Computational Mechanics with Neural Networks

Computational Mechanics with Neural Networks
Author: Genki Yagawa
Publisher: Springer Nature
Total Pages: 233
Release: 2021-02-26
Genre: Technology & Engineering
ISBN: 3030661113


Download Computational Mechanics with Neural Networks Book in PDF, Epub and Kindle

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.


Computational Mechanics with Neural Networks
Language: en
Pages: 233
Authors: Genki Yagawa
Categories: Technology & Engineering
Type: BOOK - Published: 2021-02-26 - Publisher: Springer Nature

GET EBOOK

This book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning metho
Deep Learning in Computational Mechanics
Language: en
Pages: 108
Authors: Stefan Kollmannsberger
Categories: Technology & Engineering
Type: BOOK - Published: 2021-08-05 - Publisher: Springer Nature

GET EBOOK

This book provides a first course on deep learning in computational mechanics. The book starts with a short introduction to machine learning’s fundamental con
Computational Mechanics with Deep Learning
Language: en
Pages: 408
Authors: Genki Yagawa
Categories: Technology & Engineering
Type: BOOK - Published: 2022-10-31 - Publisher: Springer Nature

GET EBOOK

This book is intended for students, engineers, and researchers interested in both computational mechanics and deep learning. It presents the mathematical and co
Machine Learning, Low-Rank Approximations and Reduced Order Modeling in Computational Mechanics
Language: en
Pages: 254
Authors: Felix Fritzen
Categories: Technology & Engineering
Type: BOOK - Published: 2019-09-18 - Publisher: MDPI

GET EBOOK

The use of machine learning in mechanics is booming. Algorithms inspired by developments in the field of artificial intelligence today cover increasingly varied
Machine Learning, Low-Rank Approximations and Reduced Order Modeling in Computational Mechanics
Language: en
Pages: 1
Authors: Felix Fritzen
Categories: Electronic books
Type: BOOK - Published: 2019 - Publisher:

GET EBOOK

The use of machine learning in mechanics is booming. Algorithms inspired by developments in the field of artificial intelligence today cover increasingly varied