Comparison of Measured and Numerically Simulated Turbulence Statistics in a Convective Boundary Layer Over Complex Terrain
Abstract
High resolution numerical simulation can provide insight into important physical processes that occur within the planetary boundary layer (PBL). The present work employs large eddy simulation (LES) nested within the Weather Forecasting and Research (WRF) framework to simulate real conditions in the convective PBL over an area of complex terrain. A multiple nesting approach has been used to downsize the grid spacing size from 12.15 km (mesoscale) to 0.03 km (LES). To minimize artifacts in theWRF-LES solutions resulting from using an inappropriate grid spacing on the WRF-Meso domain, a careful selection of grid spacing has been conducted. The WRF-LES results have been evaluated with in situ and remote sensing observations collected during the US Department of Energy supported Columbia BasinWind Energy Study (CBWES). The comparison for the first and second order moments, turbulence spectrum, and probability density function (pdf) of wind speed show good agreement between the simulation and data. Furthermore, the WRF-LES variables show a great deal of variability in space and time caused by the complex topography in the LES domain. The WRF-LES results show that the flow structures, such as roll vortices and convective cells, over the domain vary depending on both the spatial location and timemore »
- Authors:
-
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- National Center for Atmospheric Research, Boulder, CO (United States)
- Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
- Publication Date:
- Research Org.:
- Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
- Sponsoring Org.:
- USDOE National Nuclear Security Administration (NNSA)
- OSTI Identifier:
- 1524291
- Report Number(s):
- LLNL-JRNL-774259
Journal ID: ISSN 0006-8314; 964842
- Grant/Contract Number:
- AC52-07NA27344
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Boundary-Layer Meteorology
- Additional Journal Information:
- Journal Volume: 163; Journal Issue: 1; Journal ID: ISSN 0006-8314
- Publisher:
- Springer
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES
Citation Formats
Rai, Raj K., Berg, Larry K., Kosović, Branko, Mirocha, Jeffrey D., Pekour, Mikhail S., and Shaw, William J. Comparison of Measured and Numerically Simulated Turbulence Statistics in a Convective Boundary Layer Over Complex Terrain. United States: N. p., 2016.
Web. doi:10.1007/s10546-016-0217-y.
Rai, Raj K., Berg, Larry K., Kosović, Branko, Mirocha, Jeffrey D., Pekour, Mikhail S., & Shaw, William J. Comparison of Measured and Numerically Simulated Turbulence Statistics in a Convective Boundary Layer Over Complex Terrain. United States. https://doi.org/10.1007/s10546-016-0217-y
Rai, Raj K., Berg, Larry K., Kosović, Branko, Mirocha, Jeffrey D., Pekour, Mikhail S., and Shaw, William J. Fri .
"Comparison of Measured and Numerically Simulated Turbulence Statistics in a Convective Boundary Layer Over Complex Terrain". United States. https://doi.org/10.1007/s10546-016-0217-y. https://www.osti.gov/servlets/purl/1524291.
@article{osti_1524291,
title = {Comparison of Measured and Numerically Simulated Turbulence Statistics in a Convective Boundary Layer Over Complex Terrain},
author = {Rai, Raj K. and Berg, Larry K. and Kosović, Branko and Mirocha, Jeffrey D. and Pekour, Mikhail S. and Shaw, William J.},
abstractNote = {High resolution numerical simulation can provide insight into important physical processes that occur within the planetary boundary layer (PBL). The present work employs large eddy simulation (LES) nested within the Weather Forecasting and Research (WRF) framework to simulate real conditions in the convective PBL over an area of complex terrain. A multiple nesting approach has been used to downsize the grid spacing size from 12.15 km (mesoscale) to 0.03 km (LES). To minimize artifacts in theWRF-LES solutions resulting from using an inappropriate grid spacing on the WRF-Meso domain, a careful selection of grid spacing has been conducted. The WRF-LES results have been evaluated with in situ and remote sensing observations collected during the US Department of Energy supported Columbia BasinWind Energy Study (CBWES). The comparison for the first and second order moments, turbulence spectrum, and probability density function (pdf) of wind speed show good agreement between the simulation and data. Furthermore, the WRF-LES variables show a great deal of variability in space and time caused by the complex topography in the LES domain. The WRF-LES results show that the flow structures, such as roll vortices and convective cells, over the domain vary depending on both the spatial location and time of the day. In addition to basic studies related to boundary-layer meteorology, results from these simulations can be used in other applications, such as studying the wind energy resources.},
doi = {10.1007/s10546-016-0217-y},
journal = {Boundary-Layer Meteorology},
number = 1,
volume = 163,
place = {United States},
year = {Fri Nov 25 00:00:00 EST 2016},
month = {Fri Nov 25 00:00:00 EST 2016}
}
Web of Science
Figures / Tables:
Works referenced in this record:
Large eddy simulation of wind turbine wake dynamics in the stable boundary layer using the Weather Research and Forecasting Model
journal, May 2014
- Aitken, Matthew L.; Kosović, Branko; Mirocha, Jeffrey D.
