2 papers
cond-mat.mtrl-sci2021
Data-driven analysis of grain-growth kinetics in duplex and triplex systems
P G Kubendran Amos, Ramanathan Perumal, Arnd Koeppe +1
During grain growth in multiphase system, a convincing understanding on how the evolution kinetics of an individual phase-grains relates to the growth rate of entire microstructure…
cs.LG2021
Explainable artificial intelligence for mechanics: physics-informing neural networks for constitutive models
Arnd Koeppe, Franz Bamer, Michael Selzer +2
(Artificial) neural networks have become increasingly popular in mechanics to accelerate computations with model order reduction techniques and as universal models for a wide varie…