2 papers
cs.CE2025
Projection-based model-order reduction via graph autoencoders suited for unstructured meshes
Liam K. Magargal, Parisa Khodabakhshi, Steven N. Rodriguez +2
This paper presents the development of a graph autoencoder architecture capable of performing projection-based model-order reduction (PMOR) using a nonlinear manifold least-squares…
cs.LG2025
Symmetry constrained neural networks for detection and localization of damage in metal plates
James Amarel, Christopher Rudolf, Athanasios Iliopoulos +2
The present paper is concerned with deep learning techniques applied to detection and localization of damage in a thin aluminum plate. We used data collected on a tabletop apparatu…