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

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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.

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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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Língua Inglês ● Formato PDF ● Páginas 228 ● ISBN 9783030661113 ● Tamanho do arquivo 11.7 MB ● Editora Springer International Publishing ● Cidade Cham ● País CH ● Publicado 2021 ● Carregável 24 meses ● Moeda EUR ● ID 7773419 ● Proteção contra cópia DRM social

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