Towards an instant structure-property prediction quality control tool for additive manufactured steel using a crystal plasticity trained deep learning surrogate

Author:

Tu YuhuiORCID,Liu ZhongzhouORCID,Carneiro LuizORCID,Ryan Caitriona M.ORCID,Parnell Andrew C.ORCID,Leen Seán B,Harrison Noel M

Funder

Science Foundation Ireland

University of Nevada, Reno

Publisher

Elsevier BV

Subject

Mechanical Engineering,Mechanics of Materials,General Materials Science

Reference90 articles.

1. Steels in additive manufacturing: A review of their microstructure and properties;Bajaj;Mater. Sci. Eng., A,2020

2. Overview of constitutive laws, kinematics, homogenization and multiscale methods in crystal plasticity finite-element modeling: Theory, experiments, applications;Roters;Acta Mater.,2010

3. Crystal plasticity;Asaro;J. Appl. Mech.,1983

4. Chapter 6 - Metal additive manufacturing process modeling and simulation;Dutta,2019

5. Micromechanical modeling approach to single track deformation, phase transformation and residual stress evolution during selective laser melting using crystal plasticity;Lindroos;Addit. Manuf.,2021

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