03099nam 22006375 450 991104782420332120251124120643.03-031-89529-010.1007/978-3-031-89529-6(CKB)43900246000041(MiAaPQ)EBC32484356(Au-PeEL)EBL32484356(DE-He213)978-3-031-89529-6(EXLCZ)994390024600004120251124d2025 u| 0engur|||||||||||txtrdacontentcrdamediacrrdacarrierDeep Learning in Computational Mechanics An Introductory Course /by Leon Herrmann, Moritz Jokeit, Oliver Weeger, Stefan Kollmannsberger2nd ed. 2025.Cham :Springer Nature Switzerland :Imprint: Springer,2025.1 online resource (690 pages)Intelligent Technologies and Robotics Series3-031-89528-2 Computational Mechanics Meets Artificial Intelligence -- Neural Networks -- Machine Learning in Computational Mechanics -- Methodological Overview of Deep Learning in Computational Mechanics -- Index.This book provides a first course without requiring prerequisite knowledge. Fundamental concepts of machine learning are introduced before explaining neural networks. With this knowledge, prominent topics in deep learning for simulation are explored. These include surrogate modeling, physics-informed neural networks, generative artificial intelligence, Hamiltonian/Lagrangian neural networks, input convex neural networks, and more general machine learning techniques. The idea of the book is to provide basic concepts as simple as possible but in a mathematically sound manner. Starting point are one-dimensional examples including elasticity, plasticity, heat evolution, or wave propagation. The concepts are then expanded to state-of-the-art applications in material modeling, generative artificial intelligence, topology optimization, defect detection, and inverse problems.Intelligent Technologies and Robotics SeriesComputational intelligenceMachine learningThermodynamicsHeat engineeringHeatTransmissionMass transferComputational IntelligenceMachine LearningEngineering Thermodynamics, Heat and Mass TransferComputational intelligence.Machine learning.Thermodynamics.Heat engineering.HeatTransmission.Mass transfer.Computational Intelligence.Machine Learning.Engineering Thermodynamics, Heat and Mass Transfer.620.1Herrmann Léon165001MiAaPQMiAaPQMiAaPQBOOK9911047824203321Deep Learning in Computational Mechanics4531543UNINA