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Efficient SOM’s Application to Seismic Fumarolic Tremor for the Detection of Anomalous Hydrothermal Activity in Campi Flegrei Volcano (Italy)

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What this work says

Outgoing claims: the papers this work cites, builds on, or argues with.

inferredcites →https://doi.org/10.1002/2013jb010868openalex-snapshot
Sill intrusion as a source mechanism of unrest at volcanic calderas
inferredcites →https://doi.org/10.1002/2015gl063621openalex-snapshot
Geodetic constraints to the source mechanism of the 2011–2013 unrest at Campi Flegrei (Italy) caldera
inferredcites →https://doi.org/10.1002/2017jb014852openalex-snapshot
Measurement of Seafloor Deformation in the Marine Sector of the Campi Flegrei Caldera (Italy)
inferredcites →https://doi.org/10.1007/978-3-642-56927-2openalex-snapshot
Self-Organizing Maps
inferredcites →https://doi.org/10.1007/978-981-15-5093-5openalex-snapshot
Progresses in Artificial Intelligence and Neural Systems
inferredcites →https://doi.org/10.1007/bf00215816openalex-snapshot
Automatic classification of volcanic earthquakes by using Multi-Layered neural networks
inferredcites →https://doi.org/10.1007/bf00337288openalex-snapshot
Self-organized formation of topologically correct feature maps
inferredcites →https://doi.org/10.1007/s00024-015-1190-yopenalex-snapshot
Insight into Vent Opening Probability in Volcanic Calderas in the Light of a Sill Intrusion Model
inferredcites →https://doi.org/10.1007/s00190-020-01355-xopenalex-snapshot
Radial interpolation of GPS and leveling data of ground deformation in a resurgent caldera: application to Campi Flegrei (Italy)
inferredcites →https://doi.org/10.1016/0098-3004(94)00072-3openalex-snapshot
Neural networks and discrimination of seismic signals
inferredcites →https://doi.org/10.1016/j.jvolgeores.2005.08.012openalex-snapshot
Automatic classification and a-posteriori analysis of seismic event identification at Soufrière Hills volcano, Montserrat
inferredcites →https://doi.org/10.1016/j.jvolgeores.2019.07.005openalex-snapshot
Escalating CO2 degassing at the Pisciarelli fumarolic system, and implications for the ongoing Campi Flegrei unrest
inferredcites →https://doi.org/10.1016/j.jvolgeores.2021.107183openalex-snapshot
Resurgent uplift at large calderas and relationship to caldera-forming faults and the magma reservoir: New insights from the Neapolitan Yellow Tuff caldera (Italy)
inferredcites →https://doi.org/10.1016/j.jvolgeores.2021.107245openalex-snapshot
Hydrothermal pressure-temperature control on CO2 emissions and seismicity at Campi Flegrei (Italy)
inferredcites →https://doi.org/10.1016/j.pepi.2018.10.004openalex-snapshot
Filtering of noisy magnetotelluric signals by SOM neural networks
inferredcites →https://doi.org/10.1016/j.rse.2019.111440openalex-snapshot
Volcanic structures investigation through SAR and seismic interferometric methods: The 2011–2013 Campi Flegrei unrest episode
inferredcites →https://doi.org/10.1029/2008jb006258openalex-snapshot
Long‐term variations of the Campi Flegrei, Italy, volcanic system as revealed by the monitoring of hydrothermal activity
inferredcites →https://doi.org/10.1029/2010jb007837openalex-snapshot
Repeated fluid-transfer episodes as a mechanism for the recent dynamics of Campi Flegrei caldera (1989–2010)
inferredcites →https://doi.org/10.1029/2019gc008610openalex-snapshot
Insight Into Campi Flegrei Caldera Unrest Through Seismic Tremor Measurements at Pisciarelli Fumarolic Field
inferredcites →https://doi.org/10.1029/2021jb023773openalex-snapshot
New Insights Into the Recent Magma Dynamics Under Campi Flegrei Caldera (Italy) From Petrological and Geochemical Evidence
inferredcites →https://doi.org/10.1029/93jb01563openalex-snapshot
Neural networks and inversion of seismic data
inferredcites →https://doi.org/10.1038/s41598-020-66590-wopenalex-snapshot
Continuous radon monitoring during seven years of volcanic unrest at Campi Flegrei caldera (Italy)
inferredcites →https://doi.org/10.1038/s41598-021-86506-6openalex-snapshot
Statistics of seismicity to investigate the Campi Flegrei caldera unrest
inferredcites →https://doi.org/10.1038/s41598-022-06928-8openalex-snapshot
The seismicity of Campi Flegrei in the contest of an evolving long term unrest
inferredcites →https://doi.org/10.1038/srep13100openalex-snapshot
Magma injection beneath the urban area of Naples: a new mechanism for the 2012–2013 volcanic unrest at Campi Flegrei caldera
inferredcites →https://doi.org/10.1088/1749-4699/8/1/014003openalex-snapshot
ObsPy: a bridge for seismology into the scientific Python ecosystem
inferredcites →https://doi.org/10.1109/tgrs.2019.2926772openalex-snapshot
Seismic Signal Denoising and Decomposition Using Deep Neural Networks
inferredcites →https://doi.org/10.1111/j.1365-246x.2009.04179.xopenalex-snapshot
Synopsis of supervised and unsupervised pattern classification techniques applied to volcanic tremor data at Mt Etna, Italy
inferredcites →https://doi.org/10.1130/g33251.1openalex-snapshot
Early signals of new volcanic unrest at Campi Flegrei caldera? Insights from geochemical data and physical simulations
inferredcites →https://doi.org/10.1130/g39447.1openalex-snapshot
Fumarolic tremor and geochemical signals during a volcanic unrest
inferredcites →https://doi.org/10.1785/0120020005openalex-snapshot
Discrimination of Earthquakes and Underwater Explosions Using Neural Networks
inferredcites →https://doi.org/10.1785/0120030075openalex-snapshot
Automatic Classification of Seismic Signals at Mt. Vesuvius Volcano, Italy, Using Neural Networks
inferredcites →https://doi.org/10.1785/0120050097openalex-snapshot
Automatic Discrimination among Landslide, Explosion-Quake, and Microtremor Seismic Signals at Stromboli Volcano Using Neural Networks
inferredcites →https://doi.org/10.1785/0120070110openalex-snapshot
Unsupervised Neural Analysis of Very-Long-Period Events at Stromboli Volcano Using the Self-Organizing Maps
inferredcites →https://doi.org/10.1785/0220200223openalex-snapshot
Tracking Episodes of Seismicity and Gas Transport in Campi Flegrei Caldera Through Seismic, Geophysical, and Geochemical Measurements
inferredcites →https://doi.org/10.1785/bssa0800051346openalex-snapshot
Seismic discrimination with artificial neural networks: Preliminary results with regional spectral data
inferredcites →https://doi.org/10.1785/gssrl.81.3.530openalex-snapshot
ObsPy: A Python Toolbox for Seismology
inferredcites →https://doi.org/10.3389/feart.2017.00054openalex-snapshot
A Physical Model of Sill Expansion to Explain the Dynamics of Unrest at Calderas with Application to Campi Flegrei
inferredcites →https://doi.org/10.3389/feart.2020.581742openalex-snapshot
Clustering of Experimental Seismo-Acoustic Events Using Self-Organizing Map (SOM)
inferredcites →https://doi.org/10.3389/feart.2021.662113openalex-snapshot
Campi Flegrei, Vesuvius and Ischia Seismicity in the Context of the Neapolitan Volcanic Area
inferredcites →https://doi.org/10.3390/rs13142725openalex-snapshot
The Ground Deformation History of the Neapolitan Volcanic Area (Campi Flegrei Caldera, Somma–Vesuvius Volcano, and Ischia Island) from 20 Years of Continuous GPS Observations (2000–2019)
inferredcites →https://doi.org/10.4401/ag-4838openalex-snapshot
ObsPy – What can it do for data centers and observatories?
inferredcites →https://doi.org/10.4401/ag-6452openalex-snapshot
Neural analysis of seismic data: applications to the monitoring of Mt. Vesuvius
inferredcites →https://doi.org/10.5194/egusphere-egu22-10482openalex-snapshot
Variations of Stromboli activity related to the 2019 paroxysmal phase revealed by SOM clustering of seismo-acoustic data and its comparison with video recordings and GBInSAR measurements

