Optimal Data-Generation Strategy for Machine Learning Yield Functions in Anisotropic Plasticity

Trained machine learning (ML) algorithms can serve as numerically efficient surrogate models of sophisticated but numerically expensive constitutive models of material behavior. In the field of plasticity, ML yield functions have been proposed that serve as the basis of a constitutive model for plas...

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Bibliographic Details
Main Authors: Ronak Shoghi, Alexander Hartmaier
Format: Article
Language:English
Published: Frontiers Media S.A. 2022-04-01
Series:Frontiers in Materials
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fmats.2022.868248/full