Computational Mechanics with Neural Networks
Başlık:
Computational Mechanics with Neural Networks
ISBN:
9783030661113
Personal Author:
Edition:
1st ed. 2021.
Yayın Bilgileri:
Cham : Springer International Publishing : Imprint: Springer, 2021.
Fiziksel Tanımlama:
XII, 228 p. 79 illus. online resource.
Series:
Lecture Notes on Numerical Methods in Engineering and Sciences,
Contents:
Part I: Machine Learning Technologies for Computational Mechanics.-Chapter 1. Computers and Network -- Chapter 2. Feedforward Neural Networks -- Chapter 3. Deep Learning -- Chapter 4. Mutually Connected Neural Networks -- Chapter 5. Other Neural Networks.-Chapter 6. Other Algorithms and Systems -- Part II Applications: Chapter 7. Introductory Remarks. Chapter 8. Constitutive Models -- Chapter 9. Numerical Quadrature -- Chapter 10. Identifications of Analysis Parameters.
Abstract:
This book shows how neural networks are applied to computational mechanics. Part I presents the fundamentals of neural networks and other machine learning methods 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.
Added Author:
Ek Kurum Yazarı:
Elektronik Erişim:
Full Text Available From Springer Nature Engineering 2021 Packages
Dil:
English