Automatic Fault Mapping in Remote Optical Images and Topographic Data With Deep Learning

Does a Damaged‐Fault Zone Mitigate the Near‐Field Impact of Supershear Earthquakes?—Application to the 2018 7.5 Palu, Indonesia, Earthquake

(2020) Elif Oral et al.   GEOPHYSICAL RESEARCH LETTERS

Probing Slow Earthquakes With Deep Learning

(2020) Bertrand Rouet‐Leduc et al.   GEOPHYSICAL RESEARCH LETTERS

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

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

Shale Anisotropy Model Building Based on Deep Neural Networks

(2020) Nan You et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Improving early estimates of large earthquake's final fault lengths and magnitudes leveraging source fault structural maturity information

(2020) Allie A. Hutchison et al.   GEOPHYSICAL RESEARCH LETTERS

Deep learning-based behavioral analysis reaches human accuracy and is capable of outperforming commercial solutions

(2020) Oliver Sturman et al.   NEUROPSYCHOPHARMACOLOGY

Effects of low‐velocity fault damage zones on long‐term earthquake behaviors on mature strike‐slip faults

(2020) P. Thakur et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

ColorMapGAN: Unsupervised Domain Adaptation for Semantic Segmentation Using Color Mapping Generative Adversarial Networks

(2020) Onur Tasar et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

An exponential build-up in seismic energy suggests a months-long nucleation of slow slip in Cascadia

(2020) Claudia Hulbert et al.   Nature Communications

Multi‐scenario Interpretations From Sparse Fault Evidence Using Graph Theory and Geological Rules

(2020) Gabriel Godefroy et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

DiResNet: Direction-Aware Residual Network for Road Extraction in VHR Remote Sensing Images

(2020) Lei Ding et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Dynamic viability of the 2016 Mw 7.8 Kaikōura earthquake cascade on weak crustal faults

(2019) Thomas Ulrich et al.   Nature Communications

Machine learning for data-driven discovery in solid Earth geoscience

(2019) Karianne J. Bergen et al.   SCIENCE

Imaging subsurface structures in the San Jacinto fault zone with high-frequency noise recorded by dense linear arrays

(2019) Dimitri Zigone et al.   GEOPHYSICAL JOURNAL INTERNATIONAL

Machine Learning Reveals the State of Intermittent Frictional Dynamics in a Sheared Granular Fault

(2019) C. X. Ren et al.   GEOPHYSICAL RESEARCH LETTERS

Incremental Learning for Semantic Segmentation of Large-Scale Remote Sensing Data

(2019) Onur Tasar et al.   IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing

Dynamic Graph CNN for Learning on Point Clouds

(2019) Yue Wang et al.   ACM TRANSACTIONS ON GRAPHICS

A Machine‐Learning Approach for Earthquake Magnitude Estimation

(2019) S. Mostafa Mousavi et al.   GEOPHYSICAL RESEARCH LETTERS

Deep learning for physical processes: incorporating prior scientific knowledge

(2019) Emmanuel de Bézenac et al.   JOURNAL OF STATISTICAL MECHANICS-THEORY AND EXPERIMENT

Fast and Slow Slip Events Emerge Due to Fault Geometrical Complexity

(2018) Pierre Romanet et al.   GEOPHYSICAL RESEARCH LETTERS

Automatic fault interpretation with optimal surface voting

(2018) Xinming Wu et al.   GEOPHYSICS

Recent Trends in Deep Learning Based Natural Language Processing [Review Article]

(2018) Tom Young et al.   IEEE Computational Intelligence Magazine

Deep Learning for Computer Vision: A Brief Review

(2018) Athanasios Voulodimos et al.   Computational Intelligence and Neuroscience

Elastic properties of fractured rock masses with frictional properties and power-law fracture size distributions

(2018) P. Davy et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

P Wave Arrival Picking and First-Motion Polarity Determination With Deep Learning

(2018) Zachary E. Ross et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Convolutional neural network for earthquake detection and location

(2018) Thibaut Perol et al.   Science Advances

Generalized Seismic Phase Detection with Deep Learning

(2018) Zachary E. Ross et al.   BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA

Quantifying Topological Uncertainty in Fractured Systems using Graph Theory and Machine Learning

(2018) Gowri Srinivasan et al.   Scientific Reports

Towards Accurate Segmentation of Retinal Vessels and the Optic Disc in Fundoscopic Images with Generative Adversarial Networks

