240 citations · 266 across the 2 of their papers we have counts for
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cs.LG2021★ 26 cited
A deep learning driven pseudospectral PCE based FFT homogenization algorithm for complex microstructures
Alexander Henkes, Ismail Caylak, Rolf Mahnken
This work is directed to uncertainty quantification of homogenized effective properties for composite materials with complex, three dimensional microstructure. The uncertainties ar…
cs.LG2021★ 240 cited
Physics informed neural networks for continuum micromechanics
Alexander Henkes, Henning Wessels, Rolf Mahnken
Recently, physics informed neural networks have successfully been applied to a broad variety of problems in applied mathematics and engineering. The principle idea is to use a neur…