13 citations · 18 across the 4 of their papers we have counts for
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cs.CE2024★ 4 cited
A Model Hierarchy for Predicting the Flow in Stirred Tanks with Physics-Informed Neural Networks
Veronika Trávníková, Daniel Wolff, Nico Dirkes +3
This paper explores the potential of Physics-Informed Neural Networks (PINNs) to serve as Reduced Order Models (ROMs) for simulating the flow field within stirred tank reactors (ST…
physics.flu-dyn2024★ 13 cited
Eulerian Formulation of the Tensor-Based Morphology Equations for Strain-Based Blood Damage Modeling
Nico Dirkes, Fabian Key, Marek Behr
The development of blood-handling medical devices, such as ventricular assist devices, requires the analysis of their biocompatibility. Among other aspects, this includes hemolysis…