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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Vydáno v:Sci Rep
Hlavní autoři: Yang, Zijiang, Papanikolaou, Stefanos, Reid, Andrew C. E., Liao, Wei-keng, Choudhary, Alok N., Campbell, Carelyn, Agrawal, Ankit
Médium: Artigo
Jazyk:Inglês
Vydáno: Nature Publishing Group UK 2020
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Article
On-line přístup:https://ncbi.nlm.nih.gov/pmc/articles/PMC7237459/
https://ncbi.nlm.nih.gov/pubmed/32427971
https://ncbi.nlm.nih.govhttp://dx.doi.org/10.1038/s41598-020-65157-z
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