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Genki Yagawa & Atsuya Oishi
Computational Mechanics with Neural Networks [PDF ebook]

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Cover of Genki Yagawa & Atsuya Oishi: Computational Mechanics with Neural Networks (PDF)

This book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning method in computational mechanics. Part II highlights the applications of neural networks to a variety of problems of computational mechanics. The final chapter gives perspectives to the applications of the deep learning to computational mechanics.

€171.19

Table of Content

Part I: Machine Learning Technologies for Computational Mechanics.-Chapter 1. Computers and Network.- Chapter 2. Feedforward Neural Networks.- Chapter 3. Deep Learning.- Chapter 4. Mutually Connected Neural Networks.- Chapter 5. Other Neural Networks.-Chapter 6. Other Algorithms and Systems.- Part II Applications: Chapter 7. Introductory Remarks. Chapter 8. Constitutive Models.- Chapter 9. Numerical Quadrature.- Chapter 10. Identifications of Analysis Parameters.

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Language English ● Format PDF ● Pages 228 ● ISBN 9783030661113 ● File size 11.7 MB ● Publisher Springer International Publishing ● City Cham ● Country CH ● Published 2021 ● Downloadable 24 months ● Currency EUR ● ID 7773419 ● Copy protection Social DRM

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