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Wind farm wake steering optimization is challenging due to complex flow physics and changing conditions. This paper presents a hierarchical framework that combines reinforcement learning with model predictive control, where an RL agent…

系统与控制 · 电气工程与系统科学 2026-04-28 Marcus Binder Nilsen , Teodor Olof Benedict Åstrand , Tuhfe Göçmen , Pierre-Elouan Réthoré

Wind turbines operating in the atmospheric boundary layer are constantly exposed to time-varying flow conditions. These disturbances often occur on similar time scales to wind-turbine controllers, which may interfere with wind-farm control…

流体动力学 · 物理学 2026-03-23 Nathaniel J. Wei , Adina Y. Fleisher , John W. Kurelek , Marcus N. Hultmark

Cross-flow turbine (known as vertical-axis wind turbines or ``VAWTs'' in wind) blades encounter a relatively undisturbed inflow for the first half of each rotational cycle (``upstream sweep'') and then pass through their own wake for the…

流体动力学 · 物理学 2025-01-24 Abigale Snortland , Aidan Hunt , Owen Williams , Brian Polagye

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. Our goal is to address the tendency of a commonly used…

流体动力学 · 物理学 2024-12-11 Navid Zehtabiyan-Rezaie , Josephine Perto Justsen , Mahdi Abkar

Cross-flow turbines, also known as vertical-axis turbines, have numerous features that make them attractive for wind and marine renewable energy. To maximize power output, the turbine blade kinematics may be controlled during the course of…

流体动力学 · 物理学 2016-05-06 Benjamin Strom , Steven L. Brunton , Brian Polagye

The global transition towards renewable energy has accelerated the deployment of utility-scale wind farms, increasing the need for accurate performance and economic assessments. Although wind energy offers substantial potential for carbon…

系统与控制 · 电气工程与系统科学 2026-03-25 Ann Mary Toms , Xingpeng Li

Reducing wake losses in wind farms by deflecting the wakes through turbine yawing has been shown to be a feasible wind farm controls approach. Nonetheless, the effectiveness of yawing depends not only on the degree of wake deflection but…

Improving the power output from wind farms is vital in transitioning to renewable electricity generation. However, in wind farms, wind turbines often operate in the wake of other turbines, leading to a reduction in the wind speed and the…

流体动力学 · 物理学 2024-07-31 Andrew Mole , Sylvain Laizet

As wind energy continues to expand, increased interaction between wind farms and their surroundings can be expected. Using natural snowfall to visualize the air flow in the wake of a utility-scale wind turbine at unprecedented…

大气与海洋物理 · 物理学 2020-06-24 Aliza Abraham , Jiarong Hong

The energy harvesting performance of a pair of oscillating hydrofoil turbines in tandem configuration is experimentally studied to determine the optimal kinematics of the array. By characterizing interactions between the wake produced by…

流体动力学 · 物理学 2024-11-04 Eric E. Handy-Cardenas , Yuanhang Zhu , Kenneth S. Breuer

In this paper, we present an advanced wind turbine control scheme for power maximization as well as for active power control, which is designed using $\mathcal{H}_\infty$ loop-shaping. Our approach involves the synthesis of two separate…

系统与控制 · 电气工程与系统科学 2025-03-11 Aaron Grapentin , Christian A. Hans , Jörg Raisch

With the rapid growth of wind power penetration, wind farms (WFs) are required to implement frequency regulation that active power control to track a given power reference. Due to the wake interaction of the wind turbines (WTs), there is…

系统与控制 · 电气工程与系统科学 2023-08-31 Cheng Zhong , Yicheng Ding , Husai Wang , Jikai Chen , Jian Wang , Yang Li

Active flow control is applied to improve the aerodynamic performance of a NACA0018 airfoil operating as a single-bladed vertical axis wind turbine (VAWT). Results computed by wall-resolved large-eddy simulations (LES) highlight the…

流体动力学 · 物理学 2025-07-14 Lucas Feitosa de Souza , Renato Fuzaro Miotto , William Roberto Wolf

Understanding the re-energization of wind turbine wakes is crucial for the design and control of wind farms. Close to the rotor, this process is determined by the dynamics of the tip vortices. Here, we experimentally investigate the…

流体动力学 · 物理学 2025-03-03 Mano Grunwald , Claudia E. Brunner

The unsteady flow physics of wind-turbine wakes under dynamic forcing conditions are critical to the modeling and control of wind farms for optimal power density. Unsteady forcing in the streamwise direction may be generated by unsteady…

流体动力学 · 物理学 2024-12-04 Nathaniel J. Wei , Adnan El Makdah , JiaCheng Hu , Frieder Kaiser , David E. Rival , John O. Dabiri

In this paper, the highly acknowledged advantages of the Model Predictive Control (MPC) approach are utilized to regulate the wind turbines' output power in the partial load region. In this region, the purpose of the designed controller is…

系统与控制 · 电气工程与系统科学 2019-11-11 Kamyar Ghanbarpour , Farhad Bayat , Abolfazl Jalilvand

This work presents a nonlinear system identification framework for modeling the power extraction dynamics of wind turbines, including both freestream and waked conditions. The approach models turbine dynamics using data-driven power…

系统与控制 · 电气工程与系统科学 2025-10-10 Sebastiano Randino , Lorenzo Schena , Nicolas Coudou , Emanuele Garone , Miguel Alfonso Mendez

Dynamic fluctuations in the wind field to which a wind turbine (WT) is exposed to are responsible for fatigue loads on its components. To reduce structural loads in WTs, advanced control schemes have been proposed. In recent years,…

系统与控制 · 电气工程与系统科学 2024-04-30 Edwin Kipchirchir , Jonathan Liebeton , Dirk Söffker

This paper solves an approximate form of conservation of mass and momentum for a turbine in a wind farm array. The solution is a fairly simple explicit relationship that predicts the streamwise velocity distribution within a wind farm with…

流体动力学 · 物理学 2021-02-17 Majid Bastankhah , Bridget L. Welch , Luis A. Martínez-Tossas , Jennifer King , Paul Fleming

Synthetic-aperture radar images and mesoscale model results show that wind-farm wakes behave very differently than single-turbine wakes, e.g. with wakes that seemingly narrow and do not disperse over long distances. In the current work, we…

流体动力学 · 物理学 2025-07-16 Luca Lanzilao , Johan Meyers