Wind farm flow control: prospects and challenges

J Meyers, C Bottasso, K Dykes… - Wind Energy …, 2022 - wes.copernicus.org
Wind farm control has been a topic of research for more than two decades. It has been
identified as a core component of grand challenges in wind energy science to support …

A quantitative review of wind farm control with the objective of wind farm power maximization

AC Kheirabadi, R Nagamune - Journal of Wind Engineering and Industrial …, 2019 - Elsevier
This article presents a review of control strategies for maximizing power production within
wind farms. Discussions focus on three notable concepts; power de-rating, yaw-based wake …

Wind farm power optimization through wake steering

MF Howland, SK Lele, JO Dabiri - Proceedings of the …, 2019 - National Acad Sciences
Global power production increasingly relies on wind farms to supply low-carbon energy. The
recent Intergovernmental Panel on Climate Change (IPCC) Special Report predicted that …

[HTML][HTML] Digital twin of wind farms via physics-informed deep learning

J Zhang, X Zhao - Energy Conversion and Management, 2023 - Elsevier
The spatiotemporal flow field in a wind farm determines the wind turbines' energy production
and structural fatigue. However, it is not obtainable by the current measurement, modeling …

Review of wake management techniques for wind turbines

DR Houck - Wind Energy, 2022 - Wiley Online Library
The progression of wind turbine technology has led to wind turbines being incredibly
optimized machines often approaching their theoretical maximum production capabilities …

Cooperative wind farm control with deep reinforcement learning and knowledge-assisted learning

H Zhao, J Zhao, J Qiu, G Liang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Cooperative wind farm control is a complex problem due to wake effect, and it is hard to find
the proper model. Reinforcement learning can find the optimal policy in a dynamic …

Dynamic strategies for yaw and induction control of wind farms based on large-eddy simulation and optimization

W Munters, J Meyers - Energies, 2018 - mdpi.com
In wind farms, wakes originating from upstream turbines cause reduced energy extraction
and increased loading variability in downstream rows. The prospect of mitigating these …

[HTML][HTML] Dynamic wind farm wake modeling based on a Bilateral Convolutional Neural Network and high-fidelity LES data

R Li, J Zhang, X Zhao - Energy, 2022 - Elsevier
Wake interactions between wind turbines have a great impact on the overall performance of
a wind farm. In this work, a novel deep learning method, called Bilateral Convolutional …

The helix approach: Using dynamic individual pitch control to enhance wake mixing in wind farms

JA Frederik, BM Doekemeijer, SP Mulders… - Wind …, 2020 - Wiley Online Library
Wind farm control using dynamic concepts is a research topic that is receiving an increasing
amount of interest. The main concept of this approach is that dynamic variations of the wind …

[HTML][HTML] Results from a wake-steering experiment at a commercial wind plant: investigating the wind speed dependence of wake-steering performance

E Simley, P Fleming, N Girard, L Alloin… - Wind Energy …, 2021 - wes.copernicus.org
Wake steering is a wind farm control strategy in which upstream wind turbines are
misaligned with the wind to redirect their wakes away from downstream turbines, thereby …