activity
20222024
most citedData-driven fluid mechanics of wind farms: A review

59 citations · 128 across the 7 of their papers we have counts for

collaborators

7 papers

physics.flu-dyn2024★ 6 cited

Wind-farm power prediction using a turbulence-optimized Gaussian wake model

Navid Zehtabiyan-Rezaie, Josephine Perto Justsen, Mahdi Abkar

In this study, we present an improved formulation for the wake-added turbulence to enhance the accuracy of intra-farm and farm-to-farm wake modeling through analytical frameworks.…

physics.flu-dyn2024★ 3 cited

A progressive data-augmented RANS model for enhanced wind-farm simulations

Ali Amarloo, Navid Zehtabiyan-Rezaie, Mahdi Abkar

The development of advanced simulation tools is essential, both presently and in the future, for improving wind-energy design strategies, paving the way for a complete transition t…

physics.flu-dyn2023★ 10 cited

An extended model for wake-flow simulation of wind farms

Navid Zehtabiyan-Rezaie, Mahdi Abkar

The Reynolds-averaged Navier-Stokes approach coupled with the standard model is widely utilized for wind-energy applications. However, it has been shown that the st…

physics.flu-dyn2023★ 14 cited

A short note on turbulence characteristics in wind-turbine wakes

Navid Zehtabiyan-Rezaie, Mahdi Abkar

Analytical wake models need formulations to mimic the impact of wind turbines on turbulence level in the wake region. Several correlations can be found in the literature for this p…

physics.flu-dyn2022★ 36 cited

Physics-guided machine learning for wind-farm power prediction: Toward interpretability and generalizability

Navid Zehtabiyan-Rezaie, Alexandros Iosifidis, Mahdi Abkar

With the increasing amount of available data from simulations and experiments, research for the development of data-driven models for wind-farm power prediction has increased signi…

physics.flu-dyn2022

Data-driven quantification of model-form uncertainty in Reynolds-averaged simulations of wind farms

Ali Eidi, Navid Zehtabiyan-Rezaie, Reza Ghiassi +2

Computational fluid dynamics using the Reynolds-averaged Navier-Stokes (RANS) remains the most cost-effective approach to study wake flows and power losses in wind farms. The under…