Forecasting the evolution of the current unrest of Campi Flegrei by defining anomalies through experts’ elicitation

The Campi Flegrei caldera, Italy, is considered one of the most high-risk volcanic areas on the planet due to its location within the metropolitan area of Naples. Campi Flegrei caldera is currently undergoing unrest. The unrest is linked to an uplift phase that started in 2005, which is accompanied by gas emissions and volcano-tectonic seismicity. Owing to the limited knowledge of the plumbing system and the pre-eruptive processes, tracking the evolution of a volcanic unrest is often based on probabilities obtained by experts’ elicitation. In this work, we present the daily variation of the probability that the unrest is driven by a shallow magma movement and the monthly probability of eruption based on the Bayesian Event Tree for Eruption Forecasting (BET_EF) model calibrated for Campi Flegrei by means of the outcomes of the VI experts’ elicitation carried out in 2015. The results show that according to the interpretive framework provided by experts, the probability that the mechanism behind the current unrest is shallow magma movements is not negligible, but the monthly probability of eruption remained overall constant during the entire period.

Authors

Institutions

Publication Details

Journal
Annals of Geophysics
Published
2025-02-07
DOI
https://doi.org/10.4401/ag-9148
Citations
2
Primary Topic
Geological and Geochemical Analysis
Type
article
Field-Weighted Citation Impact
3.73

Funders

Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Forecasting the evolution of the current unrest of Campi Flegrei by defining anomalies through experts’ elicitation

Luca Crescentini, Salvatore Ferrara, Valerio Acocella, Walter De Cesare et al.
2 citations
Annals of Geophysics
Geological and Geochemical Analysis
3.73
article

Forecasting the evolution of the current unrest of Campi Flegrei by defining anomalies through experts’ elicitation

Luca Crescentini, Salvatore Ferrara, Valerio Acocella, Walter De Cesare, Micol Todesco, Deepak Garg, M. Castellano, Luca D’Auria, Massimo D’Antonio, Stefano Caliro, Lucia Zaccarelli, Mario La Rocca, A. Mangiacapra, Patrizia Ricciolino, Zaccaria Petrillo, Flora Giudicepietro, Matteo Bagagli, Antonella Longo, Francesca Bianco, Simona Petrosino, Laura Sandri, Dmitri Rouwet, Prospero De Martino, Rosario Peluso, Chiara Montagna, Giovanni Chiodini, Massimo Orazi, Edoardo Del Pezzo, Paolo Papale, Antonietta M. Esposito, Sven Borgström, Bruno Capaccioni, Danilo Galluzzo, Warner Marzocchi, Jacopo Selva, Umberto Tammaro, R. Scarpa, Elicitation VI Working Group Elicitation VI Working Group
article en
2 citations

Abstract

The Campi Flegrei caldera, Italy, is considered one of the most high-risk volcanic areas on the planet due to its location within the metropolitan area of Naples. Campi Flegrei caldera is currently undergoing unrest. The unrest is linked to an uplift phase that started in 2005, which is accompanied by gas emissions and volcano-tectonic seismicity. Owing to the limited knowledge of the plumbing system and the pre-eruptive processes, tracking the evolution of a volcanic unrest is often based on probabilities obtained by experts’ elicitation. In this work, we present the daily variation of the probability that the unrest is driven by a shallow magma movement and the monthly probability of eruption based on the Bayesian Event Tree for Eruption Forecasting (BET_EF) model calibrated for Campi Flegrei by means of the outcomes of the VI experts’ elicitation carried out in 2015. The results show that according to the interpretive framework provided by experts, the probability that the mechanism behind the current unrest is shallow magma movements is not negligible, but the monthly probability of eruption remained overall constant during the entire period.

Annals of GeophysicsVol. 68(1)
Istituto Nazionale di Geofisica e Vulcanologia (IT), Scuola Superiore Meridionale (IT), University of Naples Federico II (IT)
Dipartimento della Protezione Civile, Presidenza del Consiglio dei Ministri, Istituto Nazionale di Geofisica e Vulcanologia
Openalex Percentile: Top 11%
Geological and Geochemical Analysis
3.73
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.