TY - BOOK AU - Yagawa,Genki AU - Oishi,Atsuya ED - SpringerLink (Online service) TI - Computational Mechanics with Deep Learning: An Introduction T2 - Lecture Notes on Numerical Methods in Engineering and Sciences, SN - 9783031118470 AV - TA349-359 U1 - 620.1 23 PY - 2023/// CY - Cham PB - Springer International Publishing, Imprint: Springer KW - Mechanics, Applied KW - Computational intelligence KW - Artificial intelligence KW - Engineering Mechanics KW - Computational Intelligence KW - Artificial Intelligence N1 - Acceso multiusuario; 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 UR - http://libcon.rec.uabc.mx:2048/login?url=https://doi.org/10.1007/978-3-031-11847-0 ER -