Forecasting volcanic activity using deep learning

Informations projet

DEEPVOLC

N° de convention de subvention: 866085

DOI 10.3030/866085

Date de signature de la CE 19 Decembre 2019

Date de début 1 Juin 2020

Date de fin 31 Janvier 2026

Financé au titre de

• EXCELLENT SCIENCE - European Research Council (ERC)

Coût total € 1 999 495,00

Contribution de l’UE € 1 999 495,00

Coordonné par

UNIVERSITY OF LEEDS
United Kingdom

Livrables

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

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

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

Auteurs: Dogru F, Albino F, Biggs J
Publié dans: Geophysical Journal International, 2023, ISSN 0956-540X
Éditeur: 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

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

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

Auteurs: Parks M, Sigmundsson F, Drouin V, Hjartardóttir ÁR, Geirsson H, Hooper A, Vogfjörd KS, Ófeigsson BG, Hreinsdóttir S, Jensen EH, Einarsson P
Publié dans: Bulletin of Volcanology, 2023, ISSN 0258-8900
Éditeur: 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

Auteurs: Albino F, Biggs J, Lazecký M, Maghsoudi Y
Publié dans: Remote Sensing, 2023, ISSN 2072-4292
Éditeur: 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

Auteurs: Juliet Biggs; Nantheera Anantrasirichai; Fabien Albino; Milan Lazecky; Yasser Maghsoudi
Publié dans: Bulletin of Volcanology, 2022, ISSN 0258-8900
Éditeur: 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

Auteurs: Matthew Gaddes; Andy Hooper; Fabien Albino
Publié dans: EarthArXiv, 2021, ISSN 0306-2619
Éditeur: Pergamon Press Ltd.
DOI: 10.31223/x5cw2j