13 citations · 18 across the 5 of their papers we have counts for
3 papers · 1 filter
An Ising Machine Formulation for Design Updates in Topology Optimization of Flow Channels
Yudai Suzuki, Shiori Aoki, Fabian Key +5
Topology optimization is an essential tool in computational engineering, for example, to improve the design and efficiency of flow channels. At the same time, Ising machines, inclu…
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…
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…