23 citations · 23 across the 1 of their papers we have counts for
3 papers
physics.comp-ph2026
Mosaic: A Benchmark Suite for Differentiable Physics Solvers
Andrin Rehmann, Heiko Zimmermann, Dion Häfner
Differentiable partial differential equation (PDE) solvers underpin solver-in-the-loop ML training, gradient-based optimal control, and inverse problems, yet the practical cost of…
physics.geo-ph2023★ 23 cited
Machine-Guided Discovery of a Real-World Rogue Wave Model
Dion Häfner, Johannes Gemmrich, Markus Jochum
Big data and large-scale machine learning have had a profound impact on science and engineering, particularly in fields focused on forecasting and prediction. Yet, it is still not…
physics.ao-ph2020
FOWD: A Free Ocean Wave Dataset for Data Mining and Machine Learning
Dion Häfner, Johannes Gemmrich, Markus Jochum
The occurrence of extreme (rogue) waves in the ocean is for the most part still shrouded in mystery, as the rare nature of these events makes them difficult to analyze with traditi…