Yagawa G., Oishi A. Computational Mechanics with Neural Networks

Springer, 2021. — 233 p. — (Lecture Notes on Numerical Methods in Engineering and Sciences). — ISBN: 978-3030661106.This book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning method in computational mechanics. Part II highlights the applications of neural networks to a variety of problems of computational mechanics. The final chapter gives perspectives to the applications of the deep learning to computational mechanics.