Session 3.1: Innovative Data Collection, Machine Learning, and Processing Methods in Volcanology
Multiple days
This session is scheduled over multiple days!
Talks:
Posters:
Talks
A petrologist's walk through the forest of machine learning
Corin Jorgenson1, Mónica Ágreda-López2, Oliver Higgins 3, Luca Caricchi 1, and Maurizio Petrelli2
Monday, 08:30 - 08:45
Impact of volcanic SO2-rich plumes on vegetation health
Megan Udy1, Susanna Ebmeier1, Sebastian Watt2, Andy Hooper1
Monday, 08:45 - 09:00
Colonization of basaltic lava by lichens at Fagradalsfjall volcano (Iceland) imaged using drone-based hyperspectral remote sensing
Eva Wickert 1, Benjamin F. De Jarnatt2,3, Thomas R. Walter2,3, Samuel T. Thiele4, Bastian Siegmann5, Claudia Colesie6, Nicole Richter1
Monday, 09:00 - 09:15
Graph Neural Network based elastic deformation emulators for magmatic reservoirs of complex geometries
Taiyi A. Wang1, Ian W. McBrearty2, Paul Segall2
Monday, 09:15 - 09:30
An ICA-based detection of volcanic deformation using InSAR data in Ontake volcano, Japan
Yutaro Shigemitsu1, Shungo Tonoyama2, Takeo Tadono1
Monday, 09:30 - 09:45
Mitigating Atmospheric Noise in InSAR Displacement Time-series using a Convolutional Neural Network Machine Learning Model
Rebecca Bussard , Christelle Wauthier
Monday, 09:45 - 10:00
A Cutting-Edge AI Approach for Ground Deformation Modelling
Martina Allegra 1,2, Flavio Cannavò1, Gilda Currenti1, Simone Palazzo2, Concetto Spampinato2
Monday, 10:30 - 10:45
Detection of seismic phases on Distributed Acoustic Sensing (DAS) using the Discrete Cosine Transform (DCT).
Rubén García-Hernandez1, Luca D\'Auria1,2, José Luis Sánchez de la Rosa3, Nemesio M. Pérez1,2
Monday, 10:45 - 11:00
Leveraging Machine Learning for Improved Earthquake Location: A Case Study from Mayotte
Léonard Seydoux
Monday, 11:00 - 11:15
Lessons Learned from a Community-Driven Workshop to Define Best Practices for Unoccupied Aerial Systems (UAS) Use in Volcanology.
Mel Rodgers1 , Fiona D'Arcy2, J. Andres Diaz3, Angie Diefenbach4, Jack Elston5, Enrica Marotta6, Brian Perttu7, Ian Schipper8, Florian Schwander9, Benoît Smets10,
Monday, 11:15 - 11:30
In search for ground-truth. Quantifying uncertainty in expert labelling for machine learning
Sam Mitchinson1 , Jessica Johnson1, Ben Milner2, Jason Lines2
Thursday, 08:30 - 08:45
Using Machine Learning to Enhance the Yellowstone Earthquake Catalog
Alysha Armstrong , Ben Baker, Keith Koper
Thursday, 08:45 - 09:00
A ConvLSTM based deep neural network for volcanic clouds monitoring from space
Federica Torrisi 1, Claudia Corradino1, Ciro Del Negro1
Thursday, 09:00 - 09:15
A machine learning approach to volcanic eruption nowcasting using geostationary satellite-based thermal features
Claudia Corradino 1, Simona Cariello1, Alessandro La Spina1, Ciro Del Negro1
Thursday, 09:15 - 09:30
VolcanoInSight: A webcam system for monitoring volcanic activity in Iceland
Talfan Barnie 1, Kjartan Akil Jónsson1, Sara Barsotti1, Pálmi Erlendsson1, Bergur H. Bergsson1, Manuel Titos2, Melissa A. Pfeffer1, Gro B. M. Pedersen1
Thursday, 09:30 - 09:45
The Virunga volcanic chain: a solution to the electricity problems of the city of Goma (North Kivu, DRC)?
