2026-10-07T04:33:11Z https://api.figshare.com/v2/oai

oai:figshare.com:article/34033257 2026-09-30T19:07:15Z category_25837 category_25939 category_25870 category_29173 item_type_3 month_year_09_2026

Processed seismic parameters and event catalogs for machine-learning eruption forecasting at Ubinas volcano, Peru Riky Centeno (25144521) Volcanology Earth system sciences Seismology and seismic exploration Machine learning not elsewhere classified Ubinas volcano volcanic seismicity machine learning Eruption Forecasting transfer learning methodology <p dir="ltr">This dataset contains the processed minute-resolution seismic parameter datasets and event catalogs used to develop and evaluate a multi-station machine-learning system for short-term forecasting of explosive volcanic activity at Ubinas volcano, Peru.</p><p dir="ltr">The archive includes four processed seismic-parameter datasets derived from the 2019 and 2023 eruptive crises, together with event catalogs containing 9 events from 2019 and 76 events from 2023. The data include Shannon entropy, kurtosis, frequency index, and seismic spectral amplitude measurement (SSAM), computed from the seismic stations analyzed in the study.</p><p dir="ltr">These materials support the manuscript entitled “A transferable multi-station machine-learning system for short-term eruption forecasting: application to Ubinas volcano (Peru).” They are intended to reproduce the data-processing, training, validation, and figure-generation workflows provided in the companion software repository: https://github.com/UGRRiky/ubinas-ml-eruption-forecasting.</p><p dir="ltr">The complete continuous seismic waveform archive is not included because of its volume and institutional data-sharing restrictions. Access to the full archive may be requested from the Instituto Geofísico del Perú and is subject to institutional approval.</p> 2026-09-30T19:07:15Z Dataset Dataset 10.6084/m9.figshare.34033257.v1 https://figshare.com/articles/dataset/Processed_seismic_parameters_and_event_catalogs_for_machine-learning_eruption_forecasting_at_Ubinas_volcano_Peru/34033257 CC BY 4.0