activity
20042020
most citedMachine Learning Predicts Laboratory Earthquakes

434 citations · 1.2k across the 17 of their papers we have counts for

collaborators
Showing 2019Show all

6 papers · 1 filter

physics.geo-ph2019

Attention network forecasts time-to-failure in laboratory shear experiments

Hope Jasperson, David C. Bolton, Paul Johnson +3

Rocks under stress deform by creep mechanisms that include formation and slip on small-scale internal cracks. Intragranular cracks and slip along grain contacts release energy as e…

physics.geo-ph2019★ 18 cited

Plate motion in sheared granular fault system

Ke Gao, Robert A. Guyer, Esteban Rougier +1

Plate motion near the fault gouge layer, and the elastic interplay between the gouge layer and the plate under stick-slip conditions, is key to understanding the dynamics of sheare…

physics.geo-ph2019★ 1 cited

A Silent Build-up in Seismic Energy Precedes Slow Slip Failure in the Cascadia Subduction Zone

Claudia Hulbert, Bertrand Rouet-Leduc, Paul A. Johnson

We report on slow earthquakes in Northern Cascadia, and show that continuous seismic energy in the subduction zone follows specific patterns leading to failure. We rely on machine…

physics.geo-ph2019★ 70 cited

Probing slow earthquakes with deep learning

Bertrand Rouet-Leduc, Claudia Hulbert, Ian McBrearty +1

Slow earthquakes may trigger failure on neighboring locked faults that are stressed enough to break, and slow slip patterns may evolve before a nearby great earthquake. However, ev…

physics.geo-ph2019★ 35 cited

Earthquake Arrival Association with Backprojection and Graph Theory

Ian W. McBrearty, Joan Gomberg, Andrew A. Delorey +1

The association of seismic wave arrivals with causative earthquakes becomes progressively more challenging as arrival detection methods become more sensitive, and particularly when…

physics.geo-ph2019★ 49 cited

From Stress Chains to Acoustic Emission

Ke Gao, Robert Guyer, Esteban Rougier +2

A numerical scheme using the combined finite-discrete element methods (FDEM) is employed to study a model of an earthquake system comprising a granular layer embedded in a formatio…