skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Power Production, Inter- and Intra-Array Wake Losses from the U.S. East Coast Offshore Wind Energy Lease Areas

Journal Article · · Energies
DOI:https://doi.org/10.3390/en17051063· OSTI ID:2311233

There is an urgent need to develop accurate predictions of power production, wake losses and array–array interactions from multi-GW offshore wind farms in order to enable developments that maximize power benefits, minimize levelized cost of energy and reduce investment uncertainty. New, climatologically representative simulations with the Weather Research and Forecasting (WRF) model are presented and analyzed to address these research needs with a specific focus on offshore wind energy lease areas along the U.S. east coast. These, uniquely detailed, simulations are designed to quantify important sources of wake-loss projection uncertainty. They sample across different wind turbine deployment scenarios and thus span the range of plausible installed capacity densities (ICDs) and also include two wind farm parameterizations (WFPs; Fitch and explicit wake parameterization (EWP)) and consider the precise WRF model release used. System-wide mean capacity factors for ICDs of 3.5 to 6.0 MWkm−2 range from 39 to 45% based on output from Fitch and 50 to 55% from EWP. Wake losses are 27–37% (Fitch) and 11–19% (EWP). The discrepancy in CF and wake losses from the two WFPs derives from two linked effects. First, EWP generates a weaker ‘deep array effect’ within the largest wind farm cluster (area of 3675 km2), though both parameterizations indicate substantial within-array wake losses. If 15 MW wind turbines are deployed at an ICD of 6 MWkm−2 the most heavily waked wind turbines generate an average of only 32–35% of the power of those that experience the freestream (undisturbed) flow. Nevertheless, there is no evidence for saturation of the resource. The wind power density (electrical power generation per unit of surface area) increases with ICD and lies between 2 and 3 Wm−2. Second, EWP also systematically generates smaller whole wind farm wakes. Sampling across all offshore wind energy lease areas and the range of ICD considered, the whole wind farm wake extent for a velocity deficit of 5% is 1.18 to 1.38 times larger in simulations with Fitch. Over three-quarters of the variability in normalized wake extents is attributable to variations in freestream wind speeds, turbulent kinetic energy and boundary layer depth. These dependencies on meteorological parameters allow for the development of computationally efficient emulators of wake extents from Fitch and EWP.

Sponsoring Organization:
USDOE
Grant/Contract Number:
SC0016605
OSTI ID:
2311233
Journal Information:
Energies, Journal Name: Energies Vol. 17 Journal Issue: 5; ISSN 1996-1073
Publisher:
MDPI AGCopyright Statement
Country of Publication:
Switzerland
Language:
English

References (89)

