Published

Harshith Gowrachari, Nicola Demo, Giovanni Stabile, Gianluigi Rozza (2025)
Non-intrusive model reduction of advection-dominated hyperbolic problems using neural network shift augmented manifold transformation. Computers & Fluids, part of the special issue Fusing Data and Physics: Machine Learning for Computational Fluid Dynamics.

Preprints

Harshith Gowrachari, Giovanni Stabile, Gianluigi Rozza (2025)
Model reduction for transport-dominated problems via cross-correlation based snapshot registration. arXiv preprint.

In Preparation

Harshith Gowrachari, Mattia G. Barra, Moaad Khamlich, Giovanni Stabile, Gianluca Bazzaro, Gianluigi Rozza
Projection based model order reduction for residence time distribution analysis of an industrial-scale continuous casting tundish.

Harshith Gowrachari, Mattia G. Barra, Giovanni Stabile, Gianluca Bazzaro, Gianluigi Rozza
Reservoir computing based predictive data-driven model for steel grade intermixing in a continuous casting tundish.

Harshith Gowrachari, Mattia G. Barra, Giovanni Stabile, Gianluca Bazzaro, Gianluigi Rozza
Data driven reduced order model for residence time distribution analysis of an industrial-scale continuous casting tundish.