Lessons learned in coupling atmospheric models across scales for onshore and offshore wind energy
Abstract
The Mesoscale to Microscale Coupling team, part of the U.S. Department of Energy Atmosphere to Electrons (A2e) initiative, has studied various important challenges related to coupling mesoscale models to microscale models for the use case of wind energy development and operation. Several coupling methods and techniques for generating turbulence at the microscale that is subgrid to the mesoscale have been evaluated for a variety of cases. Case studies included flat-terrain, complex-terrain, and offshore environments. Methods were developed to bridge the terra incognita, which scales from about 100 m through the depth of the boundary layer. The team used wind-relevant metrics and archived code, case information, and assessment tools and is making those widely available. Lessons learned and discerned best practices are described in the context of the cases studied for the purpose of enabling further deployment of wind energy.
- Authors:
- more »
- Publication Date:
- Research Org.:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States); Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); National Renewable Energy Laboratory (NREL), Golden, CO (United States)
- Sponsoring Org.:
- USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Wind Energy Technologies Office; USDOE National Nuclear Security Administration (NNSA); National Science Foundation (NSF)
- OSTI Identifier:
- 2246667
- Alternate Identifier(s):
- OSTI ID: 1996116; OSTI ID: 2005110; OSTI ID: 2005560
- Report Number(s):
- PNNL-SA-179186; LLNL-JRNL-841593; NREL/JA-5000-87590
Journal ID: ISSN 2366-7451
- Grant/Contract Number:
- A06-76RLO 1830; AC36-08GO28308; AC52-07NA27344; AC05-76RL01830; 1852977
- Resource Type:
- Published Article
- Journal Name:
- Wind Energy Science (Online)
- Additional Journal Information:
- Journal Name: Wind Energy Science (Online) Journal Volume: 8 Journal Issue: 8; Journal ID: ISSN 2366-7451
- Publisher:
- Copernicus GmbH
- Country of Publication:
- Germany
- Language:
- English
- Subject:
- 17 WIND ENERGY; atmospheric science; downscaling; large-eddy simulation; machine learning; mesoscale-microscale coupling; numerical weather prediction; wind energy
Citation Formats
Haupt, Sue Ellen, Kosović, Branko, Berg, Larry K., Kaul, Colleen M., Churchfield, Matthew, Mirocha, Jeffrey, Allaerts, Dries, Brummet, Thomas, Davis, Shannon, DeCastro, Amy, Dettling, Susan, Draxl, Caroline, Gagne, David John, Hawbecker, Patrick, Jha, Pankaj, Juliano, Timothy, Lassman, William, Quon, Eliot, Rai, Raj K., Robinson, Michael, Shaw, William, and Thedin, Regis. Lessons learned in coupling atmospheric models across scales for onshore and offshore wind energy. Germany: N. p., 2023.
Web. doi:10.5194/wes-8-1251-2023.
Haupt, Sue Ellen, Kosović, Branko, Berg, Larry K., Kaul, Colleen M., Churchfield, Matthew, Mirocha, Jeffrey, Allaerts, Dries, Brummet, Thomas, Davis, Shannon, DeCastro, Amy, Dettling, Susan, Draxl, Caroline, Gagne, David John, Hawbecker, Patrick, Jha, Pankaj, Juliano, Timothy, Lassman, William, Quon, Eliot, Rai, Raj K., Robinson, Michael, Shaw, William, & Thedin, Regis. Lessons learned in coupling atmospheric models across scales for onshore and offshore wind energy. Germany. https://doi.org/10.5194/wes-8-1251-2023
Haupt, Sue Ellen, Kosović, Branko, Berg, Larry K., Kaul, Colleen M., Churchfield, Matthew, Mirocha, Jeffrey, Allaerts, Dries, Brummet, Thomas, Davis, Shannon, DeCastro, Amy, Dettling, Susan, Draxl, Caroline, Gagne, David John, Hawbecker, Patrick, Jha, Pankaj, Juliano, Timothy, Lassman, William, Quon, Eliot, Rai, Raj K., Robinson, Michael, Shaw, William, and Thedin, Regis. Wed .
"Lessons learned in coupling atmospheric models across scales for onshore and offshore wind energy". Germany. https://doi.org/10.5194/wes-8-1251-2023.
