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cond-mat.mtrl-sci2024★ 1 cited
Generative reconstruction of 3D volume elements for Ti-6Al-4V basketweave microstructure by optimization of CNN-based microstructural descriptors
Vincent Blümer, Celal Soyarslan, Ton van den Boogaard
We present a methodology for the generative reconstruction of 3D Volume Elements (VE) for numerical multiscale analysis of Ti-6Al-4V processed by Additive Manufacturing (AM). The b…
cond-mat.mtrl-sci2023
Physics-informed machine learning in asymptotic homogenization of elliptic equations
Celal Soyarslan, Marc Pradas
We apply physics-informed neural networks (PINNs) to first-order two-scale periodic asymptotic homogenization of the property tensor in a generic elliptic equation. The problem of…