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Active power control regulates the total power generated by wind farms with the power consumed on the electricity grid. Due to wake effects, the available power is reduced and turbulence is increased at downstream wind turbines. Such…

系统与控制 · 电气工程与系统科学 2021-04-09 Jean Gonzalez Silva , Bart Doekemeijer , Riccardo Ferrari , Jan-Willem van Wingerden

To achieve decarbonization targets, wind turbines are growing in hub height, rotor diameter, and are being deployed in new locations with diverse atmospheric conditions not previously seen, such as offshore. Physics-based analytical wake…

流体动力学 · 物理学 2024-05-10 Kerry S. Klemmer , Michael F. Howland

The rapid growth of offshore wind energy requires accurate modeling of the wind resource, which can be depleted by wind farm wakes. Turbulence dissipation rate governs the accuracy of model predictions of hub-height wind speed and the…

大气与海洋物理 · 物理学 2020-05-20 Nicola Bodini , Julie K. Lundquist , Anthony Kirincich

The atmospheric boundary layer undergoes significant changes throughout a diurnal cycle, affecting wind turbine performance and wakes in wind farms. Wind farm Large Eddy Simulations (LES) under such conditions provide rich datasets to study…

流体动力学 · 物理学 2025-10-07 Shuolin Xiao , Xiaowei Zhu , Ghanesh Narasimhan , Dennice F Gayme , Charles Meneveau

The growth of wind generation capacities in the past decades has shown that wind energy can contribute to the energy transition in many parts of the world. Being highly variable and complex to model, the quantification of the…

信号处理 · 电气工程与系统科学 2022-07-19 Federico Amato , Fabian Guignard , Alina Walch , Nahid Mohajeri , Jean-Louis Scartezzini , Mikhail Kanevski

The gradual suppression of the vertical motions and the emergence of large-scale horizontal structures are characteristics of a stratified wake flow. We isolate the resulting wake meandering from the stationary velocity, i.e., the velocity…

流体动力学 · 物理学 2025-02-03 Xinyi Huang , Jiaqi Li

Wake interaction is a key factor limiting the performance of floating offshore wind turbine arrays, yet the combined influence of inflow turbulence structure and platform motion on wake dynamics remains poorly understood. This study…

流体动力学 · 物理学 2026-03-03 Ahmad Nabhani , Josep M. Bergada

We present a novel approach to optimize wind farm layouts for maximum annual energy production (AEP). The optimization effort requires efficient wake models to predict the wake flow and, subsequently, the power generation of wind farms with…

Wind speed and direction variations across the rotor affect power production. As utility-scale turbines extend higher into the atmospheric boundary layer (ABL) with larger rotor diameters and hub heights, they increasingly encounter more…

This work explores the relationship between wind speed and time-dependent structural motion response as a means of leveraging the rich information visible in flow-structure interactions for anemometry. We build on recent work by Cardona et…

流体动力学 · 物理学 2021-07-22 Jennifer L. Cardona , John O. Dabiri

We numerically investigate the propulsive dynamics of a heaving flexible foil immersed in the wake of a stationary circular cylinder, focusing on the coupled effects of unsteady wake forcing, passive structural flexibility, and prescribed…

流体动力学 · 物理学 2025-09-12 Guojun Li , Lanlan Wang , Weitao Jiang , Hongzhong Liu , Rajeev Kumar Jaiman

A quantitative understanding of the dominant mechanisms that govern the generation and decay of the counter-rotating vortex pair (CVP) produced by yawed wind turbines is needed to fully realize the potential of yawing for wind farm power…

流体动力学 · 物理学 2020-10-28 Carl R. Shapiro , Dennice F. Gayme , Charles Meneveau

The reliable integration of wind energy into modern-day electricity systems heavily relies on accurate short-term wind forecasts. We propose a spatio-temporal model called AIRU-WRF (short for the AI-powered Rutgers University Weather…

应用统计 · 统计学 2023-08-31 Feng Ye , Joseph Brodie , Travis Miles , Ahmed Aziz Ezzat

We describe a generalization of the Coupled Wake Boundary Layer (CWBL) model for wind-farms that can be used to evaluate the performance of wind-farms under arbitrary wind inflow directions whereas the original CWBL model (Stevens et al.,…

流体动力学 · 物理学 2017-07-07 Richard J. A. M. Stevens , Dennice F. Gayme , Charles Meneveau

Linear water wave theory suggests that wave patterns caused by a steadily moving disturbance are contained within a wedge whose half-angle depends on the depth-based Froude number $F_H$. For the problem of flow past an axisymmetric pressure…

流体动力学 · 物理学 2015-06-16 Ravindra Pethiyagoda , Scott W. McCue , Timothy J. Moroney

Accurate wind speed prediction is crucial for designing and selecting sites for offshore wind farms. This paper investigates the effectiveness of various machine learning models in predicting offshore wind power for a site near the Gulf of…

信号处理 · 电气工程与系统科学 2025-03-19 Linhan Fang , Fan Jiang , Ann Mary Toms , Xingpeng Li

Methods for predicting the likely upper economic limit for the wind fleet in the United Kingdom should be simple to use whilst being able to cope with evolving technologies, costs and grid management strategies. This paper present two such…

物理与社会 · 物理学 2018-07-23 Anthony D Stephens , David R Walwyn

With the rising costs of conventional sources of energy, the world is moving towards sustainable energy sources including wind energy. Wind turbines consist of several electrical and mechanical components and experience an enormous amount…

机器学习 · 计算机科学 2020-01-13 Joyjit Chatterjee , Nina Dethlefs

Due to the multitude of scales present in realistic oceanic conditions, resolving the surface stress is computationally intensive, motivating modeling approaches. In this work, a dynamic wave drag model is developed for Large Eddy…

流体动力学 · 物理学 2023-05-22 Aditya K. Aiyer , Luc Deike , Michael E. Mueller

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 purpose, one of which is the formula proposed in A. Crespo,…

流体动力学 · 物理学 2023-07-25 Navid Zehtabiyan-Rezaie , Mahdi Abkar