3 papers
cs.LG2026
Probabilistic Simulation of Gas-Liquid Interfaces with Coupled Flow Matching on Spherical Harmonics
Kiet Bennema ten Brinke, Rachna Ramesh, Douwe Orij +2
Bubbly flows involve strongly coupled bubble motion, deformation, and hydrodynamic interactions, making high-fidelity simulation computationally expensive. We propose a neural surr…
cs.LG2026
BubbleSH: A Dataset of Rising Bubbles with Deformable Interfaces
Rachna Ramesh, Kiet Bennema ten Brinke, Douwe Orij +2
Bubbly flows exhibit complex multiscale dynamics, with deformable bubbles interacting through the surrounding liquid and giving rise to strongly coupled kinematic and morphological…
cs.LG2025
STFlow: Data-Coupled Flow Matching for Geometric Trajectory Simulation
Kiet Bennema ten Brinke, Koen Minartz, Vlado Menkovski
Simulating trajectories of dynamical systems is a fundamental problem in a wide range of fields such as molecular dynamics, biochemistry, and pedestrian dynamics. Machine learning…