03130nam 22006135 450 991062928320332120251008160659.03-031-11847-210.1007/978-3-031-11847-0(MiAaPQ)EBC7129912(Au-PeEL)EBL7129912(CKB)25289981800041(PPN)265857295(DE-He213)978-3-031-11847-0(OCoLC)1350688905(EXLCZ)992528998180004120221031d2023 u| 0engurcnu||||||||txtrdacontentcrdamediacrrdacarrierComputational Mechanics with Deep Learning An Introduction /by Genki Yagawa, Atsuya Oishi1st ed. 2023.Cham :Springer International Publishing :Imprint: Springer,2023.1 online resource (408 pages)Lecture Notes on Numerical Methods in Engineering and Sciences,1877-735XPrint version: Yagawa, Genki Computational Mechanics with Deep Learning Cham : Springer International Publishing AG,c2022 9783031118463 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.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.Lecture Notes on Numerical Methods in Engineering and Sciences,1877-735XMechanics, AppliedComputational intelligenceArtificial intelligenceEngineering MechanicsComputational IntelligenceArtificial IntelligenceMechanics, Applied.Computational intelligence.Artificial intelligence.Engineering Mechanics.Computational Intelligence.Artificial Intelligence.006.31620.100285631Yagawa Genki849574Oishi AtsuyaMiAaPQMiAaPQMiAaPQBOOK9910629283203321Computational mechanics with deep learning3062401UNINA