Paterne MULIMBI KAGARABI
Thursday, 09:45 - 10:00
Posters
Structural parameters of the dyke swarm in the Saghro Massif (Eastern Anti-Atlas, Morocco): Insights into the understanding the depth of magma chamber source and tectonic regime during emplacement
Ahmed Baamar 1,3, Ezzoura Errami2, Brahim Karaoui3, Zakarya Yajioui3, John Browning4
Monday, 16:30 - 18:30 • 125
Highlighting inner structures of Piton de la Fournaise by comparative analysis of unique 3D magnetic and electrical resistivity models
Romain Guillard1 , Lydie Gailler1, Solène Buvat1, Philippe Labazuy1, Erwan Thébault1, Edouard Régis2 and the ANR Scan4Volc team
Monday, 16:30 - 18:30 • 126
Towards Automating Reliable SO_2 Camera Retrievals
Alyssa Heggison 1, Thomas C Wilkes1, Tom D Pering1, Jefersson A dos Santos2
Monday, 16:30 - 18:30 • 127
Enhancing Phase Detection of Volcanic Earthquakes Through a Multi-Station Machine Learning Model
^^ Robinson, A.G^^ .1, Hammond, J.O.S.1, Steele, A.2 Lapins, S.3
Monday, 16:30 - 18:30 • 128
Extraction of Multimodal Surface Wave Dispersion Curves in Volcanic Area: Case Study on Mt. Ontake, Central Japan
Misaki Asai1, Yuta Maeda1, Toshiki Watanabe1
Monday, 16:30 - 18:30 • 129
Synthetic aperture radar drone application to study active volcanoes of Iceland
Alina V. Shevchenko1, Mahdi Motagh1, Dibakar K. Ritushree1, Egill Á. Gudnason2, Eduardo Freitas3, Christian Wimmer3, Maria Hurley1, Magnus T. Gudmundsson4, Gro B.M. Pedersen5, Thomas R. Walter1, Magdalena S. Vassileva1, Martina Pedicini6, Linda Sobolewski4, Isabella Feldmann7, Daniel Müller1, Qi Zhou1, Gian Oré8, João Moreira3
Monday, 16:30 - 18:30 • 130
Detecting Subtle Deformation on Tropical Volcanic Islands: Advanced InSAR Time Series Techniques for Enhanced Monitoring
Smittarello D 1., d'Oreye N1,2., Derauw D3., Froger J-L4. Cayol V5., Hautecoeur A5.
Monday, 16:30 - 18:30 • 131
Detecting Volcanic Deformation in Hawaiʻi Using Multimodal Deep Learning Techniques
Tyler Paladino1, Emily Montgomery-Brown1, Michael Poland1,2, Marco Bagnardi1 , Lopaka Lee3
Monday, 16:30 - 18:30 • 132
From Seismic Signals to Volcanic Processes: Data-Driven Approaches at Piton de la Fournaise
Marie A. Gärtner 1, René Steinmann2, Michel Campillo1, Nikolai Shapiro1
Monday, 16:30 - 18:30 • 133
Automatic assessment of volcanic activity of Hakone volcano, Japan -Introduction of volcanic unrest index and automatic detection of earthquakes-
Ryo Kurihara1
Monday, 16:30 - 18:30 • 134
Low-Cost Photogrammetry Technique That Uses a Locally Defined Coordinate System to Model Meter-Scale Cavities or Vertical Features
Mya Thomas , Alison Graettinger
Monday, 16:30 - 18:30 • 135
Using Google Earth Engine as a tool for estimating volcanic cloud-top height based on GOES imagery: a case study at the remote Sangay volcano, Ecuador
Anais Vásconez Müller1; Camilo Naranjo2; Benjamin Bernard1; Stefano Corradini2
Monday, 16:30 - 18:30 • 136
Reevaluating the 2008-2009 Yellowstone Lake Seismic Swarm with Deep Learning
Hayley G. Woodrich1 , Ross R. Maguire1, Patricia M. Gregg1
Monday, 16:30 - 18:30 • 137
Extracting locations from individual cameras: Single view three-dimensional reconstruction to extract flow velocities from static cameras
Stuart Mead1, Gert Lube1, Ermanno Brosch1
Monday, 16:30 - 18:30 • 138
Constructing eruptive histories at the Alaska Volcano Observatory: a harmonious integration of volcanology, petrology, and statistics
Jordan Lubbers , Matthew Loewen, Kristi Wallace
Monday, 16:30 - 18:30 • 139
Volcanology in the Twittersphere
Jamie I. Farquharson
Monday, 16:30 - 18:30 • 140
Assessing cloud points co-registration methods efficiency based on UAS images acquired in an active volcanic environment (Stromboli volcano, Italy)
Pierre-Yves Tournigand1, 2, Benoît Smets2, 3, Tullio Ricci4, Riccardo Civico4, Riky Centeno5, 6, Matthieu Kervyn2
Monday, 16:30 - 18:30 • 141
