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Learning to Predict Crystal Plasticity at the Nanoscale: Deep Residual Networks and Size Effects in Uniaxial Compression Discrete Dislocation Simulations

The density and configurational changes of crystal dislocations during plastic deformation influence the mechanical properties of materials. These influences have become clearest in nanoscale experiments, in terms of strength, hardness and work hardening size effects in small volumes. The mechanical...

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Detalles Bibliográficos
Autores principales: Yang, Zijiang, Papanikolaou, Stefanos, Reid, Andrew C. E., Liao, Wei-keng, Choudhary, Alok N., Campbell, Carelyn, Agrawal, Ankit
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7237459/
https://www.ncbi.nlm.nih.gov/pubmed/32427971
http://dx.doi.org/10.1038/s41598-020-65157-z