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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表中的内容


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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语言 英语 ● 格式 PDF ● 网页 228 ● ISBN 9783030661113 ● 文件大小 11.7 MB ● 出版者 Springer International Publishing ● 市 Cham ● 国家 CH ● 发布时间 2021 ● 下载 24 个月 ● 货币 EUR ● ID 7773419 ● 复制保护 社会DRM

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