Physics of Geochemical Mechanics and Deep Neural Network Modeling with Diffusion Augmentation [NulledPremium]



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English | 2025 | ISBN-10: 9819793750 | 302 pages| Epub PDF (True) | 179 MB



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 local Gaussian distribution of segmented data of long time series. This method makes it possible to apply the deep machine learning necessary to neural network prediction of rare large earthquakes in the global and regional earth system