This repo contains a Collection of 81986 synthetic equilibria of an ITER-like device useful to develop Machine-Learning-based surrogate models of 2D plasma equilibrium. The equilibrium dataset has been generated using the codes IET [1] and FRIDA [2] (code repo here and here).
- Full dataset (81986 equilibria, .mat, 8.6GB) availble here (Dropbox) or here (Drive)
- Sample dataset (500 equilibria, .mat, 50MB) availble here (Drive)
See the notebook ...
If you are using these data, we ask you to give us a citation!! Here are the papers:
@article{bonotto2022coupled,
title={A coupled FEM-BEM approach for the solution of the free-boundary axi-symmetric plasma equilibrium problem},
author={Bonotto, M and Abate, D and Bettini, P and Villone, F and others},
journal={Commun. Comput. Phys.},
volume={31},
number={1},
pages={27--59},
year={2022}
}
@article{abate2019inverse,
title={An inverse equilibrium tool to define axisymmetric plasma equilibria},
author={Abate, Domenico and Bettini, Paolo},
journal={Plasma Physics and Controlled Fusion},
volume={61},
number={10},
pages={105016},
year={2019},
publisher={IOP Publishing}
}