Unravelling the heterogeneous character of porous lava rocks from Fogo Volcano (Azores, Portugal) through experimental data
Maria Luísa Pereira1, 2, Nora Cueto3, Lucia Pappalardo4, Gianmarco Buono4, Alessia Falasconi4, Mário Moreira5, Vittorio Zanon1, Isabel Fernandes6
Monday, 16:30 - 18:30 • 142
Satellite monitoring of active volcanoes using Short-Wave Infrared (SWIR) observations
F. Marchese1, E. Ciancia1, A. Falconieri1, N. Genzano2, C. Filizzola1, G. Mazzeo1, S. Plank3, N. Pergola1
Monday, 16:30 - 18:30 • 143
Volcanic stratigraphy reconstruction using crystal size distribution automated by machine learning
Martin Jutzeler 1, Rebecca Carey1, Yasin Dagasan2, Ray Cas1,3
Monday, 16:30 - 18:30 • 144
Amphibole machine learning thermobarometry and chemometry: a general model for igneous rocks
Martín Miranda-Muruzábal1, Oliver Higgins2, Luca Caricchi1
Monday, 16:30 - 18:30 • 145
Combining thermodynamic- and machine learning-based thermobarometry
Luca Caricchi1, Martin Miranda Muruzabal1, Clothilde Jost1, Mónica Ágreda-López2, Silvio Mollo3, Teresa Ubide Garralda4, Maurizio Petrelli2
Monday, 16:30 - 18:30 • 146
Afar triple junction fed by single asymmetric mantle upwelling
Emma J. Watts 1,2, Rhiannon Rees1, Thomas M. Gernon1, Philip Jonathan3,4, Derek Keir1,5, Rex N. Taylor1, Melanie Siegburg6, Emma L. Chambers7, Carolina Pagli8, Matthew J. Cooper1, Agnes Michalik1, J. Andrew Milton1, Thea K. Hincks1, Ermias F. Gebru9,10, Atalay Ayele10, Bekele Abebe10
Monday, 16:30 - 18:30 • 147
TIRVolcH: a Satellite-Based Volcano Monitoring System for Advancing Global Thermal Data Collection and Processing
Simone Aveni1,2, Marco Laiolo2,3, Adele Campus2, Francesco Massimetti2, Diego Coppola2,3
Monday, 16:30 - 18:30 • 148
Volcanic cloud detection and retrieval using Machine Learning approach and MSG-SEVIRI data from the 2020-2022 Etna activity
Camilo Naranjo1, Lorenzo Guerrieri1, Stefano Corradini1 , Luca Merucci1, Dario Stelitano1, Matteo Picchiani2
Monday, 16:30 - 18:30 • 149
WITHDRAWN -Rapid LA-ICP-MS measurement of trace elements in volcanic glasses for petrologic monitoring
Adam J.R. Kent1, Kendra J. Lynn2, Drew T. Downs2, Chris J. Russo1, Charles T. Lewis1, Matthew W. Loewen3
Monday, 16:30 - 18:30 • 150
SSTAR: A user-friendly application to track subtle thermal anomalies at volcanoes
Társilo Girona 1, Laure Brenot2
Monday, 16:30 - 18:30 • 151
Developing and data mining with machine learning a volcanic ash database (VolcAshDB)
Damià Benet 1, Fidel Costa1, Kévin Migadel1, Daniel W. J. Lee2, Claudia D'Oriano3, Massimo Pompilio3, Dini Nurfiani4, Hamdi Rifai5
Monday, 16:30 - 18:30 • 152
Random Forest classificators for Stromboli volcano (Italy) to detect periods of higher probability of major or paroxysmal eruptions
Laura Sandri 1, Alexander Garcia1, Alberto Ardid2
Monday, 16:30 - 18:30 • 153
Machine Learning (ML) methods to address automated mineral segmentation and zonation pattern clustering: application for diffusion chronometry in volcanic rocks
Artem Leichter1, Renat Almeev2, Monika Sester1, Francois Holtz2
Monday, 16:30 - 18:30 • 154
Introducing Orange-Volcanoes a Visual Tool for Petro-Volcanological Data Analysis: A Case Study in Petrological Volcano Monitoring
Alessandro Musu ^1,2^, Valerio Parodi3, Marko Toplak4, Alessandro Carfì3, Mónica Ágreda-López2, Fulvio Mastrogiovanni3, Diego Perugini2, Zupan Blaž4, Maurizio Petrelli2
Monday, 16:30 - 18:30 • 155
Decoding Volcanic Plume Dilution: A Data-Driven Approach to Magmatic Gas Signal Recovery
João Lages1, Luciano Curcio1, Marcello Bitetto1, Angelo Vitale1, and Alessandro Aiuppa1
Monday, 16:30 - 18:30 • 156
Integrating space- and ground-based observations for global monitoring of volcanic gas emissions
Viktor Ixion Mészáros 1, Santiago Arellano1, Marie Boichu2, Raphaël Grandin3, Vitali Fioletov4
Monday, 16:30 - 18:30 • 157
Measuring topographic change due to volcanic eruptions using multistatic SAR satellites.
