74 citations · 233 across the 18 of their papers we have counts for
3 papers · 1 filter
Applying Convolutional Neural Networks to Data on Unstructured Meshes with Space-Filling Curves
Claire E. Heaney, Yuling Li, Omar K. Matar +1
This paper presents the first classical Convolutional Neural Network (CNN) that can be applied directly to data from unstructured finite element meshes or control volume grids. CNN…
An autoencoder-based reduced-order model for eigenvalue problems with application to neutron diffusion
Toby Phillips, Claire E. Heaney, Paul N. Smith +1
Using an autoencoder for dimensionality reduction, this paper presents a novel projection-based reduced-order model for eigenvalue problems. Reduced-order modelling relies on findi…
On stability, convergence and accuracy of bES-FEM and bFS-FEM for nearly incompressible elasticity
Thanh Hai Ong, Claire E. Heaney, Chang-Kye Lee +2
We present in this paper a rigorous theoretical framework to show stability, convergence and accuracy of improved edge-based and face-based smoothed finite element methods (bESFEM…