@article{osti_2246667,
title = {Lessons learned in coupling atmospheric models across scales for onshore and offshore wind energy},
author = {Haupt, Sue Ellen and Kosović, Branko and Berg, Larry K. and Kaul, Colleen M. and Churchfield, Matthew and Mirocha, Jeffrey and Allaerts, Dries and Brummet, Thomas and Davis, Shannon and DeCastro, Amy and Dettling, Susan and Draxl, Caroline and Gagne, David John and Hawbecker, Patrick and Jha, Pankaj and Juliano, Timothy and Lassman, William and Quon, Eliot and Rai, Raj K. and Robinson, Michael and Shaw, William and Thedin, Regis},
abstractNote = {The Mesoscale to Microscale Coupling team, part of the U.S. Department of Energy Atmosphere to Electrons (A2e) initiative, has studied various important challenges related to coupling mesoscale models to microscale models for the use case of wind energy development and operation. Several coupling methods and techniques for generating turbulence at the microscale that is subgrid to the mesoscale have been evaluated for a variety of cases. Case studies included flat-terrain, complex-terrain, and offshore environments. Methods were developed to bridge the terra incognita, which scales from about 100 m through the depth of the boundary layer. The team used wind-relevant metrics and archived code, case information, and assessment tools and is making those widely available. Lessons learned and discerned best practices are described in the context of the cases studied for the purpose of enabling further deployment of wind energy.},
doi = {10.5194/wes-8-1251-2023},
journal = {Wind Energy Science (Online)},
number = 8,
volume = 8,
place = {Germany},
year = {Wed Aug 16 00:00:00 EDT 2023},
month = {Wed Aug 16 00:00:00 EDT 2023}
}
https://doi.org/10.5194/wes-8-1251-2023
Works referenced in this record:
Extreme wind shear events in US offshore wind energy areas and the role of induced stratification
journal, January 2021
- Debnath, Mithu; Doubrawa, Paula; Optis, Mike
- Wind Energy Science, Vol. 6, Issue 4
Investigations of correlation and coherence in turbulence from a large-eddy simulation
journal, April 2023
- Thedin, Regis; Quon, Eliot; Churchfield, Matthew
- Wind Energy Science, Vol. 8, Issue 4
Challenges and Prospects for Reducing Coupled Climate Model SST Biases in the Eastern Tropical Atlantic and Pacific Oceans: The U.S. CLIVAR Eastern Tropical Oceans Synthesis Working Group
journal, December 2016
- Zuidema, Paquita; Chang, Ping; Medeiros, Brian
- Bulletin of the American Meteorological Society, Vol. 97, Issue 12
A preliminary study of assimilating numerical weather prediction data into computational fluid dynamics models for wind prediction
journal, April 2011
- Zajaczkowski, Frank J.; Haupt, Sue Ellen; Schmehl, Kerrie J.
- Journal of Wind Engineering and Industrial Aerodynamics, Vol. 99, Issue 4
A stochastic perturbation method to generate inflow turbulence in large-eddy simulation models: Application to neutrally stratified atmospheric boundary layers
journal, March 2015
- Muñoz-Esparza, D.; Kosović, B.; van Beeck, J.
- Physics of Fluids, Vol. 27, Issue 3
The ALEX17 diurnal cycles in complex terrain benchmark
journal, May 2021
- Sanz Rodrigo, J.; Santos, P.; Chávez Arroyo, R.
- Journal of Physics: Conference Series, Vol. 1934, Issue 1
The Second Wind Forecast Improvement Project (WFIP2): General Overview
journal, September 2019
- Shaw, William J.; Berg, Larry K.; Cline, Joel
- Bulletin of the American Meteorological Society, Vol. 100, Issue 9
Random Force Perturbations: A New Extension of the Cell Perturbation Method for Turbulence Generation in Multiscale Atmospheric Boundary Layer Simulations
journal, July 2019
- Mazzaro, L. J.; Koo, E.; Muñoz‐Esparza, D.
- Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 7
General Circulation Experiments with the Primitive Equations: i. the Basic Experiment*
journal, March 1963
- Smagorinsky, J.
- Monthly Weather Review, Vol. 91, Issue 3
Resolved Turbulence Characteristics in Large-Eddy Simulations Nested within Mesoscale Simulations Using the Weather Research and Forecasting Model
journal, February 2014
- Mirocha, Jeff; Kosović, Branko; Kirkil, Gokhan
- Monthly Weather Review, Vol. 142, Issue 2
Bridging the Transition from Mesoscale to Microscale Turbulence in Numerical Weather Prediction Models
journal, August 2014
- Muñoz-Esparza, Domingo; Kosović, Branko; Mirocha, Jeff
- Boundary-Layer Meteorology, Vol. 153, Issue 3
A coupled mesoscale–microscale framework for wind resource estimation and farm aerodynamics
journal, September 2014
- Gopalan, Harish; Gundling, Christopher; Brown, Kevin
- Journal of Wind Engineering and Industrial Aerodynamics, Vol. 132
Large-eddy simulations of idealized atmospheric boundary layers using Nalu-Wind
journal, January 2020
- Kaul, C. M.; Ananthan, S.; Churchfield, M. J.