(2018) Jaemin Son et al.   JOURNAL OF DIGITAL IMAGING

Similarity of fast and slow earthquakes illuminated by machine learning

(2018) Claudia Hulbert et al.   Nature Geoscience

Continuous chatter of the Cascadia subduction zone revealed by machine learning

(2018) Bertrand Rouet-Leduc et al.   Nature Geoscience

Machine Learning in Seismology: Turning Data into Insights

(2018) Qingkai Kong et al.   SEISMOLOGICAL RESEARCH LETTERS

Machine Learning Predicts Laboratory Earthquakes

(2017) Bertrand Rouet-Leduc et al.   GEOPHYSICAL RESEARCH LETTERS

Geometric Deep Learning: Going beyond Euclidean data

(2017) Michael M. Bronstein et al.   IEEE SIGNAL PROCESSING MAGAZINE

High-Resolution Aerial Image Labeling With Convolutional Neural Networks

(2017) Emmanuel Maggiori et al.   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Quantum-chemical insights from deep tensor neural networks

(2017) Kristof T. Schütt et al.   Nature Communications

Off-fault tip splay networks: A genetic and generic property of faults indicative of their long-term propagation

(2016) Clément Perrin et al.   COMPTES RENDUS GEOSCIENCE

Machine learning in geosciences and remote sensing

(2016) David J. Lary et al.   Geoscience Frontiers

Location of largest earthquake slip and fast rupture controlled by along-strike change in fault structural maturity due to fault growth

(2016) Clément Perrin et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Generic along-strike segmentation of Afar normal faults, East Africa: Implications on fault growth and stress heterogeneity on seismogenic fault planes

(2015) I. Manighetti et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

ImageNet Large Scale Visual Recognition Challenge

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

Uncertainty in structural interpretation: Lessons to be learnt

(2015) Clare E. Bond   JOURNAL OF STRUCTURAL GEOLOGY

Deep learning

(2015) Yann LeCun et al.   NATURE

Rock slope stability analysis using photogrammetric data and DFN–DEM modelling

(2015) V. Bonilla-Sierra et al.   Acta Geotechnica

Low resistivity and permeability in actively deforming shear zones on the San Andreas Fault at SAFOD

(2015) C. Morrow et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Off-fault long-term damage: A condition to account for generic, triangular earthquake slip profiles

(2014) Frédéric Cappa et al.   GEOCHEMISTRY GEOPHYSICS GEOSYSTEMS

Ground-based and UAV-Based photogrammetry: A multi-scale, high-resolution mapping tool for structural geology and paleoseismology

(2014) Sean P. Bemis et al.   JOURNAL OF STRUCTURAL GEOLOGY

Automatic fault tracking based on ant colony algorithms

(2012) Zhe Yan et al.   COMPUTERS & GEOSCIENCES

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(2012) David Haddad   Geosphere

An Automated Technique for Generating Georectified Mosaics from Ultra-High Resolution Unmanned Aerial Vehicle (UAV) Imagery, Based on Structure from Motion (SfM) Point Clouds

(2012) Darren Turner et al.   Remote Sensing

Assessing the Accuracy of Georeferenced Point Clouds Produced via Multi-View Stereopsis from Unmanned Aerial Vehicle (UAV) Imagery

(2012) Steve Harwin et al.   Remote Sensing

Pulse-like ruptures induced by low-velocity fault zones

(2011) Yihe Huang et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Collateral damage: Evolution with displacement of fracture distribution and secondary fault strands in fault damage zones

(2011) Heather M. Savage et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Dependency of Near-Field Ground Motions on the Structural Maturity of the Ruptured Faults

(2009) M. Radiguet et al.   BULLETIN OF THE SEISMOLOGICAL SOCIETY OF AMERICA

Self-similarity of the largest-scale segmentation of the faults: Implications for earthquake behavior

(2009) Isabelle Manighetti et al.   EARTH AND PLANETARY SCIENCE LETTERS

The nature and origin of off-fault damage surrounding strike-slip fault zones with a wide range of displacements: A field study from the Atacama fault system, northern Chile

(2009) T.M. Mitchell et al.   JOURNAL OF STRUCTURAL GEOLOGY

Incremental growth of normal faults: Insights from a laser-equipped analog experiment

(2008) Aloé Schlagenhauf et al.   EARTH AND PLANETARY SCIENCE LETTERS