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dc.contributor.authorRey Devesa, Pablo
dc.contributor.authorPrudencio Soñora, Janire 
dc.contributor.authorBenítez Ortúzar, María Del Carmen 
dc.date.accessioned2023-10-06T09:41:34Z
dc.date.available2023-10-06T09:41:34Z
dc.date.issued2023-06-17
dc.identifier.citationRey-Devesa, P., Prudencio, J., Benítez, C. et al. Tracking volcanic explosions using Shannon entropy at Volcán de Colima. Sci Rep 13, 9807 (2023). [https://doi.org/10.1038/s41598-023-36964-x]es_ES
dc.identifier.urihttps://hdl.handle.net/10481/84880
dc.description.abstractThe 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.es_ES
dc.description.sponsorshipFEMALE (PID2019-106260GB-I00)es_ES
dc.description.sponsorshipPROOF-FOREVER (EUR2022.134044) projectses_ES
dc.description.sponsorshipMinisterio de Ciencia e Innovación del Gobierno de España (MCIN)es_ES
dc.description.sponsorshipAgencia Estatal de Investigación (AEI)es_ES
dc.description.sponsorshipFondo Social Europeo (FSE)es_ES
dc.description.sponsorshipPrograma Estatal de Promoción del Talento y su Empleabilidad en I+D+I Ayudas para contratos predoctorales para la formación de doctores 2020 (PRE2020-092719)es_ES
dc.language.isoenges_ES
dc.publisherSpringer Naturees_ES
dc.rightsAtribución 4.0 Internacional*
dc.rights.urihttp://creativecommons.org/licenses/by/4.0/*
dc.subjectGeophysics es_ES
dc.subjectMathematics and computinges_ES
dc.subjectSeismology es_ES
dc.subjectVolcanologyes_ES
dc.titleTracking volcanic explosions using Shannon entropy at Volcán de Colimaes_ES
dc.typejournal articlees_ES
dc.relation.projectIDinfo:eu-repo/grantAgreement/EC/EU2022/134044es_ES
dc.rights.accessRightsopen accesses_ES
dc.identifier.doi10.1038/s41598-023-36964-x
dc.type.hasVersionVoRes_ES


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Atribución 4.0 Internacional
Except where otherwise noted, this item's license is described as Atribución 4.0 Internacional