- Journal of Physics: Conference Series, Vol. 1452
Development of a Time–Height Profile Assimilation Technique for Large-Eddy Simulation
journal, July 2020
- Allaerts, Dries; Quon, Eliot; Draxl, Caroline
- Boundary-Layer Meteorology, Vol. 176, Issue 3
A Large-Eddy Simulations of Wind-Plant Aerodynamics
conference, November 2012
- Churchfield, Matthew; Lee, Sang; Moriarty, Patrick
- 50th AIAA Aerospace Sciences Meeting including the New Horizons Forum and Aerospace Exposition
A methodology for the design and testing of atmospheric boundary layer models for wind energy applications
journal, January 2017
- Sanz Rodrigo, Javier; Churchfield, Matthew; Kosovic, Branko
- Wind Energy Science, Vol. 2, Issue 1
On the Application of an Observations‐Based Machine Learning Parameterization of Surface Layer Fluxes Within an Atmospheric Large‐Eddy Simulation Model
journal, August 2022
- Muñoz‐Esparza, Domingo; Becker, Charlie; Sauer, Jeremy A.
- Journal of Geophysical Research: Atmospheres, Vol. 127, Issue 16
PyConTurb: an open-source constrained turbulence generator
journal, June 2018
- Rinker, Jennifer M.
- Journal of Physics: Conference Series, Vol. 1037
Results of the GABLS3 diurnal-cycle benchmark for wind energy applications
journal, May 2017
- Rodrigo, J. Sanz; Allaerts, D.; Avila, M.
- Journal of Physics: Conference Series, Vol. 854
A Modulated-Gradient Parametrization for the Large-Eddy Simulation of the Atmospheric Boundary Layer Using the Weather Research and Forecasting Model
journal, August 2017
- Khani, Sina; Porté-Agel, Fernando
- Boundary-Layer Meteorology, Vol. 165, Issue 3
Simultaneous nested modeling from the synoptic scale to the LES scale for wind energy applications
journal, April 2011
- Liu, Yubao; Warner, Tom; Liu, Yuewei
- Journal of Wind Engineering and Industrial Aerodynamics, Vol. 99, Issue 4
Transition and Equilibration of Neutral Atmospheric Boundary Layer Flow in One-Way Nested Large-Eddy Simulations Using the Weather Research and Forecasting Model
journal, March 2013
- Mirocha, Jeff; Kirkil, Gokhan; Bou-Zeid, Elie
- Monthly Weather Review, Vol. 141, Issue 3
Using a Canopy Model Framework to Improve Large-Eddy Simulations of the Neutral Atmospheric Boundary Layer in the Weather Research and Forecasting Model
journal, January 2019
- Arthur, Robert S.; Mirocha, Jeffrey D.; Lundquist, Katherine A.
- Monthly Weather Review, Vol. 147, Issue 1
Development of a turbulence closure model for geophysical fluid problems
journal, January 1982
- Mellor, George L.; Yamada, Tetsuji
- Reviews of Geophysics, Vol. 20, Issue 4
Sensitivity of Turbine-Height Wind Speeds to Parameters in Planetary Boundary-Layer and Surface-Layer Schemes in the Weather Research and Forecasting Model
journal, July 2016
- Yang, Ben; Qian, Yun; Berg, Larry K.
- Boundary-Layer Meteorology, Vol. 162, Issue 1
Three-Dimensional Planetary Boundary Layer Parameterization for High-Resolution Mesoscale Simulations
journal, January 2020
- Kosović, B.; Jimenez Munoz, P.; Juliano, T. W.
- Journal of Physics: Conference Series, Vol. 1452
Convectively Induced Secondary Circulations in Fine-Grid Mesoscale Numerical Weather Prediction Models
journal, September 2014
- Ching, J.; Rotunno, R.; LeMone, M.
- Monthly Weather Review, Vol. 142, Issue 9
Scientific challenges to characterizing the wind resource in the marine atmospheric boundary layer
journal, November 2022
- Shaw, William J.; Berg, Larry K.; Debnath, Mithu
- Wind Energy Science, Vol. 7, Issue 6
Evaluation of the Impact of Horizontal Grid Spacing in Terra Incognita on Coupled Mesoscale–Microscale Simulations Using the WRF Framework
journal, March 2019
- Rai, Raj K.; Berg, Larry K.; Kosović, Branko
- Monthly Weather Review, Vol. 147, Issue 3
Coupling Mesoscale Budget Components to Large-Eddy Simulations for Wind-Energy Applications
journal, January 2021
- Draxl, Caroline; Allaerts, Dries; Quon, Eliot
- Boundary-Layer Meteorology, Vol. 179, Issue 1
Analytic Prediction of the Properties of Stratified Planetary Surface Layers
journal, September 1973
- Mellor, George L.
