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Wind farm control and optimization

2021
Weihao Hu   +4 more
openaire   +2 more sources

Reinforcement Learning-Based Wind Farm Control: Toward Large Farm Applications via Automatic Grouping and Transfer Learning

IEEE Transactions on Industrial Informatics, 2023
The high system complexity and strong wake effects bring significant challenges to wind farm operations. Conventional wind farm control methods may lead to degraded power generation efficiency.
Hongyang Dong, Xiaowei Zhao
semanticscholar   +1 more source

Floating Offshore Wind Farm Control via Turbine Repositioning with Aerodynamic Force*

American Control Conference, 2023
This paper overviews a wind farm control technique via turbine repositioning, which is exclusively applied to floating offshore wind turbines. The wind turbines are repositioned to modify the wind farm layout based on the wind condition and the power ...
Yue-ling Niu, P. P. Lathi, R. Nagamune
semanticscholar   +1 more source

Large-scale wind farm control using distributed economic model predictive scheme

Renewable Energy, 2022
The reliable control of the large-scale wind farm is crucial for the stability and security of the renewable power system with high wind power penetration.
X. Kong   +6 more
semanticscholar   +1 more source

Wake Steering Wind Farm Control With Preview Wind Direction Information

American Control Conference, 2021
Wake steering is a wind farm control strategy in which upstream turbines operate with a yaw misalignment to deflect their wakes away from downstream turbines, yielding a net power gain for the wind plant. But the inability of wake-steering controllers to
E. Simley   +3 more
semanticscholar   +1 more source

A wind farm controller for load and power optimization in a farm

2011 IEEE International Symposium on Computer-Aided Control System Design (CACSD), 2011
This paper describes the design procedure of an optimal wind farm controller. The controller optimizes the structural load and power production simultaneously, on the basis of an analytical wind farm model. The farm model delivers maps of wind, loads and energy in the wind farm.
Soleimanzadeh, Maryam   +2 more
openaire   +1 more source

Scalable Optimization for Wind Farm Control using Coordination Graphs

Adaptive Agents and Multi-Agent Systems, 2021
Wind farms are a crucial driver toward the generation of ecological and renewable energy. Due to their rapid increase in capacity, contemporary wind farms need to adhere to strict constraints on power output to ensure stability of the electricity grid ...
T. Verstraeten   +5 more
semanticscholar   +1 more source

Cooperative Wind Farm Control With Deep Reinforcement Learning and Knowledge-Assisted Learning

IEEE Transactions on Industrial Informatics, 2020
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 environment using “trial and error,” but may damage the machine and cause high
Huan Zhao   +4 more
semanticscholar   +1 more source

A tutorial on the dynamics and control of wind turbines and wind farms

2009 American Control Conference, 2009
Wind energy is currently the fastest-growing energy source in the world, with a concurrent growth in demand for the expertise of engineers and researchers in the wind energy field. There are still many unsolved challenges in expanding wind power, and there are numerous problems of interest to systems and control researchers.
Lucy Y. Pao, Kathryn E. Johnson
openaire   +1 more source

Supervisory Control of a Wind Farm

IEEE Transactions on Power Systems, 2007
This paper presents a scheme for supervisory control of wind farms. We concentrate on reduction of power output variation, but the proposed scheme can also be used for system-wide controls that are related to power variation, such as frequency control or damping of power swings.
Zbigniew Lubosny, Janusz W. Bialek
openaire   +1 more source

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