Machine Learning in Seismology
  • An Updating Glossary of Seismological Tasks and Relevant Machine Learning Techniques
  • Seismological Tasks
    • Seismic Denoising
    • Event Discrimination
    • Event Detection
    • Phase Picking
    • Phase Association
    • First Motion Polarity Determination
    • Fault Detection
    • Horizon Picking
    • Salt Body Detection
    • Seismic Facies Analysis
    • Seismic Migration
    • Dispersion Curve Extraction
    • Seismic Velocity Picking
    • Seismic Deconvolution
    • Seismic Trace Interpolation
    • First Break Picking
    • Data Extrapolation
    • Exploratory Data Analyses
    • Earthquake Forecasting
    • Ground Motion Characterization
    • Seismic Wave Simulation
    • Earthquake Location Estimation
    • Earthquake Magnitude Estimation
    • Earthquake Source Mechanism
    • Reservoir Characterization
    • Impedance Model Building
    • Seismic Velocity Model Building
  • Machine Learning Terms and Methods
  • Public Datasets
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  • Used ML Approaches:
  • Used Neural Networks:
  • Used Learning Procedures:
  • References:

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  1. Seismological Tasks

Earthquake Source Mechanism

The mechanism or type of slip at the rupture source of an earthquake.

Used ML Approaches:

  • Artificial Neural Networks

Used Neural Networks:

  • CNN

  • 'FC

Used Learning Procedures:

  • Supervised Learning

  • Unsupervised Learning

References:

  1. Kuang, W., Yuan, C., & Zhang, J. (2021). Real-time determination of earthquake focal mechanism via deep learning. Nature communications, 12(1), 1-8.

  2. Steinberg, A., Vasyura-Bathke, H., Gaebler, P., Ohrnberger, M., & Ceranna, L. (2021). Estimation of seismic moment tensors using variational inference machine learning. Earth and Space Science Open Archive ESSOAr.

  3. Zhang, H., Innanen, K. A., & Eaton, D. W. (2021). Inversion for Shear‐Tensile Focal Mechanisms Using an Unsupervised Physics‐Guided Neural Network. Seismological Research Letters.

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Last updated 3 years ago

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