Forecasting volcanic activity using deep learning

Project Information

DEEPVOLC

Grant agreement ID: 866085

DOI 10.3030/866085

EC signature date 19 December 2019

Start date 1 June 2020

End date 31 January 2026

Funded under

• EXCELLENT SCIENCE - European Research Council (ERC)

Total cost € 1 999 495,00

EU contribution € 1 999 495,00

Coordinated by

UNIVERSITY OF LEEDS
United Kingdom

Deliverables

Open Research Data Pilot (1)

Data Management Plan

Publications

Peer reviewed articles (6)

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

Author(s): Liu F, Elliott JR, Ebmeier SK, Craig TJ, Hooper A, Novoa Lizama C, Delgado F.
Published in: Geophysical Research Letters, 2023, ISSN 0094-8276
Publisher: American Geophysical Union
DOI: 10.1029/2022gl102480

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

Author(s): Dogru F, Albino F, Biggs J
Published in: Geophysical Journal International, 2023, ISSN 0956-540X
Publisher: 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

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

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

Author(s): Parks M, Sigmundsson F, Drouin V, Hjartardóttir ÁR, Geirsson H, Hooper A, Vogfjörd KS, Ófeigsson BG, Hreinsdóttir S, Jensen EH, Einarsson P
Published in: Bulletin of Volcanology, 2023, ISSN 0258-8900
Publisher: 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

Author(s): Albino F, Biggs J, Lazecký M, Maghsoudi Y
Published in: Remote Sensing, 2023, ISSN 2072-4292
Publisher: 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

Author(s): Juliet Biggs; Nantheera Anantrasirichai; Fabien Albino; Milan Lazecky; Yasser Maghsoudi
Published in: Bulletin of Volcanology, 2022, ISSN 0258-8900
Publisher: 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

Author(s): Matthew Gaddes; Andy Hooper; Fabien Albino
Published in: EarthArXiv, 2021, ISSN 0306-2619
Publisher: Pergamon Press Ltd.
DOI: 10.31223/x5cw2j