Predicting Future Laboratory Fault Friction Through Deep Learning Transformer Models

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

Learning the Low Frequency Earthquake Activity on the Central San Andreas Fault

(2021) Christopher W. Johnson et al.   GEOPHYSICAL RESEARCH LETTERS

Deep Learning Can Predict Laboratory Quakes From Active Source Seismic Data

(2021) Parisa Shokouhi et al.   GEOPHYSICAL RESEARCH LETTERS

Predicting fault slip via transfer learning

(2021) Kun Wang et al.   Nature Communications

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

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

SciPy 1.0: fundamental algorithms for scientific computing in Python

(2020) Pauli Virtanen et al.   NATURE METHODS

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

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

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

Estimating Fault Friction From Seismic Signals in the Laboratory

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

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 Predicts Laboratory Earthquakes

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

Acoustic emission and microslip precursors to stick-slip failure in sheared granular material

(2013) P. A. Johnson et al.   GEOPHYSICAL RESEARCH LETTERS

The long precursory phase of most large interplate earthquakes

(2013) Michel Bouchon et al.   Nature Geoscience

Nonlinear dynamical triggering of slow slip on simulated earthquake faults with implications to Earth

(2012) P. A. Johnson et al.   JOURNAL OF GEOPHYSICAL RESEARCH

Effects of acoustic waves on stick–slip in granular media and implications for earthquakes

(2008) Paul A. Johnson et al.   NATURE