883738a9a3d8fbe0618a · Learning to predict crystal plasticity at the nanoscale: Deep residual networks and size effects in uniaxial compression discrete dislocation simulations
Learning to predict crystal plasticity at the nanoscale: Deep residual networks and size effects in uniaxial compression discrete dislocation simulations
The increase of dislocation density in a metallic crystal undergoing plastic deformation influences the mechanical properties of the material. This effect can be used to examine the related inverse problem of deducing the prior deformation of a material
{
"title_en": "Learning to predict crystal plasticity at the nanoscale: Deep residual networks and size effects in uniaxial compression discrete dislocation simulations",
"designation": "",
"series": "",
"status": "",
"date": "2020-05-19",
"date_original": "May 19, 2020",
"url": "https://www.nist.gov/publications/learning-predict-crystal-plasticity-nanoscale-deep-residual-networks-and-size-effects",
"source": "NIST Publications",
"display_en": "",
"authors_en": "Zijiang Yang, Stefanos Papanikolaou, Andrew C. Reid , Wei-keng Lao, Alok Choudhary, Carelyn E. Campbell , Ankit Agrawal",
"abstract_excerpt_en": "The increase of dislocation density in a metallic crystal undergoing plastic deformation influences the mechanical properties of the material. This effect can be used to examine the related inverse problem of deducing the prior deformation of a material",
"id": "883738a9a3d8fbe0618a",
"sources": [
"NIST Publications"
],
"source_records": [
{
"title_en": "Learning to predict crystal plasticity at the nanoscale: Deep residual networks and size effects in uniaxial compression discrete dislocation simulations",
"designation": "",
"series": "",
"status": "",
"date": "2020-05-19",
"date_original": "May 19, 2020",
"url": "https://www.nist.gov/publications/learning-predict-crystal-plasticity-nanoscale-deep-residual-networks-and-size-effects",
"source": "NIST Publications",
"display_en": "",
"authors_en": "Zijiang Yang, Stefanos Papanikolaou, Andrew C. Reid , Wei-keng Lao, Alok Choudhary, Carelyn E. Campbell , Ankit Agrawal",
"abstract_excerpt_en": "The increase of dislocation density in a metallic crystal undergoing plastic deformation influences the mechanical properties of the material. This effect can be used to examine the related inverse problem of deducing the prior deformation of a material"
}
],
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}