Physics of Geochemical Mechanics and Deep Neural Network Modeling with Diffusion Augmentation Applications to Earthquake Prediction /

This book provides a new data augmentation method based on the local stochastic distribution patterns in natural time series data of global and regional seismicity rates and their correlated seismicity rates. The augmentation procedure is called the diffusion – denoising augmentation method from the...

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Kaituhi matua: Toriumi, Mitsuhiro (Author)
Kaituhi rangatōpū: SpringerLink (Online service)
Hōputu: Tāhiko īPukapuka
Reo:Ingarihi
I whakaputaina: Singapore : Springer Nature Singapore : Imprint: Springer, 2025.
Putanga:1st ed. 2025.
Rangatū:Advances in Geological Science,
Ngā marau:
Urunga tuihono:https://doi.org/10.1007/978-981-97-9376-1
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Rārangi ihirangi:
  • Introduction
  • Physics of Geochemical Mechanics
  • Characteristic Microstructures Reated to Multiphase Shear Flow
  • Recent Variations of Global and Regional Correlated Seismicity
  • Neural Network Modeling of Regression in Nonlinear Dynamics Timeseries
  • Augmentation of Timeseries and DNN Modeling of Seismic Activity
  • Concluding Remarks.