Ergodic seismic precursors and transfer learning for short term eruption forecasting at data scarce volcanoes

Ergodic seismic precursors and transfer learning for short term eruption forecasting at data scarce volcanoes

Abstract Seismic data recorded before volcanic eruptions provides important clues for forecasting. However, limited monitoring histories and infrequent eruptions restrict the data available for training forecasting models. We propose a transfer machine learning approach that identifies eruption prec...

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Main Authors: Alberto Ardid, David Dempsey, Corentin Caudron, Shane Cronin, Ben Kennedy, Társilo Girona, Diana Roman, Craig Miller, Sally Potter, Oliver D. Lamb, Anto Martanto, Yesim Cubuk-Sabuncu, Leoncio Cabrera, Sergio Ruiz, Rodrigo Contreras, Javier Pacheco, Mauricio M. Mora, Silvio De Angelis
Format: Article
Language:English
Published: Nature Portfolio 2025-02-01
Series:Nature Communications
Online Access:https://doi.org/10.1038/s41467-025-56689-x
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https://doi.org/10.1038/s41467-025-56689-x

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