- Journal of Renewable and Sustainable Energy, Vol. 6, Issue 3
Effects of spatial and temporal resolution of the turbulent inflow on wind turbine performance estimation: Effect of turbulence scales
journal, August 2015
- Rai, Raj K.; Gopalan, Harish; Naughton, Jonathan W.
- Wind Energy, Vol. 19, Issue 7
Review and intercomparison of operational methods for the determination of the mixing height
journal, January 2000
- Seibert, P.
- Atmospheric Environment, Vol. 34, Issue 7
Large-eddy simulation of neutral atmospheric boundary layer flow over heterogeneous surfaces: Blending height and effective surface roughness: LES OF NEUTRAL ATMOSPHERIC BOUNDARY LAYER FLOW
journal, February 2004
- Bou-Zeid, Elie; Meneveau, Charles; Parlange, Marc B.
- Water Resources Research, Vol. 40, Issue 2
A New Vertical Diffusion Package with an Explicit Treatment of Entrainment Processes
journal, September 2006
- Hong, Song-You; Noh, Yign; Dudhia, Jimy
- Monthly Weather Review, Vol. 134, Issue 9
Examining Two-Way Grid Nesting for Large Eddy Simulation of the PBL Using the WRF Model
journal, June 2007
- Moeng, C-H.; Dudhia, Jimy; Klemp, Joe
- Monthly Weather Review, Vol. 135, Issue 6
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
Mixing height estimation from sodar data — A critical discussion
journal, December 1997
- Beyrich, F.
- Atmospheric Environment, Vol. 31, Issue 23
Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models
journal, January 2008
- Iacono, Michael J.; Delamere, Jennifer S.; Mlawer, Eli J.
- Journal of Geophysical Research, Vol. 113, Issue D13
Toward Numerical Modeling in the “Terra Incognita”
journal, July 2004
- Wyngaard, John C.
- Journal of the Atmospheric Sciences, Vol. 61, Issue 14
Evaluation of WRF-Predicted Near-Hub-Height Winds and Ramp Events over a Pacific Northwest Site with Complex Terrain
journal, August 2013
- Yang, Qing; Berg, Larry K.; Pekour, Mikhail
- Journal of Applied Meteorology and Climatology, Vol. 52, Issue 8
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
An Intercomparison of Large-Eddy Simulations of the Stable Boundary Layer
journal, February 2006
- Beare, Robert J.; Macvean, Malcolm K.; Holtslag, Albert A. M.
- Boundary-Layer Meteorology, Vol. 118, Issue 2
North American Regional Reanalysis
journal, March 2006
- Mesinger, Fedor; DiMego, Geoff; Kalnay, Eugenia
- Bulletin of the American Meteorological Society, Vol. 87, Issue 3
Large-Eddy Simulation of Turbulent Sheared Convection
journal, April 1989
- Sykes, R. I.; Henn, D. S.
- Journal of the Atmospheric Sciences, Vol. 46, Issue 8
Large-Eddy Simulation of the Convective Atmospheric Boundary Layer
journal, June 1989
- Mason, P. J.
- Journal of the Atmospheric Sciences, Vol. 46, Issue 11
Improvement of the K-profile Model for the Planetary Boundary Layer based on Large Eddy Simulation Data
journal, May 2003
- Noh, Y.; Cheon, W. G.; Hong, S. Y.
- Boundary-Layer Meteorology, Vol. 107, Issue 2
An Introduction to Boundary Layer Meteorology
book, January 1988
- Stull, Roland B.
