Semantic segmentation of explosive volcanic plumes through deep learning

High-rate very-long-period seismicity at Yasur volcano, Vanuatu: Source mechanism and decoupling from surficial explosions and infrasound

(2022) Robin S Matoza et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Machine Learning Approaches to Identifying Changes in Eruptive State Using Multi‐Parameter Datasets From the 2006 Eruption of Augustine Volcano, Alaska

(2021) Grace F. Manley et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Machine Learning Reveals the Seismic Signature of Eruptive Behavior at Piton de la Fournaise Volcano

(2020) C. X. Ren et al.   GEOPHYSICAL RESEARCH LETTERS

Volcano video data characterized and classified using computer vision and machine learning algorithms

(2020) Alex J.C. Witsil et al.   Geoscience Frontiers

Atmospheric Dispersion Modelling at the London VAAC: A Review of Developments since the 2010 Eyjafjallajökull Volcano Ash Cloud

(2020) Frances M. Beckett et al.   Atmosphere

Machine learning as a detection method of Strombolian eruptions in infrared images from Mount Erebus, Antarctica

(2020) Brian C. Dye et al.   PHYSICS OF THE EARTH AND PLANETARY INTERIORS

Automatic precursor recognition and real-time forecasting of sudden explosive volcanic eruptions at Whakaari, New Zealand

(2020) D. E. Dempsey et al.   Nature Communications

Measurement of three dimensional volcanic plume properties using multiple ground based infrared cameras

(2019) Kieran Wood et al.   ISPRS JOURNAL OF PHOTOGRAMMETRY AND REMOTE SENSING

Determining the three-dimensional structure of a volcanic plume using Unoccupied Aerial System (UAS) imagery

(2019) Kieran Wood et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Near-Real-Time Tephra Fallout Assessment at Mt. Etna, Italy

(2019) Simona Scollo et al.   Remote Sensing

Plumetrack: Flux calculation software for UV cameras

(2018) Nial Peters et al.   COMPUTERS & GEOSCIENCES

An algorithm for the detection and characterisation of volcanic plumes using thermal camera imagery

(2018) Maxime Bombrun et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

Time evolution of transient volcanic plumes: Insights from fractal analysis

(2018) Pierre-Yves Tournigand et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

The Initial Development of Transient Volcanic Plumes as a Function of Source Conditions

(2017) Pierre-Yves Tournigand et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Convolutional Neural Networks for Medical Image Analysis: Full Training or Fine Tuning?

(2016) Nima Tajbakhsh et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Deep Convolutional Neural Networks for Computer-Aided Detection: CNN Architectures, Dataset Characteristics and Transfer Learning

(2016) Hoo-Chang Shin et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Results of the eruptive column model inter-comparison study

(2016) A. Costa et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH

A decade of RAPID-Reflections on the development of an open source geoscience code

(2016) Cédric H. David et al.   Earth and Space Science

Rapid and slow: Varying magma ascent rates as a mechanism for Vulcanian explosions

(2015) Mike Cassidy et al.   EARTH AND PLANETARY SCIENCE LETTERS

ImageNet Large Scale Visual Recognition Challenge

(2015) Olga Russakovsky et al.   INTERNATIONAL JOURNAL OF COMPUTER VISION

Deep learning

(2015) Yann LeCun et al.   NATURE

A comparison of classification techniques for seismic facies recognition

(2015) Tao Zhao et al.   Interpretation-A Journal of Subsurface Characterization

The Precision-Recall Plot Is More Informative than the ROC Plot When Evaluating Binary Classifiers on Imbalanced Datasets

(2015) Takaya Saito et al.   PLoS One

Plume Ascent Tracker: Interactive Matlab software for analysis of ascending plumes in image data

(2014) S.A. Valade et al.   COMPUTERS & GEOSCIENCES

Pyroclast Tracking Velocimetry: A particle tracking velocimetry-based tool for the study of Strombolian explosive eruptions

(2014) Damien Gaudin et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Volcanic ash in the atmosphere and risks for civil aviation: A study in European crisis management

(2013) David Alexander   International Journal of Disaster Risk Science

The first second of volcanic eruptions from the Erebus volcano lava lake, Antarctica-Energies, pressures, seismology, and infrasound

(2013) A. Gerst et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Explosive eruptions triggered by rockfalls at Kīlauea volcano, Hawai‘i

(2012) Tim R. Orr et al.   GEOLOGY

Development of python-FALL3D: a modified procedure for modelling volcanic ash dispersal in the Asia-Pacific region

(2012) A. N. Bear-Crozier et al.   NATURAL HAZARDS

Rise dynamics and relative ash distribution in vulcanian eruption plumes at Santiaguito Volcano, Guatemala, revealed using an ultraviolet imaging camera

(2008) Hiroko Yamamoto et al.   GEOPHYSICAL RESEARCH LETTERS

A parametric and comparative study of different tephra fallout models

(2008) S. Scollo et al.   JOURNAL OF VOLCANOLOGY AND GEOTHERMAL RESEARCH