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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Public Datasets

Facies Classification:

Alaudah, Y., Michałowicz, P., Alfarraj, M., & AlRegib, G. (2019). A machine-learning benchmark for facies classification. Interpretation, 7(3), SE175-SE187.

Earthquake Signals:

Mousavi, S. M., Sheng, Y., Zhu, W., & Beroza, G. C. (2019). STanford EArthquake Dataset (STEAD): A global data set of seismic signals for AI. IEEE Access, 7, 179464-179476.

Magrini, F., Jozinović, D., Cammarano, F., Michelini, A., & Boschi, L. (2020). Local earthquakes detection: A benchmark dataset of 3-component seismograms built on a global scale. Artificial Intelligence in Geosciences, 1, 1-10.

Michelini, A., Cianetti, S., Gaviano, S., Giunchi, C., Jozinovic, D., & Lauciani, V. (2021). INSTANCE–the Italian seismic dataset for machine learning. Earth System Science Data Discussions, 1-47.

PreviousMachine Learning Terms and Methods

Last updated 3 years ago

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