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Title: Probing Slow Earthquakes With Deep Learning

Authors:
ORCiD logo [1]; ORCiD logo [2];  [3]; ORCiD logo [1]
  1. Los Alamos National Laboratory, Geophysics Group Los Alamos NM USA
  2. Los Alamos National Laboratory, Geophysics Group Los Alamos NM USA, Laboratoire de Géologie, Département de Géosciences, École Normale Supérieure, PSL Research University, CNRS UMR Paris France
  3. Los Alamos National Laboratory, Geophysics Group Los Alamos NM USA, Department of GeophysicsStanford University Stanford CA USA
Publication Date:
Sponsoring Org.:
USDOE
OSTI Identifier:
1601684
Alternate Identifier(s):
OSTI ID: 1601686
Resource Type:
Published Article
Journal Name:
Geophysical Research Letters
Additional Journal Information:
[Journal Name: Geophysical Research Letters Journal Volume: 47 Journal Issue: 4]; Journal ID: ISSN 0094-8276
Publisher:
American Geophysical Union (AGU)
Country of Publication:
United States
Language:
English

Citation Formats

Rouet‐Leduc, Bertrand, Hulbert, Claudia, McBrearty, Ian W., and Johnson, Paul A. Probing Slow Earthquakes With Deep Learning. United States: N. p., 2020. Web. doi:10.1029/2019GL085870.
Rouet‐Leduc, Bertrand, Hulbert, Claudia, McBrearty, Ian W., & Johnson, Paul A. Probing Slow Earthquakes With Deep Learning. United States. doi:10.1029/2019GL085870.
Rouet‐Leduc, Bertrand, Hulbert, Claudia, McBrearty, Ian W., and Johnson, Paul A. Thu . "Probing Slow Earthquakes With Deep Learning". United States. doi:10.1029/2019GL085870.
@article{osti_1601684,
title = {Probing Slow Earthquakes With Deep Learning},
author = {Rouet‐Leduc, Bertrand and Hulbert, Claudia and McBrearty, Ian W. and Johnson, Paul A.},
abstractNote = {},
doi = {10.1029/2019GL085870},
journal = {Geophysical Research Letters},
number = [4],
volume = [47],
place = {United States},
year = {2020},
month = {2}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
DOI: 10.1029/2019GL085870

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Works referenced in this record:

Explaining nonlinear classification decisions with deep Taylor decomposition
journal, May 2017


Episodic slow slip events in the Japan subduction zone before the 2011 Tohoku-Oki earthquake
journal, July 2013


Brittle and ductile friction and the physics of tectonic tremor: BRITTLE AND DUCTILE FRICTION
journal, May 2011

  • Daub, Eric G.; Shelly, David R.; Guyer, Robert A.
  • Geophysical Research Letters, Vol. 38, Issue 10
  • DOI: 10.1029/2011GL046866

Connecting slow earthquakes to huge earthquakes
journal, July 2016


Deep learning
journal, May 2015

  • LeCun, Yann; Bengio, Yoshua; Hinton, Geoffrey
  • Nature, Vol. 521, Issue 7553
  • DOI: 10.1038/nature14539

Characteristics of Ground Motion Generated by Wind Interaction With Trees, Structures, and Other Surface Obstacles
journal, August 2019

  • Johnson, Christopher W.; Meng, Haoran; Vernon, Frank
  • Journal of Geophysical Research: Solid Earth
  • DOI: 10.1029/2018JB017151

Machine learning reveals cyclic changes in seismic source spectra in Geysers geothermal field
journal, May 2018

  • Holtzman, Benjamin K.; Paté, Arthur; Paisley, John
  • Science Advances, Vol. 4, Issue 5
  • DOI: 10.1126/sciadv.aao2929

Mastering the game of Go with deep neural networks and tree search
journal, January 2016

  • Silver, David; Huang, Aja; Maddison, Chris J.
  • Nature, Vol. 529, Issue 7587
  • DOI: 10.1038/nature16961

Continuous chatter of the Cascadia subduction zone revealed by machine learning
journal, December 2018

  • Rouet-Leduc, Bertrand; Hulbert, Claudia; Johnson, Paul A.
  • Nature Geoscience, Vol. 12, Issue 1
  • DOI: 10.1038/s41561-018-0274-6

ObsPy: A Python Toolbox for Seismology
journal, May 2010

  • Beyreuther, M.; Barsch, R.; Krischer, L.
  • Seismological Research Letters, Vol. 81, Issue 3
  • DOI: 10.1785/gssrl.81.3.530

Nonvolcanic Deep Tremor Associated with Subduction in Southwest Japan
journal, May 2002


Using systematically characterized low-frequency earthquakes as a fault probe in Guerrero, Mexico: FRANK ET AL.
journal, October 2014

  • Frank, William B.; Shapiro, Nikolaï M.; Husker, Allen L.
  • Journal of Geophysical Research: Solid Earth, Vol. 119, Issue 10
  • DOI: 10.1002/2014JB011457

Slip rate and tremor genesis in Cascadia: Wech and Bartlow: Slip rate and tremor genesis
journal, January 2014

  • Wech, Aaron G.; Bartlow, Noel M.
  • Geophysical Research Letters, Vol. 41, Issue 2
  • DOI: 10.1002/2013GL058607

Variety and spatial heterogeneity of tectonic tremor worldwide: TECTONIC TREMOR WORLDWIDE
journal, March 2012

  • Ide, Satoshi
  • Journal of Geophysical Research: Solid Earth, Vol. 117, Issue B3
  • DOI: 10.1029/2011JB008840

Daily measurement of slow slip from low-frequency earthquakes is consistent with ordinary earthquake scaling
journal, October 2019


A general reinforcement learning algorithm that masters chess, shogi, and Go through self-play
journal, December 2018


Automated detection and location of Cascadia tremor
journal, January 2008

  • Wech, Aaron G.; Creager, Kenneth C.
  • Geophysical Research Letters, Vol. 35, Issue 20
  • DOI: 10.1029/2008GL035458

Regional and global variations in the temporal clustering of tectonic tremor activity
journal, July 2014

  • Idehara, Koki; Yabe, Suguru; Ide, Satoshi
  • Earth, Planets and Space, Vol. 66, Issue 1
  • DOI: 10.1186/1880-5981-66-66

The detection of low magnitude seismic events using array-based waveform correlation
journal, April 2006


Slow slip events in the roots of the San Andreas fault
journal, February 2019

  • Rousset, Baptiste; Bürgmann, Roland; Campillo, Michel
  • Science Advances, Vol. 5, Issue 2
  • DOI: 10.1126/sciadv.aav3274

Global Positioning System Data Collection, Processing, and Analysis Conducted by the U.S. Geological Survey Earthquake Hazards Program
journal, March 2017

  • Murray, Jessica R.; Svarc, Jerry
  • Seismological Research Letters, Vol. 88, Issue 3
  • DOI: 10.1785/0220160204

Slow slip hidden in the noise: The intermittence of tectonic release: SLOW SLIP HIDDEN IN THE NOISE
journal, October 2016


Precursory changes in seismic velocity for the spectrum of earthquake failure modes
journal, August 2016

  • Scuderi, M. M.; Marone, C.; Tinti, E.
  • Nature Geoscience, Vol. 9, Issue 9
  • DOI: 10.1038/ngeo2775