$End-to-end prediction of multimaterial stress fields and fracture patterns using cycle-consistent adversarial and transformer neural networks$

End-to-end prediction of multimaterial stress fields and fracture patterns using cycle-consistent adversarial and transformer neural networks

The prediction of stress, strain fields or fracture patterns, along with other physical quantities as a function of boundary conditions and material microstructure, is an important objective of various physics-based simulation methods like finite element models or molecular dynamics modeling. Howeve...

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Bibliographic Details
Main Authors:	Eric L. Buehler, Markus J. Buehler
Format:	Article
Language:	English
Published:	Elsevier 2022-12-01
Series:	Biomedical Engineering Advances
Subjects:	Molecular modeling Cracks Fracture Deep learning transformer Perceiver
Online Access:	http://www.sciencedirect.com/science/article/pii/S2667099222000147

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http://www.sciencedirect.com/science/article/pii/S2667099222000147

End-to-end prediction of multimaterial stress fields and fracture patterns using cycle-consistent adversarial and transformer neural networks

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