559 citations · 1.6k across the 12 of their papers we have counts for
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cs.LG2021★ 29 cited
De-homogenization using Convolutional Neural Networks
Martin O. Elingaard, Niels Aage, J. Andreas Bærentzen +1
This paper presents a deep learning-based de-homogenization method for structural compliance minimization. By using a convolutional neural network to parameterize the mapping from…
cs.CG2021★ 20 cited
Synthesis of Frame Field-Aligned Multi-Laminar Structures
Florian Cyril Stutz, Tim Felle Olsen, Jeroen Peter Groen +4
In the field of topology optimization, the homogenization approach has been revived as an important alternative to the established, density-based methods because it can represent t…