Cover image for Computational Mechanics with Deep Learning An Introduction
Title:
Computational Mechanics with Deep Learning An Introduction
Author:
Yagawa, Genki. author.
ISBN:
9783031118470
Edition:
1st ed. 2023.
Physical Description:
XIV, 402 p. 181 illus., 141 illus. in color. online resource.
Series:
Lecture Notes on Numerical Methods in Engineering and Sciences,
Contents:
1. Overview -- 2. Mathematical Background for Deep Learning -- 3. Computational Mechanics with Deep Learning -- 4. Numerical Quadrature with Deep Learning -- 5. Improvement of Finite Element Solutions with Deep Learning -- 6. Contact Mechanics with Deep Learning -- 7. Flow Simulation with Deep Learning -- 8. Further Applications with Deep Learning -- 9. Bases for Computer Programming -- 10. Computer Programming for a Representative Problem.
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