16 citations · 23 across the 4 of their papers we have counts for
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physics.class-ph2021★ 1 cited
Constructing the Hamiltonian from the behaviour of a dynamical system by proper symplectic decomposition
Nima Shirafkan, Pierre Gosselet, Franz Bamer +3
The modal analysis is revisited through the symplectic formalism, what leads to two intertwined eigenproblems. Studying the properties of the solutions, we prove that they form a c…
cs.LG2021★ 6 cited
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…