Extreme wind shear events in US offshore wind energy areas and the role of induced stratification journal January 2021
Comparison of the Gaussian Wind Farm Model with Historical Data of Three Offshore Wind Farms journal March 2022
Assessment of Five Wind-Farm Parameterizations in the Weather Research and Forecasting Model: A Case Study of Wind Farms in the North Sea journal September 2023
The Kain–Fritsch Convective Parameterization: An Update journal January 2004
An Extension of the Mellor–Yamada Model to the Terra Incognita Zone for Dry Convective Mixed Layers in the Free Convection Regime journal June 2015
Comparison of individual versus ensemble wind farm parameterizations inclusive of sub‐grid wakes for the WRF model journal June 2022
Surface clear-sky shortwave radiative closure intercomparisons in the Weather Research and Forecasting model: SW CLOSURE INTERCOMPARISONS IN WRF journal September 2013
Turbulent kinetic energy over large offshore wind farms observed and simulated by the mesoscale model WRF (3.8.1) journal January 2020
Wind Farm Wakes from SAR and Doppler Radar journal February 2020
Evaluation of two mesoscale wind farm parametrisations with offshore tall masts journal May 2022
Accuracy of WRF for prediction of operational wind farm data and assessment of influence of upwind farms on power production journal September 2022
Estimating the value of offshore wind along the United States’ Eastern Coast journal September 2018
Offshore wind farm cluster wakes as observed by long-range-scanning wind lidar measurements and mesoscale modeling journal June 2022
The ERA5 global reanalysis journal June 2020
Quantitative comparison of power production and power quality onshore and offshore: a case study from the eastern United States journal February 2024
Comparing and validating intra-farm and farm-to-farm wakes across different mesoscale and high-resolution wake models journal May 2022
Wind shadows impact planning of large offshore wind farms journal April 2024
US East Coast synthetic aperture radar wind atlas for offshore wind energy journal January 2020
Collective wind farm operation based on a predictive model increases utility-scale energy production journal August 2022
Using Satellite SAR to Characterize the Wind Flow around Offshore Wind Farms journal June 2015
Local and Mesoscale Impacts of Wind Farms as Parameterized in a Mesoscale NWP Model journal September 2012
Offshore Wind Market Report: 2022 Edition report August 2022
Two methods for estimating limits to large-scale wind power generation journal August 2015
2016 Offshore Wind Energy Resource Assessment for the United States report September 2016
Climate Change Mitigation Potential of Wind Energy journal August 2021
Fatigue loads for wind turbines operating in wakes journal March 1999
Numerical Study of Convection Observed during the Winter Monsoon Experiment Using a Mesoscale Two-Dimensional Model journal October 1989
Meteorological aspects of offshore wind energy: Observations from the Vindeby wind farm journal September 1996
Radiative transfer for inhomogeneous atmospheres: RRTM, a validated correlated-k model for the longwave journal July 1997
Potential impacts of climate change on wind and solar electricity generation in Texas journal November 2020
Determining the Power-Law Wind-Profile Exponent under Near-Neutral Stability Conditions at Sea journal June 1994
Costs and consequences of wind turbine wake effects arising from uncoordinated wind energy development journal November 2018
Cluster wakes impact on a far-distant offshore wind farm's power journal January 2020
Offshore wind farm wake recovery: Airborne measurements and its representation in engineering models journal February 2020
Policy choices and outcomes for offshore wind auctions globally journal August 2022
Evaluation of wind farm efficiency and wind turbine wakes at the Nysted offshore wind farm journal May 2010
Levelised cost of energy, A challenge for offshore wind journal November 2020
Stochastic financial appraisal of offshore wind farms journal January 2020
Simulation of Turbulent Flow Inside and Above Wind Farms: Model Validation and Layout Effects journal July 2012
A Supply Chain Road Map for Offshore Wind Energy in the United States report January 2023
Observing and Simulating Wind-Turbine Wakes During the Evening Transition journal May 2017
Quantifying the Impact of Wind Turbine Wakes on Power Output at Offshore Wind Farms journal August 2010
A Multi-Hour Ahead Wind Power Forecasting System Based on a WRF-TOPSIS-ANFIS Model journal July 2022
Global levelised cost of electricity from offshore wind journal December 2019
Wake properties and power output of very large wind farms for different meteorological conditions and turbine spacings: a large-eddy simulation case study for the German Bight journal March 2022
Evaluation of the Sensitivity of the Weather Research and Forecasting Model to Parameterization Schemes for Regional Climates of Europe over the Period 1990–95 journal February 2013
First in situ evidence of wakes in the far field behind offshore wind farms journal February 2018
Offshore Wind: Government Control and the Regulatory Landscape journal January 2017
