Scientific Machine Learning for Fluid Mechanics

Browse our active and completed projects on Scientific Machine Learning for Fluid Mechanics.
Each project includes a brief overview, related publications, and the collaborators involved.

One-Step Volumetric PIV via Gaussian Splatting and Photometric Warping

Differentiable pipeline for calibration, particle-density reconstruction, and Eulerian velocity estimation from multi-camera particle images.

SMURF for 2D Phase-Contrast MRI

Segmentation and velocity reconstruction from 2D phase-contrast MRI using a measurement-coupled model.

Scientific Machine Learning & AI for Engineering

Join Prof. Bilionis’ Substack community for deep dives into uncertainty quantification, AI-driven simulations, and the latest laboratory updates.

Ilias Bilionis