- Atmospheric and Oceanographic Sciences Library
Large eddy simulation study of fully developed wind-turbine array boundary layers
journal, January 2010
- Calaf, Marc; Meneveau, Charles; Meyers, Johan
- Physics of Fluids, Vol. 22, Issue 1
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
Large-eddy simulation of atmospheric boundary layer flow through wind turbines and wind farms
journal, April 2011
- Porté-Agel, Fernando; Wu, Yu-Ting; Lu, Hao
- Journal of Wind Engineering and Industrial Aerodynamics, Vol. 99, Issue 4
A Large Eddy Simulation Study of a Quasi-Steady, Stably Stratified Atmospheric Boundary Layer
journal, April 2000
- Kosović, Branko; Curry, Judith A.
- Journal of the Atmospheric Sciences, Vol. 57, Issue 8
Nested Mesoscale Large-Eddy Simulations with WRF: Performance in Real Test Cases
journal, October 2012
- Talbot, Charles; Bou-Zeid, Elie; Smith, Jim
- Journal of Hydrometeorology, Vol. 13, Issue 5
A Large-Eddy-Simulation Model for the Study of Planetary Boundary-Layer Turbulence
journal, July 1984
- Moeng, Chin-Hoh
- Journal of the Atmospheric Sciences, Vol. 41, Issue 13
Numerical Investigation of Neutral and Unstable Planetary Boundary Layers
journal, January 1972
- Deardorff, J. W.
- Journal of the Atmospheric Sciences, Vol. 29, Issue 1
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
Coupling an Advanced Land Surface–Hydrology Model with the Penn State–NCAR MM5 Modeling System. Part I: Model Implementation and Sensitivity
journal, April 2001
- Chen, Fei; Dudhia, Jimy
- Monthly Weather Review, Vol. 129, Issue 4
The Structure and Dynamics of Horizontal Roll Vortices in the Planetary Boundary Layer
journal, September 1973
- LeMone, Margaret Anne
- Journal of the Atmospheric Sciences, Vol. 30, Issue 6
Impact of Cloud Microphysics on the Development of Trailing Stratiform Precipitation in a Simulated Squall Line: Comparison of One- and Two-Moment Schemes
journal, March 2009
- Morrison, H.; Thompson, G.; Tatarskii, V.
- Monthly Weather Review, Vol. 137, Issue 3
Evaluating Mesoscale NWP Models Using Kinetic Energy Spectra
journal, December 2004
- Skamarock, William C.
- Monthly Weather Review, Vol. 132, Issue 12
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
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
Convectively Induced Secondary Circulations in Fine-Grid Mesoscale Numerical Weather Prediction Models
text, January 2014
- B., Kosovic,; A., Martilli,; M., Lemone,
- The University of North Carolina at Chapel Hill University Libraries
Works referencing / citing this record:
A method to determine the characteristic time‐scales of quasi‐isotropic surface‐layer turbulence over complex terrain: A case‐study in the Adige Valley (Italian Alps)
journal, January 2019
- Falocchi, Marco; Giovannini, Lorenzo; de Franceschi, Massimiliano
- Quarterly Journal of the Royal Meteorological Society, Vol. 145, Issue 719
The Impact of Surface Heterogeneities and Land‐Atmosphere Interactions on Shallow Clouds Over ARM SGP Site
journal, June 2018
- Xiao, Heng; Berg, Larry K.; Huang, Maoyi
- Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 6
The Importance of Snow Sublimation on a Himalayan Glacier
journal, August 2018
- Stigter, Emmy E.; Litt, Maxime; Steiner, Jakob F.
- Frontiers in Earth Science, Vol. 6
Development of a High-Resolution Wind Forecast System Based on the WRF Model and a Hybrid Kalman-Bayesian Filter
journal, August 2019
- Otero-Casal, Carlos; Patlakas, Platon; Prósper, Miguel A.
- Energies, Vol. 12, Issue 16
Large-eddy simulation sensitivities to variations of configuration and forcing parameters in canonical boundary-layer flows for wind energy applications
journal, January 2018
- Mirocha, Jeffrey D.; Churchfield, Matthew J.; Muñoz-Esparza, Domingo
- Wind Energy Science, Vol. 3, Issue 2
Large-Eddy Simulation Sensitivities to Variations of Configuration and Forcing Parameters in Canonical Boundary-Layer Flows for Wind Energy Applications
journal, August 2017
- Mirocha, Jeffrey D.; Churchfield, Matthew J.; Muñoz-Esparza, Domingo
- Wind Energy Science, Vol. 3, Issue 2, p. 1-40
Figures / Tables found in this record: