Field Inversion Machine Learning of Unsteady Flow Over a Ramp

Published: 6 March 2024| Version 1 | DOI: 10.17632/2hnxww96vb.1


This dataset contains the DAFoam configuration files for reproducing the unsteady field inversion machine learning optimization results. Note: we will continue to modify the configuration files on the DAFoam tutorial repository on DAFoam: Discrete Adjoint with OpenFOAM for High-fidelity Multidisciplinary Design Optimization. Available at


Steps to reproduce

1. Download and compile DAFoam-v3.1.1 from 2. Load the DAFoam environment by sourcing the file 3. Download and unzip. Then, go to the folder 4. Follow README.txt to run FIML training and predictions


Fluid Mechanics, Machine Learning, Computational Fluid Dynamics, Turbulence