^^ Juliet Biggs1^^ , Odysseas Pappas1, Rebecca Edwards1, Julia Kubanek2 and Michael Poland3,
Monday, 16:30 - 18:30 • 158
The Miniature Multispectral Thermal infrared Camera (MMT-gasCam) for volcanic monitoring: Laboratory calibration and first field data
Evan Collins 1, James Thompson2, Daniel Williams1, Michael Ramsey1
Monday, 16:30 - 18:30 • 159
Enhancing Volcanic Seismic Monitoring of Semeru Volcano Using Data Integration and Automated Workflows
Martanto1, 2 , Corentin Caudron1, Thomas Lecocq1, Devy Kamil Syahbana2, Andri Dian Nugraha3, Alexander Yates2
Monday, 16:30 - 18:30 • 160
Exploring Opportunities, Epistemological Challenges, and Risks of Machine Learning in Volcano Science
Maurizio Petrelli1, Mónica Ágreda-López1
Monday, 16:30 - 18:30 • 161
Volcanic tremor and deformation during the 2012-2023 lava fountains at Etna unveiled by high-precision strain signal
Luigi Carleo , Gilda Currenti, Alessandro Bonaccorso
Monday, 16:30 - 18:30 • 162
Evaluation of a random forest model to forecast paroxysms at Volcán de Fuego, Guatemala
Amelia Bain 1,3, Oliwia Pedrycz2, Andrew Bell3, Sophie Butcher4, Silvio De Angelis5, Eliza Calder3, Amilcar Roca Palma6, Fabrizio Ponce6, Rüdiger Escobar Wolf7, Elaine Spiller8
Monday, 16:30 - 18:30 • 163
Reykjanes Peninsula: fires and faults as witnesses of a rifting episode
Nicolas Oestreicher1, 2, 3 , Joël Ruch1, Simon Bufféral4, Elisabetta Panza1, Xingjun Luo5, Yohann Chatelain1, Halldór Geirsson6, Þorsteinn Sæmundsson6, 7
Monday, 16:30 - 18:30 • 164
Machine-learning-based Earthquake Catalog Reveals A Clearer View of the Current Phase of Unrest at Campi Flegrei Caldera
Xing Tan1, Anna Tramelli2, Sergio Gammaldi2, Gregory C. Beroza1, William Ellsworth1, Warner Marzocchi3
Monday, 16:30 - 18:30 • 165
Onset of diking recorded by pressure spikes in geothermal groundwater monitoring wells in Svartsengi geothermal area, SW-Iceland
Catherine R. Gallagher1, Lárus Þórvaldsson1, Lilja Magnúsdóttir1, Michelle M. Parks2, Magnús Tumi Guðmundsson3, Hannah Iona Reynolds3, Sara Barsotti2, Benedikt G. Ofeigsson2, Kristín Jóndóttir2, Krístín Vogfjorð2, Vincent Drouin2, Hildur M. Friðríksdóttir2, Birgir V. Óskarsson4, Joaquín M-C Belart4, Robert A. Askew4, Sydney R. Gunnarson4, Hanna Blanck1, Alma G-H. Williams1, William C. Wenrich1, Kiflom Gebrehiwot Mesfin1, Valdís Guðmundsdóttir1.
Monday, 16:30 - 18:30 • 166
Radionuclides behavior in hydrothermal volcanic systems: Preliminary investigations at high and low gas flux emission sites
G. Bufi1, S. Massaro1,2, F. Giordano3, P. Dellino1, S. Rainò3, F. Dioguardi1, F. Rufino4, S. Caliro4, A. Aiuppa5, S. Lentini1, A. Vitale5, A. Costa2, D. Serini3, D. Cerasole3, L. Divenere3, G. Vougioukalakis6, G. Tamburello2, G. Bini2, R. Sulpizio1,2
Monday, 16:30 - 18:30 • 167
Comparing deep learning models for phase picking tasks
Sérgio Oliveira1, Luís Gomes2, João Luís Gaspar1, Sérgio Moro3
Monday, 16:30 - 18:30 • 168
