2 papers
physics.flu-dyn2026
Monocular 3D bubble reconstruction: DNS-informed ray tracing and deep learning
Chaitanya S. Nayak, Faizaan Mohammed, Vivek Kumar +3
Bubble size, depth, and spatial distribution govern transport and uniformity in multiphase flows. A single shadowgraphic view cannot separate bubble diameter from focal-plane displ…
physics.flu-dyn2026
Depth-Aware Machine Learning Framework for Bubble Characterization in Two-Phase Flows
Chaitanya S Nayak, Faizaan Mohammed, Vivek Kumar +2
Understanding the three-dimensional motion of bubbles is essential for interpreting transport and mixing in multiphase flows, especially when bubbles deform under shear or move rap…