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Titlebook: Geochemical Mechanics and Deep Neural Network Modeling; Applications to Eart Mitsuhiro Toriumi Book 2022 The Editor(s) (if applicable) and

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发表于 2025-3-21 17:30:17 | 显示全部楼层 |阅读模式
书目名称Geochemical Mechanics and Deep Neural Network Modeling
副标题Applications to Eart
编辑Mitsuhiro Toriumi
视频video
概述Combines materials sciences with deep machine learning to develop new methods for earthquake prediction testing.Introduces recent AI modeling using a Keras–TensorFlow environment.Allows readers to lea
丛书名称Advances in Geological Science
图书封面Titlebook: Geochemical Mechanics and Deep Neural Network Modeling; Applications to Eart Mitsuhiro Toriumi Book 2022 The Editor(s) (if applicable) and
描述The recent understandings about global earth mechanics are widely based on huge amounts of monitoring data accumulated using global networks of precise seismic stations, satellite monitoring of gravity, very large baseline interferometry, and the Global Positioning System. New discoveries in materials sciences of rocks and minerals and of rock deformation with fluid water in the earth also provide essential information. This book presents recent work on natural geometry, spatial and temporal distribution patterns of various cracks sealed by minerals, and time scales of their crack sealing in the plate boundary. Furthermore, the book includes a challenging investigation of stochastic earthquake prediction testing by means of the updated deep machine learning of a convolutional neural network with multi-labeling of large earthquakes and of the generative autoencoder modeling of global correlated seismicity. Their manifestation in this book contributes to the development of human societyresilient from natural hazards. Presented here are (1) mechanics of natural crack sealing and fluid flow in the plate boundary regions, (2) large-scale permeable convection of the plate boundary, (3) t
出版日期Book 2022
关键词Earthquake prediction testing; Convolutional neural network (CNN); Multi-labeling and variational time
版次1
doihttps://doi.org/10.1007/978-981-19-3659-3
isbn_softcover978-981-19-3661-6
isbn_ebook978-981-19-3659-3Series ISSN 2524-3829 Series E-ISSN 2524-3837
issn_series 2524-3829
copyrightThe Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapor
The information of publication is updating

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书目名称Geochemical Mechanics and Deep Neural Network Modeling网络公开度学科排名




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书目名称Geochemical Mechanics and Deep Neural Network Modeling年度引用学科排名




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发表于 2025-3-21 22:43:27 | 显示全部楼层
Mechanics of Crack Sealing with Fluid Flow in the Plate Boundary,cks has two modes related to the applied stress: one is the crack growth in the low stress conditions, and another is the crack propagation sensitive to the differential stress. The motion of open crack and shear cracks with jog is associated with formation of void space, and thus, it is obvious tha
发表于 2025-3-22 04:14:07 | 显示全部楼层
Large-Scale Permeable Convection in the Plate Boundary Zone,anism, deep fluid circulation, and seismicity. Then, the rocks of the plate boundary zone are highly fractured and reacted with abundant aqueous fluid, and they form a permeable zone in which the fluid should circulate in the mode of permeable convection.
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Gaussian Network Model of Global Seismicity, rigid plate. Therefore, the plate boundary zones in the globally connected western and eastern Pacific regions possibly form some kinds of mechanical network system in which the global correlated seismicity of the subduction zones is coherent with each other. The dynamics of this type of globally c
发表于 2025-3-22 19:01:50 | 显示全部楼层
Prediction Testing of Plate Boundary Earthquake by Global DCNN and VAE-CNN Modeling,aining the basic equations and huge amounts of various parameters and initial/boundary conditions, even if they are very complicated and tangled within the basic processes. However, considering such complex and complicated nature of the earth’s processes, as being like to the successive framework of
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2524-3829 g using a Keras–TensorFlow environment.Allows readers to leaThe recent understandings about global earth mechanics are widely based on huge amounts of monitoring data accumulated using global networks of precise seismic stations, satellite monitoring of gravity, very large baseline interferometry, a
发表于 2025-3-23 08:55:22 | 显示全部楼层
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