1 code implementation • 6 Oct 2022 • Alexander Henkes, Jason K. Eshraghian, Henning Wessels
To overcome this problem, a framework for regression using spiking neural networks is proposed.
1 code implementation • 31 May 2022 • Alexander Henkes, Henning Wessels
The lightweight algorithm is able to learn the underlying properties of the material from a single microCT-scan without the need of explicit descriptors.
no code implementations • 26 Oct 2021 • Alexander Henkes, Ismail Caylak, Rolf Mahnken
Three numerical examples deal with the comparison of the presented method to the literature as well as the application to different microstructures.
no code implementations • 14 Oct 2021 • 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.