- Journal of the Atmospheric Sciences, Vol. 30, Issue 6
A Hierarchy of Turbulence Closure Models for Planetary Boundary Layers
journal, October 1974
- Mellor, George L.; Yamada, Tetsuji
- Journal of the Atmospheric Sciences, Vol. 31, Issue 7
Canopy element influences on resolved- and subgrid-scale energy within a large-eddy simulation
journal, February 2003
- Shaw, Roger H.; Patton, Edward G.
- Agricultural and Forest Meteorology, Vol. 115, Issue 1-2
Sensitivity Analysis of Wind and Turbulence Predictions With Mesoscale‐Coupled Large Eddy Simulations Using Ensemble Machine Learning
journal, August 2022
- Kaul, Colleen M.; Hou, Zhangshuan Jason; Zhou, Huifen
- Journal of Geophysical Research: Atmospheres, Vol. 127, Issue 16
Using observational mean‐flow data to drive large‐eddy simulations of a diurnal cycle at the SWiFT site
journal, March 2023
- Allaerts, Dries; Quon, Eliot; Churchfield, Matt
- Wind Energy, Vol. 26, Issue 5
Implementation of a Nonlinear Subfilter Turbulence Stress Model for Large-Eddy Simulation in the Advanced Research WRF Model
journal, November 2010
- Mirocha, J. D.; Lundquist, J. K.; Kosović, B.
- Monthly Weather Review, Vol. 138, Issue 11
Observational case study of a persistent cold pool and gap flow in the Columbia River Basin
journal, July 2021
- Adler, Bianca; Wilczak, James M.; Bianco, Laura
- Journal of Applied Meteorology and Climatology
Toward Numerical Modeling in the “Terra Incognita”
journal, July 2004
- Wyngaard, John C.
- Journal of the Atmospheric Sciences, Vol. 61, Issue 14
Large-Eddy Simulation Of Neutral Turbulent Flow Over Rough Sinusoidal Ridges
journal, March 2001
- Brown, A. R.; Hobson, J. M.; Wood, N.
- Boundary-Layer Meteorology, Vol. 98, Issue 3
The Second Wind Forecast Improvement Project (WFIP2): Observational Field Campaign
journal, September 2019
- Wilczak, James M.; Stoelinga, Mark; Berg, Larry K.
- Bulletin of the American Meteorological Society, Vol. 100, Issue 9
On Bridging A Modeling Scale Gap: Mesoscale to Microscale Coupling for Wind Energy
journal, December 2019
- Haupt, Sue Ellen; Kosovic, Branko; Shaw, William
- Bulletin of the American Meteorological Society, Vol. 100, Issue 12
Evaluating Terrain as a Turbulence Generation Method
journal, October 2021
- Hawbecker, Patrick; Churchfield, Matthew
- Energies, Vol. 14, Issue 21
Wind field simulation
journal, October 1998
- Mann, Jakob
- Probabilistic Engineering Mechanics, Vol. 13, Issue 4
The Third GABLS Intercomparison Case for Evaluation Studies of Boundary-Layer Models. Part A: Case Selection and Set-Up
journal, March 2014
- Bosveld, Fred C.; Baas, Peter; van Meijgaard, Erik
- Boundary-Layer Meteorology, Vol. 152, Issue 2
Machine Learning for Improving Surface-Layer-Flux Estimates
journal, September 2022
- McCandless, Tyler; Gagne, David John; Kosović, Branko
- Boundary-Layer Meteorology, Vol. 185, Issue 2
The sensitivity of the Fitch wind farm parameterization to a three-dimensional planetary boundary layer scheme
journal, October 2022
- Rybchuk, Alex; Juliano, Timothy W.; Lundquist, Julie K.
- Wind Energy Science, Vol. 7, Issue 5
Structure of Offshore Low-Level Jet Turbulence and Implications to Mesoscale-to-Microscale Coupling
journal, May 2022
- Jayaraman, Balaji; Quon, Eliot; Li, Jing
- Journal of Physics: Conference Series, Vol. 2265, Issue 2
SWiFT site atmospheric characterization
report, January 2016
- Kelley, Christopher Lee; Ennis, Brandon Lee
Designing large-eddy simulation of the turbulent boundary layer to capture law-of-the-wall scaling
journal, February 2010
- Brasseur, James G.
