AirfRANS

AirfRANS provides a large set of steady RANS flow solutions for parametric airfoils, published in formats such as Parquet. Its moderate size makes it ideal as a first dataset for neural operators and surrogate models, and it ships with standard train/val splits and baseline results.

Use cases: Students and engineers getting started with PINN / neural operators; quickly validating the accuracy and training pipeline of flow-field surrogates.