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A framework for optimization of turbulent wind-farm boundary layers and application to optimal control of wind-farm energy extraction

Johan Meyers, Wim Munters, Jay Goit
2016 2016 American Control Conference (ACC)  
A PDE-based optimization framework is presented that allows optimization of turbulent wind-farm boundary layers.  ...  We use this tool to investigate the use of optimal coordinated control of wind-farm boundary-layer interaction with the aim of increasing the total energy extraction in wind farms.  ...  INTRODUCTION It is well know that wake accumulation, and the interaction of the wind farm with the atmospheric boundary layer leads to a decrease in energy extraction downstream in the farm that can amount  ... 
doi:10.1109/acc.2016.7524966 dblp:conf/amcc/MeyersMG16 fatcat:qgbdbxxfmnbe3i23gg6m7gpyuu

Optimal Coordinated Control of Power Extraction in LES of a Wind Farm with Entrance Effects

Jay Goit, Wim Munters, Johan Meyers
2016 Energies  
We investigate the use of optimal coordinated control techniques in large eddy simulations of wind farm boundary layer interaction with the aim of increasing the total energy extraction in wind farms.  ...  For the optimal control, a receding horizon framework is employed in which turbine thrust coefficients are optimized in time and per turbine.  ...  To this end, large eddy simulations (LESs) of a wind farm boundary layer are performed, where the LES model itself is used as a control model in a receding horizon optimal control framework.  ... 
doi:10.3390/en9010029 fatcat:mqbic2byk5e5bc72u2ise7nukm

Optimal control of energy extraction in wind-farm boundary layers

Jay P. Goit, Johan Meyers
2015 Journal of Fluid Mechanics  
To this end, we use large-eddy simulations of a fully developed pressure-driven wind-farm boundary layer in a receding-horizon optimal control framework.  ...  For a pressure-driven boundary layer in equilibrium, we estimate that such a shift can lead to an increase in wind-farm energy extraction of 6 %.  ...  Conclusions In the current study, we investigated optimal control of wind-farm boundary layers in large-eddy simulations with the aim to increase wind-farm energy extraction.  ... 
doi:10.1017/jfm.2015.70 fatcat:gy5cui2uavf67dnud3b6yoay4i

Wind farm flow control: prospects and challenges

Johan Meyers, Carlo Bottasso, Katherine Dykes, Paul Fleming, Pieter Gebraad, Gregor Giebel, Tuhfe Göçmen, Jan-Willem van Wingerden
2022 Wind Energy Science  
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 accelerated wind energy deployment and to transition to a clean and sustainable energy system for the 21st  ...  Whether it is possible to control turbulence at a larger boundary layer scale for improved mixing and energy extraction also remains an interesting fundamental research question.  ... 
doi:10.5194/wes-7-2271-2022 fatcat:7zubojlr6rhwnnbbbco62dbase

An optimal control framework for dynamic induction control of wind farms and their interaction with the atmospheric boundary layer

W. Munters, J. Meyers
2017 Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences  
Research Cite this article: Munters W, Meyers J. 2017 An optimal control framework for dynamic induction control of wind farms and their interaction with the atmospheric boundary layer. Phil. Trans.  ...  A 375: 20160100. http://dx.One contribution of 11 to a theme issue 'Wind energy in complex terrains' . Subject Areas: fluid mechanics, power and energy systems, mechanical engineering  ...  Recently, Goit & Meyers [3] introduced an optimal coordinated control framework for dynamic induction control of wind-farm boundary layers for maximal energy extraction.  ... 
doi:10.1098/rsta.2016.0100 pmid:28265024 pmcid:PMC5346219 fatcat:h642std7dbfdff4g25hgsy7j6y

Towards practical dynamic induction control of wind farms: analysis of optimally controlled wind-farm boundary layers and sinusoidal induction control of first-row turbines

Wim Munters, Johan Meyers
2018 Wind Energy Science  
</strong> Wake interactions between wind turbines in wind farms lead to reduced energy extraction in downstream rows.  ...  In recent work, optimization and large-eddy simulation were combined with the optimal dynamic induction control of wind farms to study the mitigation of these effects, showing potential power gains of  ...  The computational resources and services used in this work were provided by the VSC (Flemish Supercomputer Center), funded by the Research Foundation -Flanders (FWO) and the Flemish Government, department  ... 
doi:10.5194/wes-3-409-2018 fatcat:3zmziadadbcwncu7kd5unmk7ya

Towards practical dynamic induction control of wind farms: analysis of optimally controlled wind-farm boundary layers and sinusoidal induction control of first-row turbines

Wim Munters, Johan Meyers
2018 Wind Energy Science Discussions  
Wake interactions between wind turbines in wind farms lead to reduced energy extraction in downstream rows.  ...  In recent work, optimization and large-eddy simulation were combined with optimal dynamic induction control of wind farms to study the mitigation of these effects, showing potential power gains of up to  ...  Figures 4c shows sideviews of turbulence kinetic energy. The figure shows an increase in turbulence throughout the entire wind farm, spreading to the internal boundary layer above the turbines.  ... 
doi:10.5194/wes-2018-15 fatcat:kfuliugqvngq5ml7rzsyqst6xm

