1 code implementation • 8 Mar 2024 • Elisabeth J. Schiessler, Roland C. Aydin, Christian J. Cyron
We present ECToNAS, a cost-efficient evolutionary cross-topology neural architecture search algorithm that does not require any pre-trained meta controllers.
no code implementations • 21 Mar 2023 • Kian P. Abdolazizi, Kevin Linka, Christian J. Cyron
These popular models are simplifications that typically cannot accurately capture the nonlinear viscoelastic behavior of materials.
no code implementations • 11 Apr 2022 • Maximilian Neidhardt, Marcel Bengs, Sarah Latus, Stefan Gerlach, Christian J. Cyron, Johanna Sprenger, Alexander Schlaefer
The results show that our approach can estimate elastic properties on a pixelwise basis with a mean absolute error of 5. 01+-4. 37 kPa.
no code implementations • 23 Mar 2022 • Amadeus M. Gebauer, Martin R. Pfaller, Fabian A. Braeu, Christian J. Cyron, Wolfgang A. Wall
We propose a novel microstructure-motivated model that predicts organ-scale G&R in the heart based on the homogenized constrained mixture theory.
no code implementations • 9 Apr 2021 • Jonas F. Eichinger, Daniel Paukner, Roland C. Aydin, Wolfgang A. Wall, Jay D. Humphrey, Christian J. Cyron
Cells within living soft biological tissues seem to promote the maintenance of a mechanical state within a defined range near a so-called set-point.