Deep Learning in Computational Mechanics (2nd Edition)

Free Download Deep Learning in Computational Mechanics: An Introductory Course
English | 2025 | ISBN: 3031895282 | 489 Pages | PDF EPUB (True) | 110 MB
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.