- Physics of Fluids, Vol. 22, Issue 2
Multi-Scale Simulation of Wind Farm Performance during a Frontal Passage
journal, February 2020
- Arthur, Robert S.; Mirocha, Jeffrey D.; Marjanovic, Nikola
- Atmosphere, Vol. 11, Issue 3
The Proper Orthogonal Decomposition in the Analysis of Turbulent Flows
journal, January 1993
- Berkooz, G.; Holmes, P.; Lumley, J. L.
- Annual Review of Fluid Mechanics, Vol. 25, Issue 1
An Improved Mellor–Yamada Level-3 Model: Its Numerical Stability and Application to a Regional Prediction of Advection Fog
journal, March 2006
- Nakanishi, Mikio; Niino, Hiroshi
- Boundary-Layer Meteorology, Vol. 119, Issue 2
Diagnosis of Second-Order Turbulent Properties of the Surface Layer for Three-Dimensional Flow Based on the Mellor–Yamada Model
journal, May 2022
- Eghdami, Masih; Barros, Ana P.; Jiménez, Pedro A.
- Monthly Weather Review, Vol. 150, Issue 5
Turbulence-Turbine Interaction: The Basis for the Development of the TurbSim Stochastic Simulator
report, November 2011
- Kelley, Neil D.
Report of the Atmosphere to Electrons Land-Based Mesoscale-to-Microscale Coupling Project (FY2020)
report, December 2020
- Haupt, S. E.; Arthur, Robert; Decastro, A.
Comparison of Measured and Numerically Simulated Turbulence Statistics in a Convective Boundary Layer Over Complex Terrain
journal, November 2016
- Rai, Raj K.; Berg, Larry K.; Kosović, Branko
- Boundary-Layer Meteorology, Vol. 163, Issue 1
Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network
conference, July 2017
- Ledig, Christian; Theis, Lucas; Huszar, Ferenc
- 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR)
ESRGAN: Enhanced Super-Resolution Generative Adversarial Networks
book, January 2019
- Wang, Xintao; Yu, Ke; Wu, Shixiang
- Lecture Notes in Computer Science
Sensitivity of Turbine-Height Wind Speeds to Parameters in the Planetary Boundary-Layer Parametrization Used in the Weather Research and Forecasting Model: Extension to Wintertime Conditions
journal, November 2018
- Berg, Larry K.; Liu, Ying; Yang, Ben
- Boundary-Layer Meteorology, Vol. 170, Issue 3
Explicit Filtering and Reconstruction Turbulence Modeling for Large-Eddy Simulation of Neutral Boundary Layer Flow
journal, July 2005
- Chow, Fotini Katopodes; Street, Robert L.; Xue, Ming
- Journal of the Atmospheric Sciences, Vol. 62, Issue 7
A scale-dependent Lagrangian dynamic model for large eddy simulation of complex turbulent flows
journal, February 2005
- Bou-Zeid, Elie; Meneveau, Charles; Parlange, Marc
- Physics of Fluids, Vol. 17, Issue 2
Report of the Atmosphere to Electrons Mesoscale-to-Microscale Coupling Project (FY2019)
report, December 2019
- Haupt, S.; Berg, Larry; Decastro, A.
“Gray Zone” Simulations Using a Three-Dimensional Planetary Boundary Layer Parameterization in the Weather Research and Forecasting Model
journal, July 2022
- Juliano, Timothy W.; Kosović, Branko; Jiménez, Pedro A.
- Monthly Weather Review, Vol. 150, Issue 7
Implementation and Evaluation of Dynamic Subfilter-Scale Stress Models for Large-Eddy Simulation Using WRF*
journal, January 2012
- Kirkil, Gokhan; Mirocha, Jeff; Bou-Zeid, Elie
- Monthly Weather Review, Vol. 140, Issue 1
On the Need to Modify the Sea Surface Roughness Formulation over Shallow Waters
journal, May 2018
- Jiménez, Pedro A.; Dudhia, Jimy
- Journal of Applied Meteorology and Climatology, Vol. 57, Issue 5
Stochastic backscatter in large-eddy simulations of boundary layers
journal, September 1992
- Mason, P. J.; Thomson, D. J.
- Journal of Fluid Mechanics, Vol. 242
Implementation of a generalized actuator disk wind turbine model into the weather research and forecasting model for large-eddy simulation applications
journal, January 2014
- Mirocha, J. D.; Kosovic, B.; Aitken, M. L.
- Journal of Renewable and Sustainable Energy, Vol. 6, Issue 1