Simulating Real Atmospheric Boundary Layers at Gray-Zone Resolutions: How Do Currently Available Turbulence Parameterizations Perform?
Abstract
Recent computational and modeling advances have led a diverse modeling community to experiment with atmospheric boundary layer (ABL) simulations at subkilometer horizontal scales. Accurately parameterizing turbulence at these scales is a complex problem. The modeling solutions proposed to date are still in the development phase and remain largely unvalidated. This work assesses the performance of methods currently available in the Weather Research and Forecasting (WRF) model to represent ABL turbulence at a gray-zone grid spacing of 333 m. We consider three one-dimensional boundary layer parameterizations (MYNN, YSU and Shin-Hong) and coarse large-eddy simulations (LES). The reference dataset consists of five real-case simulations performed with WRF-LES nested down to 25 m. Results reveal that users should refrain from coarse LES and favor the scale-aware, Shin-Hong parameterization over traditional one-dimensional schemes. Overall, the spread in model performance is large for the cellular convection regime corresponding to the majority of our cases, with coarse LES overestimating turbulent energy across scales and YSU underestimating it and failing to reproduce its horizontal structure. Despite yielding the best results, the Shin-Hong scheme overestimates the effect of grid dependence on turbulent transport, highlighting the outstanding need for improved solutions to seamlessly parameterize turbulence across scales.
- Authors:
-
- National Renewable Energy Lab. (NREL), Golden, CO (United States)
- National Center for Atmospheric Research, Boulder, CO (United States)
- Publication Date:
- Research Org.:
- National Renewable Energy Lab. (NREL), Golden, CO (United States)
- Sponsoring Org.:
- USDOE Office of Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Wind Energy Technologies Office; National Science Foundation (NSF)
- OSTI Identifier:
- 1659807
- Report Number(s):
- NREL/JA-5000-76344
Journal ID: ISSN 2073-4433; MainId:6021;UUID:1d9e79e7-ac63-ea11-9c31-ac162d87dfe5;MainAdminID:13398
- Grant/Contract Number:
- AC36-08GO28308; NRAL0016
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Atmosphere (Basel)
- Additional Journal Information:
- Journal Name: Atmosphere (Basel); Journal Volume: 11; Journal Issue: 4; Journal ID: ISSN 2073-4433
- Publisher:
- MDPI
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; atmospheric boundary layers; gray zone; terra incognita; turbulence; WRF-LES
Citation Formats
Doubrawa Moreira, Paula, and Muñoz-Esparza, Domingo. Simulating Real Atmospheric Boundary Layers at Gray-Zone Resolutions: How Do Currently Available Turbulence Parameterizations Perform?. United States: N. p., 2020.
Web. doi:10.3390/atmos11040345.
Doubrawa Moreira, Paula, & Muñoz-Esparza, Domingo. Simulating Real Atmospheric Boundary Layers at Gray-Zone Resolutions: How Do Currently Available Turbulence Parameterizations Perform?. United States. https://doi.org/10.3390/atmos11040345
Doubrawa Moreira, Paula, and Muñoz-Esparza, Domingo. Tue .
"Simulating Real Atmospheric Boundary Layers at Gray-Zone Resolutions: How Do Currently Available Turbulence Parameterizations Perform?". United States. https://doi.org/10.3390/atmos11040345. https://www.osti.gov/servlets/purl/1659807.
@article{osti_1659807,
title = {Simulating Real Atmospheric Boundary Layers at Gray-Zone Resolutions: How Do Currently Available Turbulence Parameterizations Perform?},
author = {Doubrawa Moreira, Paula and Muñoz-Esparza, Domingo},
abstractNote = {Recent computational and modeling advances have led a diverse modeling community to experiment with atmospheric boundary layer (ABL) simulations at subkilometer horizontal scales. Accurately parameterizing turbulence at these scales is a complex problem. The modeling solutions proposed to date are still in the development phase and remain largely unvalidated. This work assesses the performance of methods currently available in the Weather Research and Forecasting (WRF) model to represent ABL turbulence at a gray-zone grid spacing of 333 m. We consider three one-dimensional boundary layer parameterizations (MYNN, YSU and Shin-Hong) and coarse large-eddy simulations (LES). The reference dataset consists of five real-case simulations performed with WRF-LES nested down to 25 m. Results reveal that users should refrain from coarse LES and favor the scale-aware, Shin-Hong parameterization over traditional one-dimensional schemes. Overall, the spread in model performance is large for the cellular convection regime corresponding to the majority of our cases, with coarse LES overestimating turbulent energy across scales and YSU underestimating it and failing to reproduce its horizontal structure. Despite yielding the best results, the Shin-Hong scheme overestimates the effect of grid dependence on turbulent transport, highlighting the outstanding need for improved solutions to seamlessly parameterize turbulence across scales.},
doi = {10.3390/atmos11040345},
journal = {Atmosphere (Basel)},
number = 4,
volume = 11,
place = {United States},
year = {2020},
month = {3}
}
Web of Science
Works referenced in this record:
A time-split nonhydrostatic atmospheric model for weather research and forecasting applications
journal, March 2008
- Skamarock, William C.; Klemp, Joseph B.
- Journal of Computational Physics, Vol. 227, Issue 7
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
Resolving vorticity-driven lateral fire spread using the WRF-Fire coupled atmosphere–fire numerical model
journal, January 2014
- Simpson, C. C.; Sharples, J. J.; Evans, J. P.