Wind farm power optimization through wake steering

Michael F. Howland, Sanjiva K. Lele, John O. Dabiri
2019 Proceedings of the National Academy of Sciences of the United States of America  
To increase wind farm power production, we developed a wake steering control scheme.  ...  However, wind turbines are often placed in close proximity within wind farms due to land and transmission line constraints, which results in wind farm efficiency degradation of up to 40% for wind directions  ...  We thank TransAlta Corporation and TransAlta  ... 
doi:10.1073/pnas.1903680116 pmid:31262816 pmcid:PMC6642370 fatcat:pg4dtibokjgzzidlfwxzimaqhi

Wind Turbine Wake Mitigation through Blade Pitch Offset

Deepu Dilip, Fernando Porté-Agel
2017 Energies  
Nevertheless, the low turbulence scenarios where the use of this method is favorable, are expected in realistic wind farms, suggesting its possible application for improved power generation.  ...  One approach to this end entails the downregulation of individual turbines from its maximum power point with the objective of optimizing the overall wind farm productivity.  ...  ψ M Energies 2017, 10, 757 5 of 17 is the stability correction factor, which is zero for a neutral boundary layer.  ... 
doi:10.3390/en10060757 fatcat:gdspnrrbkrahpfyyzcwltsuwja

Dynamic Strategies for Yaw and Induction Control of Wind Farms Based on Large-Eddy Simulation and Optimization

2018 Energies  
We study a 4 × 4 aligned wind farm, and find that for this farm layout yaw control is more effective than induction control, both for uniform and turbulent inflow conditions.  ...  In wind farms, wakes originating from upstream turbines cause reduced energy extraction and increased loading variability in downstream rows.  ...  For a more elaborate explanation and previous applications of the SP-Wind framework we refer the reader to Refs. [11, 12, 14, 34, 35] .  ... 
doi:10.3390/en11010177 fatcat:xsq3fke74jc73nq5vfruxgktra

Interaction of vortex stretching with wind power fluctuations [article]

Jahrul Alam
2022 arXiv   pre-print
The transfer of turbulence kinetic energy from large to small scales occurs through vortex stretching.  ...  and the local energy fluxes in the wakes of wind turbines.  ...  CONCLUSION AND FUTURE DIRECTION This article presents a scale-adaptive LES framework for wind energy applications.  ... 
arXiv:2205.08073v1 fatcat:pmj5azg44rfttooonfzghi25xm

Set-point optimization in wind farms to mitigate effects of flow blockage induced by atmospheric gravity waves

Luca Lanzilao, Johan Meyers
2021 Wind Energy Science  
In the current study, we investigate the idea of controlling the wind farm in order to mitigate the efficiency drop due to wind-farm-induced gravity waves and blockage.  ...  We implement an optimization model in order to derive the thrust-coefficient distribution, which maximizes the wind-farm energy extraction.  ...  This paper was edited by Katherine Dykes and reviewed by Jan-Willem van Wingerden, Alan Wai Hou Lio, Dries Allaerts, and one anonymous referee.  ... 
doi:10.5194/wes-6-247-2021 fatcat:2g3rinbmqfer3fb3hnvru2n2ay

Optimal closed-loop wake steering – Part 2: Diurnal cycle atmospheric boundary layer conditions

Michael F. Howland, Aditya S. Ghate, Jesús Bas Quesada, Juan José Pena Martínez, Wei Zhong, Felipe Palou Larrañaga, Sanjiva K. Lele, John O. Dabiri
2022 Wind Energy Science  
the atmospheric stability, wind speed and direction, shear, turbulence, and other atmospheric boundary layer (ABL) flow features.  ...  The increase in energy production for the simulated wind farm design for closed- and open-loop wake steering control, compared to baseline yaw-aligned control, is 4.0 %–4.1 % and 3.4 %–3.8 %, respectively  ...  The turbulence intensity is extracted from the baseline yaw-aligned control simulation as a function of time.  ... 
doi:10.5194/wes-7-345-2022 fatcat:bdqcf7foofcy3a634njm65eulm

Definition of reference wind farms and simulation scenarios

Uxue Irigoyen
2017 Zenodo  
Definitions have been made in the light of the requirements of the applications of WP2 (Wind Farm Flow control technologies and algorithms) and WP3 (Demonstration and Validation of Prototypes) in order  ...  This report describes the theoretical base for the reference wind farm and simulation scenarios definition for CL-Windcon project.  ...  Iu (%) Boundary Layer 14x4 16 < ±3 <2 Up to 35 % for ABL condition Low Turbulence 4x4 55 < ±0.2 <0.1 Table 4 : 4 Use cases and simulation scenarios for controller performance verification  ... 
doi:10.5281/zenodo.3462384 fatcat:4e3tizwcefe37b5rwect54k2qm

Validation of FAST.Farm Against Large-Eddy Simulations

J Jonkman, P Doubrawa, N Hamilton, J Annoni, P Fleming
2018 Journal of Physics, Conference Series  
Acknowledgements The Alliance for Sustainable Energy, LLC (Alliance) is the manager and operator of the National Renewable Energy Laboratory (NREL). NREL is a national laboratory of the U.S.  ...  Department of Energy or the U.S. government.The U.S. government retains and the publisher, by accepting the article for publication, acknowledges that the U.S. government retains a nonexclusive, paid-up  ...  farm in the atmospheric boundary layer; a wind farm super controller; and wake deficits, advection, deflection, meandering, and merging.  ... 
doi:10.1088/1742-6596/1037/6/062005 fatcat:3gffxiu2snbdvhbyatkl2m4fhi
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