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

Deep Learning Can Predict Laboratory Quakes From Active Source Seismic Data

(2021) Parisa Shokouhi et al.   GEOPHYSICAL RESEARCH LETTERS

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

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

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

Seismic velocity precursors to the 2016 Mw 6.5 Norcia (Italy) earthquake

(2020) C. Chiarabba et al.   GEOLOGY

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

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

Predicting the proximity to macroscopic failure using local strain populations from dynamic in situ X-ray tomography triaxial compression experiments on rocks

(2020) Jessica McBeck et al.   EARTH AND PLANETARY SCIENCE LETTERS

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

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

(2020) Claudia Hulbert et al.   Nature Communications

Competition between preslip and deviatoric stress modulates precursors for laboratory earthquakes

(2020) Srisharan Shreedharan et al.   EARTH AND PLANETARY SCIENCE LETTERS

Machine Learning can predict the timing and size of analog earthquakes

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

Pairwise Association of Seismic Arrivals with Convolutional Neural Networks

(2019) Ian W. McBrearty et al.   SEISMOLOGICAL 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

Machine learning for data-driven discovery in solid Earth geoscience

(2019) Karianne J. Bergen et al.   SCIENCE

Frictional State Evolution during Normal Stress Perturbations Probed with Ultrasonic Waves

(2019) Srisharan Shreedharan et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Pervasive foreshock activity across southern California

(2019) Daniel T. Trugman et al.   GEOPHYSICAL RESEARCH LETTERS

Modulation of seismic attenuation at Parkfield, before and after the 2004 M6 earthquake

(2019) L. Malagnini et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

How Porosity Controls Macroscopic Failure via Propagating Fractures and Percolating Force Chains in Porous Granular Rocks

(2019) Jessica McBeck et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

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

Nucleation of the 1999 Izmit earthquake by a triggered cascade of foreshocks

(2018) William L. Ellsworth et al.   Nature Geoscience

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

Development and Recovery of Stress-Induced Elastic Anisotropy During Cyclic Loading Experiment on Westerly Granite

(2018) François. X. Passelègue et al.   GEOPHYSICAL RESEARCH LETTERS

DeepDetect: A Cascaded Region-Based Densely Connected Network for Seismic Event Detection

(2018)   IEEE TRANSACTIONS ON GEOSCIENCE AND REMOTE SENSING

Earthquake Catalog-Based Machine Learning Identification of Laboratory Fault States and the Effects of Magnitude of Completeness

(2018) Nicholas Lubbers et al.   GEOPHYSICAL RESEARCH LETTERS

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

The Role of Shear Stress in Fault Healing and Frictional Aging

(2018) Kerry L. Ryan et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Machine Learning Predicts Laboratory Earthquakes

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

Rock friction under variable normal stress

(2017) Brian Kilgore et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

DEM-aided study of shear band formation in dip-slip faulting through granular soils

(2016) Mohammad Hazeghian et al.   COMPUTERS AND GEOTECHNICS

Precursory changes in seismic velocity for the spectrum of earthquake failure modes

(2016) M. M. Scuderi et al.   Nature Geoscience

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

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

On the evolution of elastic properties during laboratory stick-slip experiments spanning the transition from slow slip to dynamic rupture

(2016) E. Tinti et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Earthquake detection through computationally efficient similarity search

(2015) C. E. Yoon et al.   Science Advances

Precursors to the shear failure of rock discontinuities

(2014) Ahmadreza Hedayat et al.   GEOPHYSICAL RESEARCH LETTERS

Feasibility of acoustic monitoring of strength drop precursory to earthquake occurrence

(2014) Nobuki Kame et al.   EARTH PLANETS AND SPACE

High-frequency imaging of elastic contrast and contact area with implications for naturally observed changes in fault properties

(2014) Kohei Nagata et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Evolution of elastic wave speed during shear-induced damage and healing within laboratory fault zones

(2014) Bryan M. Kaproth et al.   JOURNAL OF GEOPHYSICAL RESEARCH-SOLID EARTH

Slow Earthquakes, Preseismic Velocity Changes, and the Origin of Slow Frictional Stick-Slip

(2013) B. M. Kaproth et al.   SCIENCE

A revised rate- and state-dependent friction law obtained by constraining constitutive and evolution laws separately with laboratory data

(2012) K. Nagata et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Fault healing promotes high-frequency earthquakes in laboratory experiments and on natural faults

(2012) Gregory C. McLaskey et al.   NATURE

Force chains in seismogenic faults visualized with photoelastic granular shear experiments

(2008) Karen E. Daniels et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Preseismic velocity changes observed from active source monitoring at the Parkfield SAFOD drill site

(2008) Fenglin Niu et al.   NATURE

Postseismic Relaxation Along the San Andreas Fault at Parkfield from Continuous Seismological Observations

(2008) F. Brenguier et al.   SCIENCE