Project
Simulation-Powered Computational Linguistics for Materials Foundation Models
Horizon Europe · SimuLingua
Project introduction
SimuLingua develops an open-source scientific AI foundation model for materials science, coupled to a DFT–CALPHAD–phase-field–CFD–thermo-mechanical simulation chain, surrogate models, reduced-order models and multi-objective materials optimisation, with an online platform and APIs to the foundation model and simulation engines.
Flowphys contribution
Coordination. Open-source scientific AI foundation model for materials science; phase-field, CFD and thermo-mechanical stages of a DFT to CALPHAD to phase-field to CFD to thermo-mechanical simulation chain; PINN and operator-learning surrogates; POD-based ROMs; multi-objective Pareto optimisation for materials; a separate online platform; uncertainty quantification; API to the foundation model and simulation engines.