Machine learning in volcanology: a review

R Carniel, S Guzman - Volcanoes-Updates in Volcanology, 2021 - air.uniud.it
A volcano is a complex system, and the characterization of its state at any given time is not
an easy task. Monitoring data can be used to estimate the probability of an unrest and/or an …

Development of a volcanic risk management system at Mount St. Helens—1980 to present

HMN Wright, CL Driedger, JS Pallister… - Bulletin of …, 2023 - Springer
Here, we review volcanic risk management at Mount St. Helens from the perspective of the
US Geological Survey's (USGS) experience over the four decades since its 18 May 1980 …

Unsupervised deep clustering of seismic data: Monitoring the Ross Ice Shelf, Antarctica

WF Jenkins, P Gerstoft, MJ Bianco… - Journal of Geophysical …, 2021 - Wiley Online Library
Advances in machine learning (ML) techniques and computational capacity have yielded
state‐of‐the‐art methodologies for processing, sorting, and analyzing large seismic data …

The influence of a transitional stress regime on the source characteristics of induced seismicity and fault activation: Evidence from the 30 November 2018 Fort St. John …

RO Salvage, DW Eaton - Bulletin of the Seismological …, 2022 - pubs.geoscienceworld.org
On 30 November 2018, a sequence of seismicity including a felt (ML∼ 4.5) induced
earthquake occurred∼ 16 km southwest of Fort St. John, British Columbia. Using a local …

Earthquake‐derived seismic velocity changes during the 2018 caldera collapse of Kīlauea volcano

AJ Hotovec‐Ellis, BR Shiro, DR Shelly… - Journal of …, 2022 - Wiley Online Library
The 2018 Kīlauea caldera collapse produced extraordinary sequences of seismicity and
deformation, with 62 episodic collapse events which significantly altered the landscape of …

Return from dormancy: rapid inflation and seismic unrest driven by transcrustal magma transfer at mt. edgecumbe (l'úx shaa) volcano, alaska

R Grapenthin, Y Cheng, M Angarita… - Geophysical …, 2022 - Wiley Online Library
In April 2022, a seismic swarm near Mt. Edgecumbe in southeast Alaska suggested
renewed activity at this transform fault volcano, which was last active≈ 800 years ago …

Hydraulic Conditions for Stick‐Slip Tremor Beneath an Alpine Glacier

M Köpfli, D Gräff, BP Lipovsky… - Geophysical …, 2022 - Wiley Online Library
Accumulating evidence suggests that glacier basal motion can produce seismogenic stick‐
slip events caused by frictional resistance at the ice‐bed interface. Frequent and subsequent …

Seismic and geodetic progression of the 2018 summit caldera collapse of Kīlauea volcano

G Tepp, A Hotovec-Ellis, B Shiro, I Johanson… - Earth and Planetary …, 2020 - Elsevier
The 2018 eruption of Kīlauea volcano, Hawai'i, resulted in a major collapse of the summit
caldera along with an effusive eruption in the lower East Rift Zone. The caldera collapse …

[HTML][HTML] Microseismicity clustering and mechanic properties reveal fault segmentation in southern Italy

M Palo, M Picozzi, G De Landro, A Zollo - Tectonophysics, 2023 - Elsevier
We analyze the clustered microseismicity recorded over more than one decade in the Irpinia
region, an active seismic area in Southern Italy. We studied the spatiotemporal properties of …

The 2013–2020 seismic activity at Sabancaya Volcano (Peru): Long lasting unrest and eruption

R Machacca, P Lesage, H Tavera, JD Pesicek… - Journal of Volcanology …, 2023 - Elsevier
Sabancaya volcano is the youngest and second most active volcano in Peru. It is part of the
Ampato-Sabancaya volcanic complex which sits to the south of the ancient Hualca Hualca …