Stefano Riva

Stefano Riva

Research Scientist specializing in Physics-Informed AI/ML for engineering and design. Proven track record in reduced-order models and data-driven state estimation, bridging traditional numerical solvers with machine learning to accelerate high-fidelity simulations.

pyforce: Python Framework for data-driven model Order Reduction of multi-physiCs problems

Published in Journal of Open Source Software, 2026

Paper URL

Authors: Stefano Riva, C. Introini, A. Cammi

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Abstract: pyforce is a Python framework for data-driven reduced-order modelling of multi-physics problems, providing algorithms for dimensionality reduction, sensor placement, and state reconstruction within a unified workflow.