Offshore wind farm optimisation: a comparison of performance between regular and irregular wind turbine layouts journal July 2023
Offshore wind competitiveness in mature markets without subsidy journal July 2020
Wind power production from very large offshore wind farms journal October 2021
Comparison of large eddy simulations against measurements from the Lillgrund offshore wind farm journal December 2022
Combining Artificial Intelligence with Physics-Based Methods for Probabilistic Renewable Energy Forecasting journal April 2020
The sensitivity of the Fitch wind farm parameterization to a three-dimensional planetary boundary layer scheme journal October 2022
Review of the current status, technology and future trends of offshore wind farms journal August 2020
Evaluation of nonlocal and local planetary boundary layer schemes in the WRF model: EVALUATION OF PBL SCHEMES IN WRF journal June 2012
Gone with the wind? Wind farm-induced wakes and regulatory gaps journal January 2024
Atmospheric stability and turbulence fluxes at Horns Rev-an intercomparison of sonic, bulk and WRF model data: Atmospheric stability and turbulence fluxes at Horns Rev journal September 2011
Review of Mesoscale Wind-Farm Parametrizations and Their Applications journal August 2021
Parametric and Structural Sensitivities of Turbine‐Height Wind Speeds in the Boundary Layer Parameterizations in the Weather Research and Forecasting Model journal June 2019
Examining the trends of 35 years growth of key wind turbine components journal June 2019
Wake behind an offshore wind farm observed with dual-Doppler radars journal June 2018
Two Corrections for Turbulent Kinetic Energy Generated by Wind Farms in the WRF Model journal December 2020
A case study of wind farm effects using two wake parameterizations in the Weather Research and Forecasting (WRF) model (V3.7.1) in the presence of low-level jets journal June 2021
Evaluation of the potential for wake steering for U.S. land-based wind power plants journal May 2021
Europe, China and the United States: Three different approaches to the development of offshore wind energy journal July 2019
Do onshore and offshore wind farm development patterns differ? journal December 2016
A comparison of methods for assessing power output in non-uniform onshore wind farms: A comparison of methods for assessing power output in non-uniform onshore wind farms journal October 2017
Projecting Future Energy Production from Operating Wind Farms in North America. Part I: Dynamical Downscaling journal January 2023
Cost performance and risk in the construction of offshore and onshore wind farms journal November 2016
Flow Structure and Turbulence in Wind Farms journal January 2017
The impact of auctions on financing conditions and cost of capital for wind energy projects journal May 2021
“Wind Theft” from Onshore Wind Turbine Arrays: Sensitivity to Wind Farm Parameterization and Resolution journal January 2020
Prospects for generating electricity by large onshore and offshore wind farms journal March 2017
An Improved Mellor–Yamada Level-3 Model: Its Numerical Stability and Application to a Regional Prediction of Advection Fog journal March 2006
Atmospheric Turbulence Effects on Wind-Turbine Wakes: An LES Study journal December 2012
Diagnosing systematic differences in predicted wind turbine array-array interactions journal September 2020
Offshore wind power system economic evaluation framework under aleatory and epistemic uncertainty journal November 2023
Wake effects of large offshore wind farms identified from satellite SAR journal October 2005
Wake downstream of the Lillgrund wind farm - A Comparison between LES using the actuator disc method and a Wind farm Parametrization in WRF journal June 2015
Meteorological Controls on Wind Turbine Wakes journal April 2013
Current status and future trends of offshore wind power in Europe journal July 2020
Multi-scale optimization of the design of offshore wind farms journal May 2022
Extreme Wind and Waves in U.S. East Coast Offshore Wind Energy Lease Areas journal February 2021
The making of the New European Wind Atlas – Part 1: Model sensitivity journal January 2020
Multi-step wind speed prediction by combining a WRF simulation and an error correction strategy journal January 2021
The Explicit Wake Parametrisation V1.0: a wind farm parametrisation in the mesoscale model WRF journal January 2015
Analysis of long distance wakes of Horns Rev I using actuator disc approach journal December 2014
Sensitivity of Wind Turbine Array Downstream Effects to the Parameterization Used in WRF journal March 2020

Similar Records

Sensitivity of Wind Turbine Array Downstream Effects to the Parameterization Used in WRF
Journal Article · Sun Mar 01 00:00:00 EST 2020 · Journal of Applied Meteorology and Climatology · OSTI ID:2311233

“Wind Theft” from Onshore Wind Turbine Arrays: Sensitivity to Wind Farm Parameterization and Resolution
Journal Article · Fri Jan 10 00:00:00 EST 2020 · Journal of Applied Meteorology and Climatology · OSTI ID:2311233

Evaluation of the wind farm parameterization in the Weather Research and Forecasting model (version 3.8.1) with meteorological and turbine power data
Journal Article · Thu Nov 23 00:00:00 EST 2017 · Geoscientific Model Development (Online) · OSTI ID:2311233

Related Subjects