74 citations · 233 across the 18 of their papers we have counts for
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math.NA2020★ 24 cited
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…
math.NA2020★ 74 cited
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…