no code implementations • 31 Oct 2022 • Sarthak Kapoor, Jaber Rezaei Mianroodi, Mohammad Khorrami, Nima S. Siboni, Bob Svendsen
Both of these were trained, validated, and tested with results from the numerical solution of the boundary-value problem (BVP) for quasi-static mechanical equilibrium in periodic grain microstructures with square domains.
no code implementations • 5 Aug 2021 • Jaber Rezaei Mianroodi, Shahed Rezaei, Nima H. Siboni, Bai-Xiang Xu, Dierk Raabe
To demonstrate the accuracy and the efficiency of the trained CNN model, a Finite Element Method (FEM) based result of an elastically deformed nanoporous beam equipped with the CNN as constitutive law is compared with that by a full atomistic simulation.
