3 papers
cs.LG2026
WeirNet: A Large-Scale 3D CFD Benchmark for Geometric Surrogate Modeling of Piano Key Weirs
Lisa Lüddecke, Michael Hohmann, Sebastian Eilermann +4
Reliable prediction of hydraulic performance is challenging for Piano Key Weir (PKW) design because discharge capacity depends on three-dimensional geometry and operating condition…
cs.LG2025
Data-Driven Temperature Modelling of Machine Tools by Neural Networks: A Benchmark
C. Coelho, M. Hohmann, D. Fernández +3
Thermal errors in machine tools significantly impact machining precision and productivity. Traditional thermal error correction/compensation methods rely on measured temperature-de…
cond-mat.mtrl-sci2023
Position Paper on Materials Design -- A Modern Approach
Willi Grossmann, Sebastian Eilermann, Tim Rensmeyer +4
Traditional design cycles for new materials and assemblies have two fundamental drawbacks. The underlying physical relationships are often too complex to be precisely calculated an…