2 papers
physics.flu-dyn2025
Wind farm layout optimization using a novel machine learning approach
Mehrshad Gholami Anjiraki, Christian Santoni, Samin Shapourmiandouab +4
We present a novel approach to optimize wind farm layouts for maximum annual energy production (AEP). The optimization effort requires efficient wake models to predict the wake flo…
physics.flu-dyn2024
Toward ultra-efficient high fidelity predictions of wind turbine wakes: Augmenting the accuracy of engineering models via LES-trained machine learning
Christian Santoni, Dichang Zhang, Zexia Zhang +3
This study proposes a novel machine learning (ML) methodology for the efficient and cost-effective prediction of high-fidelity three-dimensional velocity fields in the wake of util…