1 citations · 2 across the 3 of their papers we have counts for
3 papers
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…
Machine Learning Aided Multiscale Magnetostatics
Fadi Aldakheel, Celal Soyarslan, Hari Subramani Palanisamy +1
Computational material modeling using advanced numerical techniques speeds up the design process and reduces the costs of developing new engineering products. In the field of multi…
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…