Forecasting volcanic activity using deep learning

Informazioni relative al progetto

DEEPVOLC

ID dell’accordo di sovvenzione: 866085

DOI 10.3030/866085

Data della firma CE 19 Dicembre 2019

Data di avvio 1 Giugno 2020

Data di completamento 31 Gennaio 2026

Finanziato da

• EXCELLENT SCIENCE - European Research Council (ERC)

Costo totale € 1 999 495,00

Contributo UE € 1 999 495,00

Coordinato da

UNIVERSITY OF LEEDS
United Kingdom

Risultati finali

Open Research Data Pilot (1)

Data Management Plan

Pubblicazioni

Peer reviewed articles (6)

First Onset of Unrest Captured at Socompa: A Recent Geodetic Survey at Central Andean Volcanoes in Northern Chile

Autori: Liu F, Elliott JR, Ebmeier SK, Craig TJ, Hooper A, Novoa Lizama C, Delgado F.
Pubblicato in: Geophysical Research Letters, 2023, ISSN 0094-8276
Editore: American Geophysical Union
DOI: 10.1029/2022gl102480

Weather model based atmospheric corrections of Sentinel-1 InSAR deformation data at Turkish volcanoes

Autori: Dogru F, Albino F, Biggs J
Pubblicato in: Geophysical Journal International, 2023, ISSN 0956-540X
Editore: Geological Society by Blackwell Scientific
DOI: 10.1093/gji/ggad070

Decades of subsidence followed by rapid uplift: Insights from microgravity data at Askja Volcano, Iceland

Autori: Koymans MR, de Zeeuw-van Dalfsen E, Sepúlveda J, Evers LG, Giniaux JM, Grapenthin R, Hooper A, Ófeigsson BG, Sigmundsson F, Yang Y
Pubblicato in: Journal of Volcanology and Geothermal Research, 2023, ISSN 0377-0273
Editore: Elsevier BV
DOI: 10.1016/j.jvolgeores.2023.107890

Deformation, seismicity, and monitoring response preceding and during the 2022 Fagradalsfjall eruption, Iceland

Autori: Parks M, Sigmundsson F, Drouin V, Hjartardóttir ÁR, Geirsson H, Hooper A, Vogfjörd KS, Ófeigsson BG, Hreinsdóttir S, Jensen EH, Einarsson P
Pubblicato in: Bulletin of Volcanology, 2023, ISSN 0258-8900
Editore: Springer Verlag
DOI: 10.1007/s00445-023-01671-y

Routine Processing and Automatic Detection of Volcanic Ground Deformation Using Sentinel-1 InSAR Data: Insights from African Volcanoes

Autori: Albino F, Biggs J, Lazecký M, Maghsoudi Y
Pubblicato in: Remote Sensing, 2023, ISSN 2072-4292
Editore: Multidisciplinary Digital Publishing Institute (MDPI)
DOI: 10.3390/rs14225703

Large-scale demonstration of machine learning for the detection of volcanic deformation in Sentinel-1 satellite imagery

Autori: Juliet Biggs; Nantheera Anantrasirichai; Fabien Albino; Milan Lazecky; Yasser Maghsoudi
Pubblicato in: Bulletin of Volcanology, 2022, ISSN 0258-8900
Editore: Springer Verlag
DOI: 10.1007/s00445-022-01608-x

Non-peer reviewed articles (1)

Simultaneous classification and location of volcanic deformation in SAR interferograms using a convolutional neural network

Autori: Matthew Gaddes; Andy Hooper; Fabien Albino
Pubblicato in: EarthArXiv, 2021, ISSN 0306-2619
Editore: Pergamon Press Ltd.
DOI: 10.31223/x5cw2j