TY  - BOOK
AU  - Yagawa, Genki.
AU  - Oishi, Atsuya.
TI  - Computational mechanics with deep learning: : an introduction 
T2  - Lecture notes on numerical methods in engineering and sciences
SN  - 9783031118463
U1  - Ref 620.1 Y10c 2023 
PY  - 2023///
CY  - Cham, Switzerland : 
PB  - Springer, 
KW  - Deep learning--Machine learning
KW  - Mechanics, Applied
KW  - Computational mechanics.
KW  - Machine learning
N1  - Includes bibliographical references and index; 1. Overview
2. Mathematical Background for Deep Learning
3. Computational Mechanics with Deep Learning
4. Numerical Quadrature with Deep Learning
5. Improvement of Finite Element Solutions with Deep Learning
6. Contact Mechanics with Deep Learning
7. Flow Simulation with Deep Learning
8. Further Applications with Deep Learning
9. Bases for Computer Programming
10. Computer Programming for a Representative Problem
N2  - "This book is intended for students, engineers, and researchers interested in both computational mechanics and deep learning. It presents the mathematical and computational foundations of Deep Learning with detailed mathematical formulas in an easy-to-understand manner. It also discusses various applications of Deep Learning in Computational Mechanics, with detailed explanations of the Computational Mechanics fundamentals selected there. Sample programs are included for the reader to try out in practice. This book is therefore useful for a wide range of readers interested in computational mechanics and deep learning" -- Back cover
ER  -