Design-Friendly Wind Farm Control

Yaw control setpoint estimation for wind farms using layout-agnostic Graph Neural Networks (GNNs).

Installation

pip install torch torch-geometric
pip install -e .

Usage

from design_friendly.utils.easy import easy_yaw_gnn

# Predict yaw angles
yaw = easy_yaw_gnn(x, y, wd, ws, TI)

See easy.ipynb for examples.

Citation

If you use this code or the models, please cite:

Dirik, D. G., Réthoré, P.-E., Riva, R., & Quick, J. (2026). Design-friendly wind farm control setpoint estimation via layout-agnostic graph neural networks. Journal of Physics: Conference Series.

@article{dirik_design-friendly_2026,
    title   = {Design-friendly wind farm control setpoint estimation via layout-agnostic graph neural networks},
    journal = {Journal of Physics: Conference Series},
    author  = {Dirik, Deniz Gokhan and Réthoré, Pierre-Elouan and Riva, Riccardo and Quick, Julian},
    year    = {2026},
}