Attention Network Forecasts Time‐to‐Failure in Laboratory Shear Experiments

Laboratory earthquake forecasting: A machine learning competition

(2021) Paul A. Johnson et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Deep Learning Can Predict Laboratory Quakes From Active Source Seismic Data

(2021) Parisa Shokouhi et al.   GEOPHYSICAL RESEARCH LETTERS

Machine Learning Predicts the Timing and Shear Stress Evolution of Lab Earthquakes Using Active Seismic Monitoring of Fault Zone Processes

(2021) Srisharan Shreedharan et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Preseismic Fault Creep and Elastic Wave Amplitude Precursors Scale with Lab Earthquake Magnitude for the Continuum of Tectonic Failure Modes

(2020) Srisharan Shreedharan et al.   GEOPHYSICAL RESEARCH LETTERS

Predicting Imminence of Analog Megathrust Earthquakes With Machine Learning: Implications for Monitoring Subduction Zones

(2020) F. Corbi et al.   GEOPHYSICAL RESEARCH LETTERS

Remaining Useful Strength (RUS) Prediction of SiCf-SiCm Composite Materials Using Deep Learning and Acoustic Emission

(2020) Steph-Yves M. Louis et al.   Applied Sciences-Basel

Machine Learning Modelling and Feature Engineering in Seismology Experiment

(2020) Michail Nikolaevich Brykov et al.   SENSORS

Clustering earthquake signals and background noises in continuous seismic data with unsupervised deep learning

(2020) Léonard Seydoux et al.   Nature Communications

Earthquake transformer—an attentive deep-learning model for simultaneous earthquake detection and phase picking

(2020) S. Mostafa Mousavi et al.   Nature Communications

Acoustic Energy Release During the Laboratory Seismic Cycle: Insights on Laboratory Earthquake Precursors and Prediction

(2020) David C. Bolton et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Robustness of LSTM neural networks for multi-step forecasting of chaotic time series

(2020) Matteo Sangiorgio et al.   CHAOS SOLITONS & FRACTALS

The Spatiotemporal Evolution of Granular Microslip Precursors to Laboratory Earthquakes

(2020) Daniel T. Trugman et al.   GEOPHYSICAL RESEARCH LETTERS

Machine Learning can predict the timing and size of analog earthquakes

(2019) F. Corbi et al.   GEOPHYSICAL RESEARCH LETTERS

Characterizing Acoustic Signals and Searching for Precursors during the Laboratory Seismic Cycle Using Unsupervised Machine Learning

(2019) David C. Bolton et al.   SEISMOLOGICAL RESEARCH LETTERS

The importance of studying small earthquakes

(2019) Emily E. Brodsky   SCIENCE

Searching for hidden earthquakes in Southern California

(2019) Zachary E. Ross et al.   SCIENCE

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

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

Evolution of b -value during the seismic cycle: Insights from laboratory experiments on simulated faults

(2018) J. Rivière et al.   EARTH AND PLANETARY SCIENCE LETTERS

Estimating Fault Friction From Seismic Signals in the Laboratory

(2018) Bertrand Rouet-Leduc et al.   GEOPHYSICAL RESEARCH LETTERS

Prognosis of Bearing Acoustic Emission Signals Using Supervised Machine Learning

(2018) Mohamed Elforjani et al.   IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS

Modeling of Stick-Slip Behavior in Sheared Granular Fault Gouge Using the Combined Finite-Discrete Element Method

(2018) Ke Gao et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

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

Physics-informed neural networks: A deep learning framework for solving forward and inverse problems involving nonlinear partial differential equations

(2018) M. Raissi et al.   JOURNAL OF COMPUTATIONAL PHYSICS

Nonuniformly Sampled Data Processing Using LSTM Networks

(2018) Safa Onur Sahin et al.   IEEE Transactions on Neural Networks and Learning Systems

Cluster analysis of acoustic emission activity within wood material: Towards a real-time monitoring of crack tip propagation

(2017) Malick Diakhate et al.   ENGINEERING FRACTURE MECHANICS

Machine Learning Predicts Laboratory Earthquakes

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

Laboratory observations of slow earthquakes and the spectrum of tectonic fault slip modes

(2016) J. R. Leeman et al.   Nature Communications

Correlation of acoustic emission with optically observed damage in a glass/epoxy woven laminate under tensile loading

(2015) Li Li et al.   COMPOSITE STRUCTURES

Physicochemical processes of frictional healing: Effects of water on stick-slip stress drop and friction of granular fault gouge

(2014) Marco M. Scuderi et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Identification of corrosion mechanisms by univariate and multivariate statistical analysis during long term acoustic emission monitoring on a pre-stressed concrete beam

(2013) L. Calabrese et al.   CORROSION SCIENCE

Modeling dynamic triggering of tectonic tremor using a brittle-ductile friction model

(2013) Daniel T. Trugman et al.   GEOPHYSICAL RESEARCH LETTERS

Applying the self-organization feature map (SOM) algorithm to AE-based tool wear monitoring in micro-cutting

(2012) Chia-Liang Yen et al.   MECHANICAL SYSTEMS AND SIGNAL PROCESSING

Brittle and ductile friction and the physics of tectonic tremor

(2011) Eric G. Daub et al.   GEOPHYSICAL RESEARCH LETTERS

A Validity Index for Prototype-Based Clustering of Data Sets With Complex Cluster Structures

(2011) K. Tasdemir et al.   IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS

Seismicity-based earthquake forecasting techniques: Ten years of progress

(2011) Kristy F. Tiampo et al.   TECTONOPHYSICS

Exploiting Data Topology in Visualization and Clustering of Self-Organizing Maps

(2009) K. Tasdemir et al.   IEEE TRANSACTIONS ON NEURAL NETWORKS

Improved tests reveal that the accelerating moment release hypothesis is statistically insignificant

(2008) Jeanne L. Hardebeck et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Health monitoring of FRP using acoustic emission and artificial neural networks

(2007) R. de Oliveira et al.   COMPUTERS & STRUCTURES