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

Supporto

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
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Tabella dei contenuti


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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Lingua Inglese ● Formato PDF ● Pagine 228 ● ISBN 9783030661113 ● Dimensione 11.7 MB ● Casa editrice Springer International Publishing ● Città Cham ● Paese CH ● Pubblicato 2021 ● Scaricabile 24 mesi ● Moneta EUR ● ID 7773419 ● Protezione dalla copia DRM sociale

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