Articles | Volume 7, issue 5
Wind Energ. Sci., 7, 1889–1903, 2022
https://doi.org/10.5194/wes-7-1889-2022
Wind Energ. Sci., 7, 1889–1903, 2022
https://doi.org/10.5194/wes-7-1889-2022
Research article
14 Sep 2022
Research article | 14 Sep 2022

A WaveNet-based fully stochastic dynamic stall model

Jan-Philipp Küppers and Tamara Reinicke

Model code and software

Keras F. Chollet et al. https://github.com/keras-team/keras

Download
Short summary
Airfoils play a major role in the technical harnessing of energy from currents such as wind and water. When the angle of attack of a wing changes dynamically, the forces on the wing often change more than would have been assumed from static measurements alone. Since these dynamic forces have a strong influence, e.g., on the performance of airplanes and wind turbines, a neural-network-based model was created that can predict these loads and their stochastic fluctuations.