
6
2023
Statut:
epublish
Résumé
The main objective of this work is to show that Shannon Entropy (SE) calculated on continuous seismic signals can be used in a volcanic eruption monitoring system. We analysed three years of volcanic activity of Volcán de Colima, México, recorded between January 2015 and May 2017. This period includes two large explosions, with pyroclastic and lava flows, and intense activity of less energetic explosion, culminating with a period of quiescence. In order to confirm the success of our results, we used images of the Visual Monitoring system of Colima Volcano Observatory. Another of the objectives of this work is to show how the decrease in SE values can be used to track minor explosive activity, helping Machine Learning algorithms to work more efficiently in the complex problem of distinguishing the explosion signals in the seismograms. We show that the two big eruptions selected were forecasted successfully (6 and 2 days respectively) using the decay of SE. We conclude that SE could be used as a complementary tool in seismic volcano monitoring, showing its successful behaviour prior to energetic eruptions, giving time enough to alert the population and prepare for the consequences of an imminent and well predicted moment of the eruption.
Identifiants
pubmed: 37330531
doi: 10.1038/s41598-023-36964-x
pii: 10.1038/s41598-023-36964-x
pmc: PMC10276871
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
9807Subventions
Organisme : Ministerio de Ciencia e Innovación
ID : PID2019-106260GB-I00
Informations de copyright
© 2023. The Author(s).
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