activity
20042020
most citedMachine Learning Predicts Laboratory Earthquakes

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

collaborators

17 papers

physics.geo-ph2020★ 114 cited

Autonomous Extraction of Millimeter-scale Deformation in InSAR Time Series Using Deep Learning

Bertrand Rouet-Leduc, Romain Jolivet, Manon Dalaison +2

Systematic characterization of slip behaviours on active faults is key to unraveling the physics of tectonic faulting and the interplay between slow and fast earthquakes. Interfero…

physics.geo-ph2020

Tremor Waveform Denoising and Automatic Location with Neural Network Interpretation

Claudia Hulbert, Romain Jolivet, Blandine Gardonio +3

Active faults release tectonic stress imposed by plate motion through a spectrum of slip modes, from slow, aseismic slip, to dynamic, seismic events. Slow earthquakes are often ass…

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…