Machine-Learning-Based Model of Elastic—Plastic Deformation of Copper for Application to Shock Wave Problem

Machine-Learning-Based Model of Elastic—Plastic Deformation of Copper for Application to Shock Wave Problem

Molecular dynamics (MD) simulations explored the deformation behavior of copper single crystal under various axisymmetric loading paths. The obtained MD dataset was used for the development of a machine-learning-based model of elastic–plastic deformation of copper. Artificial neural networks (ANNs)...

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Bibliographic Details
Main Authors: Alexander E. Mayer, Mikhail V. Lekanov, Natalya A. Grachyova, Eugeniy V. Fomin
Format: Article
Language:English
Published: MDPI AG 2022-02-01
Series:Metals
Subjects:
dynamic deformation
shock wave
copper
constitutive equations
equation of state
homogeneous nucleation of dislocations
Online Access:https://www.mdpi.com/2075-4701/12/3/402

Internet

https://www.mdpi.com/2075-4701/12/3/402

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