- Natural Hazards and Earth System Sciences, Vol. 14, Issue 9
Evaluation of Scalar Advection Schemes in the Advanced Research WRF Model Using Large-Eddy Simulations of Aerosol–Cloud Interactions
journal, August 2009
- Wang, Hailong; Skamarock, William C.; Feingold, Graham
- Monthly Weather Review, Vol. 137, Issue 8
Convergence of Convective Updraft Ensembles With Respect to the Grid Spacing of Atmospheric Models
journal, December 2019
- Sueki, Kenta; Yamaura, Tsuyoshi; Yashiro, Hisashi
- Geophysical Research Letters, Vol. 46, Issue 24
Toward Numerical Modeling in the “Terra Incognita”
journal, July 2004
- Wyngaard, John C.
- Journal of the Atmospheric Sciences, Vol. 61, Issue 14
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
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
Evaluation of Cumulus and Microphysics Parameterizations in WRF across the Convective Gray Zone
journal, August 2019
- Jeworrek, Julia; West, Gregory; Stull, Roland
- Weather and Forecasting, Vol. 34, Issue 4
The Onset of Resolved Boundary-Layer Turbulence at Grey-Zone Resolutions
journal, January 2019
- Kealy, John C.; Efstathiou, Georgios A.; Beare, Robert J.
- Boundary-Layer Meteorology, Vol. 171, Issue 1
A Diagnostic for Evaluating the Representation of Turbulence in Atmospheric Models at the Kilometric Scale
journal, December 2011
- Honnert, Rachel; Masson, Valéry; Couvreux, Fleur
- Journal of the Atmospheric Sciences, Vol. 68, Issue 12
Representation of the grey zone of turbulence in the atmospheric boundary layer
journal, January 2016
- Honnert, Rachel
- Advances in Science and Research, Vol. 13
General Circulation Experiments with the Primitive Equations: i. the Basic Experiment*
journal, March 1963
- Smagorinsky, J.
- Monthly Weather Review, Vol. 91, Issue 3
The representation of small-scale turbulence in numerical simulation experiments
text, January 1966
- Lilly, D.
- UCAR/NCAR
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
- Eriksson, O.; Lindvall, J.; Breton, S-P
- Journal of Physics: Conference Series, Vol. 625
Mesoscale modeling of offshore wind turbine wakes at the wind farm resolving scale: a composite-based analysis with the Weather Research and Forecasting model over Horns Rev: Mesoscale modeling at the wind farm resolving scale
journal, February 2014
- Jiménez, Pedro A.; Navarro, Jorge; Palomares, Ana M.
- Wind Energy, Vol. 18, Issue 3
Comparison of the performances between the WRF and WRF-LES models in radiation fog – A case study
journal, September 2019
- Cui, Chixiao; Bao, Yunxuan; Yuan, Chengsong
- Atmospheric Research, Vol. 226
A Case Study of Radar Observations and WRF LES Simulations of the Impact of Ground-Based Glaciogenic Seeding on Orographic Clouds and Precipitation. Part II: AgI Dispersion and Seeding Signals Simulated by WRF
journal, February 2016
- Xue, Lulin; Chu, Xia; Rasmussen, Roy
- Journal of Applied Meteorology and Climatology, Vol. 55, Issue 2
Representation of the Subgrid-Scale Turbulent Transport in Convective Boundary Layers at Gray-Zone Resolutions
journal, January 2015
- Shin, Hyeyum Hailey; Hong, Song-You
- Monthly Weather Review, Vol. 143, Issue 1
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
- Ito, Junshi; Niino, Hiroshi; Nakanishi, Mikio
- Boundary-Layer Meteorology, Vol. 157, Issue 1
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
Grey-Zone Turbulence in the Neutral Atmospheric Boundary Layer
journal, October 2018
- Honnert, Rachel
- Boundary-Layer Meteorology, Vol. 170, Issue 2
The Convective Boundary Layer in the Terra Incognita
journal, July 2014
- Zhou, Bowen; Simon, Jason S.; Chow, Fotini K.
- Journal of the Atmospheric Sciences, Vol. 71, Issue 7
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
A North American Hourly Assimilation and Model Forecast Cycle: The Rapid Refresh
journal, April 2016
- Benjamin, Stanley G.; Weygandt, Stephen S.; Brown, John M.
- Monthly Weather Review, Vol. 144, Issue 4
Assessing State-of-the-Art Capabilities for Probing the Atmospheric Boundary Layer: The XPIA Field Campaign
journal, February 2017
- Lundquist, Julie K.; Wilczak, James M.; Ashton, Ryan
- Bulletin of the American Meteorological Society, Vol. 98, Issue 2
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
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
Generation of Inflow Turbulence in Large-Eddy Simulations of Nonneutral Atmospheric Boundary Layers with the Cell Perturbation Method
journal, June 2018
- Muñoz-Esparza, Domingo; Kosović, Branko
- Monthly Weather Review, Vol. 146, Issue 6
On the Nature of the Transition Between Roll and Cellular Organization in the Convective Boundary Layer
journal, November 2016
- Salesky, Scott T.; Chamecki, Marcelo; Bou-Zeid, Elie
- Boundary-Layer Meteorology, Vol. 163, Issue 1
An Observational Study of the Evolution of Horizontal Convective Rolls
journal, September 1999
- Weckwerth, Tammy M.; Horst, Thomas W.; Wilson, James W.
- Monthly Weather Review, Vol. 127, Issue 9
Nesting Turbulence in an Offshore Convective Boundary Layer Using Large-Eddy Simulations
journal, February 2014
- Muñoz-Esparza, Domingo; Kosović, Branko; García-Sánchez, Clara
- Boundary-Layer Meteorology, Vol. 151, Issue 3
A Three-Dimensional Scale-Adaptive Turbulent Kinetic Energy Scheme in the WRF-ARW Model
journal, July 2018
- Zhang, Xu; Bao, Jian-Wen; Chen, Baode
- Monthly Weather Review, Vol. 146, Issue 7
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