AirfRANS
Fluid / CFD - Airfoil RANS
Parametric airfoil RANS flow-field dataset - compact and ML-pipeline friendly, the go-to starting point for learning fluid surrogates.
ODbL CFDAirfoilRANS
Fluid Simulation Toolkit
A complete fluid simulation toolkit spanning traditional CFD and deep learning surrogate models — solvers, datasets and cutting-edge papers.
Deep Learning Surrogates 3 resources
Editor note: 提供翼型全工况气动数据，适合训练代理模型替代 RANS 求解
Neural Operator-Based Surrogate Model for CFD: Helical Coil Steam Generator in Small Modular Reactor
CFD
Proposes a neural operator-based surrogate model for CFD-level transient thermal-hydraulic simulation of helical coil steam generators in SMRs, enabling real-time digital twin applications.
See LICENSE file Neural OperatorCFD SurrogateSMR
Periodic Neural Mapping for Unsteady Rotor-Blade Pressure and Aeroelastic Load Prediction
CFD
Proposes p-FNM, a neural-operator framework using periodic Fourier mapping to predict unsteady pressure distributions and aeroelastic loads on turbine rotor blades, reducing high-fidelity CFD computational costs.
See LICENSE file Neural OperatorAeroelasticityTurbomachinery
Traditional Solvers 2 resources
OpenFOAM
General-Purpose CFD Solver
The de facto open-source CFD solver covering incompressible/compressible flow, heat transfer, multiphase and combustion - the workhorse for generating physics-AI training data.
GPL v3 CFDOpen SourceSolver
PETSc
Numerical Solver Library / HPC
High-performance scientific linear/nonlinear solver library for large sparse systems - the underlying engine of top-tier CFD and multiphysics simulation.
BSD-2-Clause SolverLinear AlgebraSparse Matrix