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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