Pronóstico de erupciones volcánicas mediante técnicas de SP y ML en señales sísmicas
Del 01 / 06 / 2020 al 31 / 05 / 2023
El objetivo principal de este proyecto es proporcionar herramientas fiables para la predicción temprana de erupciones volcánicas mediante el desarrollo de un análisis innovador de señales sismovolcánicas con técnicas de aprendizaje automático.
FEMALE establecerá una nueva metodología, universalmente aplicable, exportable, sencilla y útil, para la predicción de erupciones volcánicas mediante señales sismovolcánicas continuas y etiquetadas.
Esta nueva metodología, que compara casos eruptivos y no eruptivos, es esencial para obtener una base estadística fiable para la predicción de futuras erupciones.
— Ángel Gerardo Alguacil de la Blanca
— Francisco Javier Carrillo Rosúa
— María Mercedes Vázquez Vílchez
— Sonia Mota Fernández
Responsible
Jesús Miguel Ibáñez Godoy
Goal
To establish a new suite of parameters that characterizes continuous seismic signals (seismograms), avoiding the identification and labelling of isolated events.
Responsible
Jesús Miguel Ibáñez Godoy
Goal
We will create a Parametric Seismic Database for long time series at a set of volcanoes. Therefore, once the best set of features has been defined, FEMALE will transform the original raw seismic data bases into a new parametric seismic database.
Responsible
Jesús Miguel Ibáñez Godoy
Goal
Once the new parametric data base is created for each selected volcano, the creation of the Inventory of Case Studies will be divided into three tasks: Identification of the primary volcanic processes, Determination of the baseline and Extraction of parameters that evolve before each Case Studies.
Responsible
Jesús Miguel Ibáñez Godoy
Goal
FEMALE will extend this study to seismic time series associated with other volcanoes to create a new inventory of case studies that will enable volcanic forecasting and permit comparison with complete seismic catalogues.
Responsible
María del Carmen Benítez Ortúzar
Goal
The use of ML in volcanic seismology allows seismic catalogues of volcanoes to be expanded with more precise information. We are pioneers in this endeavor, and our advances provide reliable tools for this purpose.
Responsibles
María del Carmen Benítez Ortúzar
Jesús Miguel Ibáñez Godoy
Goal
We will compare the results derived in WP 3 and WP 4 with those obtained in WP 5.
Responsibles
María del Carmen Benítez Ortúzar
Jesús Miguel Ibáñez Godoy
Goal
The working team will be led by Professors Ibáñez and Benítez, with the direct collaboration of all the researchers from the Research Team and the Working Group.
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