What points at this work

Incoming claims: where this work appears in other papers’ reference lists and arguments.

inferred← citeshttps://doi.org/10.2139/ssrn.4791859openalex-extracted
inferred← citeshttps://doi.org/10.1007/978-981-95-4072-3_23openalex-snapshot
Applications of SOM in Seismology: from Dataset Quality Assessment to Mislabelled Trace Detection
inferred← citeshttps://doi.org/10.1007/978-981-95-4072-3_27openalex-snapshot
A First Neural-Based Approach to Analyze Seismic Activity at Campi Flegrei Volcano During the Ongoing Unrest
inferred← citeshttps://doi.org/10.1007/978-981-96-0994-9_28openalex-snapshot
Automatic Detection of Short Duration Events (SDEs) in Fumarolic Tremor of Campi Flegrei Caldera: Preliminary Results
inferred← citeshttps://doi.org/10.1007/s00445-025-01880-7openalex-snapshot
Near-surface anomalies within Solfatara Volcano, Campi Flegrei, Italy, revealed using magnetic gradient measurements and 3D electrical resistivity data
inferred← citeshttps://doi.org/10.1016/j.jag.2024.104060openalex-snapshot
First evidence of a geodetic anomaly in the Campi Flegrei caldera (Italy) ground deformation pattern revealed by DInSAR and GNSS measurements during the 2021–2023 escalating unrest phase
inferred← citeshttps://doi.org/10.1029/2025jb032703openalex-snapshot
Seismo‐Acoustic Evidence for Meteoric Water Modulation of Hydrothermal Fluid Discharge
inferred← citeshttps://doi.org/10.1038/s41467-025-56723-yopenalex-snapshot
Burst-like swarms in the Campi Flegrei caldera accelerating unrest from 2021 to 2024
inferred← citeshttps://doi.org/10.1038/s41598-026-38257-5openalex-snapshot
Single-station analysis of Campi Flegrei (Italy) seismic signals using multiscale entropy and unsupervised learning
inferred← citeshttps://doi.org/10.3390/app15095134openalex-snapshot
Integrated SOM Multi-Attribute Optimization and Seismic Waveform Inversion for Thin Sand Body Characterization: A Case Study of the Paleogene Lower E3d2 Sub-Member in the HHK Depression, Bohai Bay Basin
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