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Geochemical Mechanics and Deep Neural Network Modeling, 1 Ed.
◆JpGU2025 セール開催中！：2025年6月30日(月)ご注文分まで
※上記表示の販売価格は割引適用後の価格です 出版済み 3週間でお届けいたします。 地球化学力学とディープニューラルネットワークモデリング Applications to Earthquake Prediction Series: Advances in Geological Science Author: Toriumi Publisher: Springer ISBN: 9789811936586 Cover: HARDCOVER Date: 2022年08月 DESCRIPTION DESCRIPTION 材料科学と深層機械学習を組み合わせることで地震予知試験の新たな手法を開発する Keras-TensorFlow環境を用いた最新のAIモデリングを紹介 本書により、読者は材料科学とデータ駆動科学の包括的な研究方法を学ぶことができる 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 society resilient 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) the rapid process of massive extrusion of plate boundary rocks, (4) synchronous satellite gravity and global correlated seismicity, (5) Gaussian network dynamics of global correlated seismicity, and (6) prediction testing of plate boundary earthquakes by machine learning and generative autoencoders. TABLE OF CONTENTS Introduction.- Mechanics of Crack Sealing with Fluid Flow in the Plate Boundary.- Large Scale Permeable Convection of the Plate Boundary Zone.- Rapid Process of Massive Extrusion of Plate Boundary Rocks.- Mechanics by Synchronous GRACE Gravity, Earth Rotation, Plate Velocity and Global Correlated Seismicity.- Gaussian Network Model of Global Seismicity.- Prediction Testing of Plate Boundary Earthquake by Global DCNN and VAE-CNN Modeling.- Concluding Remarks. TABLE OF CONTENTS Introduction.- Mechanics of Crack Sealing with Fluid Flow in the Plate Boundary.- Large Scale Permeable Convection of the Plate Boundary Zone.- Rapid Process of Massive Extrusion of Plate Boundary Rocks.- Mechanics by Synchronous GRACE Gravity, Earth Rotation, Plate Velocity and Global Correlated Seismicity.- Gaussian Network Model of Global Seismicity.- Prediction Testing of Plate Boundary Earthquake by Global DCNN and VAE-CNN Modeling.- Concluding Remarks.
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