Physics of Geochemical Mechanics and Deep Neural Network Modeling with Diffusion Augmentation
Mitsuhiro Toriumi
Gebundenes Buch

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

Applications to Earthquake Prediction

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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.The book presents the physical background of the processes sho...