Peer-reviewed Papers

  • J.-T. Lin, D. Melgar, A. M. Thomas, and J. Searcy (2021) Early warning for great earthquakes from characterization of crustal deformation patterns with deep learning. JGR-Solid Earth. doi: 10.1029/2021JB022703. [Link]
  • W. Yu, T.-R. A. Song, J. Su, J.-T. Lin (2021) Rayleigh-Love Discrepancy Highlights Temporal Changes in Near-Surface Radial Anisotropy After the 2004 Great Sumatra Earthquake JGR-Solid Earth. doi: 10.1029/2021JB022896. [Link]
  • J.-T. Lin, K. Aslam, A. M. Thomas, and D. Melgar (2020) Overlapping regions of coseismic and transient slow slip on the Hawaiian d├ęcollement. Earth and Planetary Science Letters. doi: 10.1016/j.epsl.2020.116353. [Link]
  • W. Yu, J.-T. Lin, J. Su, T.-R. A. Song, C.-C. Kang (2020) S Coda and Rayleigh Waves From a Decade of Repeating Earthquakes Reveal Discordant Temporal Velocity Changes Since the 2004 Sumatra Earthquake JGR-Solid Earth. doi: 10.1029/2020JB019794. [Link]
  • J.-T. Lin, W. Chang, D. Melgar, A. M. Thomas, and C. Chiu (2019) Quick Determination of Earthquake Source Parameters from GPS Measurements: Cases of Taiwan Earthquakes. Geophysical Journal International. doi: 10.1093/gji/ggz359. [Link]
  • Works in progress, under review, or in revision

  • S. R. Santellanes, D. Melgar, B. W. Crowell, J.-T. Lin Potential megathrust co-seismic slip during the 2020 Sand Point, Alaska strike-slip earthquake (202?) GRL, in revision. [Link]
  • Z. Hongcai, Melgar, D., Searcy, J., Sahakian, V.J., J.-T. Lin, Deep learning based onsite intensity prediction for earthquake early warning (202?) Bull. Seism. Soc. Am., in review.





  • Talks

  • Invited-talk: Rapid Characterization of Large Earthquakes from GNSS and Deep Learning. J.-T. Lin @ Taiwan Earthquake Research Center 1/2022. [Link]
  • Rapid Determination of Magnitude, Location, and Source Extent with HR-GNSS and Deep Learning. J.-T. Lin @ New Orleans (online) 12/2021.
  • Invited-talk: Machine learning, GNSS, and Earthquake Early Warning. J.-T. Lin @ Georgia Institute of Technology 2/2021. [Link]
  • SSA section convener: When Seismology Meets Machine Learning, Data Science, Hpc, Cloud Computing, and Beyond. J.-T. Lin @ Seismological Society of America 4/2021. [Link]
  • SSA conference talk: EEW with Deep Learning. J.-T. Lin @ Seismological Society of America 4/2021. [Link]
  • Lightning talk (New techniques, data, and networks): New type of EEW model. J.-T. Lin @ USGS ShakeAlert R&D workshop 1/2021.
  • AGU conference talk: J.-T. Lin @ San Francisco, CA 12/2019.
  • NASA SET meeting: J.-T. Lin @ Scripps Institution of Oceanography 11/2019. [Link]
  • AAPG & SEG Big Data workshop: J.-T. Lin @ Oklahoma State University 5/2019.
  • Data Science Symposium: J.-T. Lin @ University of Oregon 9/2018.





  • Conference Abstracts

  • J.-T. Lin, D. Melgar, A. M. Thomas, V. J. Sahakian, and J. Searcy (2021) Rapid Determination of Magnitude, Location, and Source Extent with HR-GNSS and Deep Learning. American Geophysical Union Fall Meeting, New Orleans, LA, USA
  • J.-T. Lin, D. Melgar, A. M. Thomas, and J. Searcy (2021) Early warning for great earthquakes from characterization of crustal deformation patterns with deep learning. Seismological Society of America Meeting
  • J.-T. Lin, D. Melgar, A. M. Thomas, and J. Searcy (2019) Harnessing rupture determinism for early warning with GNSS and recurrent neural networks. American Geophysical Union Fall Meeting, San Francisco, CA, USA.
  • J.-T. Lin, D. Melgar, A. M. Thomas (2019) Mechanism of the 4 May 2018 East Hawaiian earthquake and tsunami: evidence of progressive volcanic flank failure? Seismological Society of America Meeting, Seattle, WA, USA.
  • J.-T. Lin, D. Melgar, A. M. Thomas (2019) Rapid Magnitude Assessment of Large Earthquakes from Recurrent Neural Networks. Seismological Society of America Meeting, Seattle, WA, USA.
  • T. J. Netwon, J.-T. Lin, A. M. Thomas (2019) Stress Regime of the Nankai Trough Megathrust: A Stress Analysis Incorporating Geodetic and Seismic Fault Slip. Seismological Society of America Meeting, Seattle, WA, USA.
  • J.-T. Lin, D. Melgar, A. M. Thomas (2018) Rapid Characterization of Large Earthquakes with GNSS and Machine Learning. American Geophysical Union Fall Meeting, Washington, D.C., USA.
  • J.-T. Lin, W. Chang, H. Huang, W. Yu (2016) Inversion of GPS-measured coseismic displacements for source parameters of Taiwan earthquake. American Geophysical Union Fall Meeting, San Francisco, CA, USA.
  • W. Yu, T.R.A. Song, J.-T. Lin (2016) Re-damage of the near-surface structures induced by the 2007 Mentawai great earthquake doublet. American Geophysical Union Fall Meeting, San Francisco, CA, USA.
  • J.-T. Lin, W. Chang, B. F. Chao (2013) Coseismic deformations and tectonic implications of the two Mw> 6 2013 Nantou Earthquakes in Taiwan. American Geophysical Union Fall Meeting, San Francisco, CA, USA.
  • J.-T. Lin, W. Chang (2013) Inversion of earthquake source mechanism by GPS coseismic displacement. Taiwan Geosciences Assembly (TGA), Taoyuan, Taiwan.