Effect of the Grell-Freitas Deep Convection Scheme in Quasi-Uniform and Variable-Resolution Aquaplanet CAM Simulations
Abstract
The Grell-Freitas deep convection scheme (GF) has been implemented in the Community Atmosphere Model (CAM) with the nonhydrostatic Model for Prediction Across Scales (MPAS) dynamical core. Aquaplanet simulations have been performed with a global quasi-uniform resolution mesh with ~120 km grid spacing and a variable resolution mesh employing a circular refined region with ~30 km grid spacing centering at the equator and ~120 km elsewhere. GF produces overall patterns of the general circulations comparable to those of other aquaplanet experiments, including those produced using the default Zhang-McFarlane convection scheme (ZM) in CAM Version 5.4. GF alleviates the overestimated occurrence of weak intensity precipitation characteristic of ZM due to GF’s different closure methods and deep-convection trigger conditions. Compared to ZM, the GF characteristics of the equatorial Kelvin waves are closer to observations. GF also better simulates precipitation at variable resolution, with no unrealistic wave distortion by the refinement. Overall, GF shows less sensitivity of convective precipitation and heating/moistening tendencies to changes in horizontal resolution compared to ZM. However, vertically-overlapped total cloud fraction simulated with GF in the tropics is more sensitive to the resolution than ZM due to the larger resolution-sensitivity of high-level cloud fraction in the tropics.
- Authors:
-
- National Center for Atmospheric Research (NCAR), Boulder, CO (United States)
- Yonsei Univ., Seoul (Korea, Republic of)
- Pennsylvania State Univ., University Park, PA (United States)
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- Publication Date:
- Research Org.:
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER); National Science Foundation (NSF)
- OSTI Identifier:
- 1886642
- Report Number(s):
- PNNL-SA-163480
Journal ID: ISSN 1942-2466
- Grant/Contract Number:
- AC05-76RL01830; AGS-0856145
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Advances in Modeling Earth Systems
- Additional Journal Information:
- Journal Volume: 14; Journal Issue: 6; Journal ID: ISSN 1942-2466
- Publisher:
- American Geophysical Union (AGU)
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; deep convection parameterization; aquaplanet; model resolution; climate model
Citation Formats
Jang, Jihyeon, Skamarock, William C., Park, Sang‐Hun, Zarzycki, Colin M., Sakaguchi, Koichi, and Leung, L. Ruby. Effect of the Grell-Freitas Deep Convection Scheme in Quasi-Uniform and Variable-Resolution Aquaplanet CAM Simulations. United States: N. p., 2022.
Web. doi:10.1029/2020ms002459.
Jang, Jihyeon, Skamarock, William C., Park, Sang‐Hun, Zarzycki, Colin M., Sakaguchi, Koichi, & Leung, L. Ruby. Effect of the Grell-Freitas Deep Convection Scheme in Quasi-Uniform and Variable-Resolution Aquaplanet CAM Simulations. United States. https://doi.org/10.1029/2020ms002459
Jang, Jihyeon, Skamarock, William C., Park, Sang‐Hun, Zarzycki, Colin M., Sakaguchi, Koichi, and Leung, L. Ruby. Sun .
"Effect of the Grell-Freitas Deep Convection Scheme in Quasi-Uniform and Variable-Resolution Aquaplanet CAM Simulations". United States. https://doi.org/10.1029/2020ms002459. https://www.osti.gov/servlets/purl/1886642.
@article{osti_1886642,
title = {Effect of the Grell-Freitas Deep Convection Scheme in Quasi-Uniform and Variable-Resolution Aquaplanet CAM Simulations},
author = {Jang, Jihyeon and Skamarock, William C. and Park, Sang‐Hun and Zarzycki, Colin M. and Sakaguchi, Koichi and Leung, L. Ruby},
abstractNote = {The Grell-Freitas deep convection scheme (GF) has been implemented in the Community Atmosphere Model (CAM) with the nonhydrostatic Model for Prediction Across Scales (MPAS) dynamical core. Aquaplanet simulations have been performed with a global quasi-uniform resolution mesh with ~120 km grid spacing and a variable resolution mesh employing a circular refined region with ~30 km grid spacing centering at the equator and ~120 km elsewhere. GF produces overall patterns of the general circulations comparable to those of other aquaplanet experiments, including those produced using the default Zhang-McFarlane convection scheme (ZM) in CAM Version 5.4. GF alleviates the overestimated occurrence of weak intensity precipitation characteristic of ZM due to GF’s different closure methods and deep-convection trigger conditions. Compared to ZM, the GF characteristics of the equatorial Kelvin waves are closer to observations. GF also better simulates precipitation at variable resolution, with no unrealistic wave distortion by the refinement. Overall, GF shows less sensitivity of convective precipitation and heating/moistening tendencies to changes in horizontal resolution compared to ZM. However, vertically-overlapped total cloud fraction simulated with GF in the tropics is more sensitive to the resolution than ZM due to the larger resolution-sensitivity of high-level cloud fraction in the tropics.},
doi = {10.1029/2020ms002459},
journal = {Journal of Advances in Modeling Earth Systems},
number = 6,
volume = 14,
place = {United States},
year = {Sun May 29 00:00:00 EDT 2022},
month = {Sun May 29 00:00:00 EDT 2022}
}
Works referenced in this record:
Exploratory High-Resolution Climate Simulations using the Community Atmosphere Model (CAM)
journal, May 2014
- Bacmeister, Julio T.; Wehner, Michael F.; Neale, Richard B.
- Journal of Climate, Vol. 27, Issue 9
Exploring a Global Multiresolution Modeling Approach Using Aquaplanet Simulations
journal, April 2013
- Rauscher, Sara A.; Ringler, Todd D.; Skamarock, William C.
- Journal of Climate, Vol. 26, Issue 8
Convergence of aqua-planet simulations with increasing resolution in the Community Atmospheric Model, Version 3
journal, January 2008
- Williamson, David L.
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 60, Issue 5
A moist aquaplanet variant of the Held–Suarez test for atmospheric model dynamical cores
journal, January 2016
- Thatcher, Diana R.; Jablonowski, Christiane
- Geoscientific Model Development, Vol. 9, Issue 4
A modified formulation of fractional stratiform condensation rate in the NCAR Community Atmospheric Model (CAM2)
journal, January 2003
- Zhang, Minghua
- Journal of Geophysical Research, Vol. 108, Issue D1
A New Two-Moment Bulk Stratiform Cloud Microphysics Scheme in the Community Atmosphere Model, Version 3 (CAM3). Part I: Description and Numerical Tests
journal, August 2008
- Morrison, Hugh; Gettelman, Andrew
- Journal of Climate, Vol. 21, Issue 15
Assessing the Grell‐Freitas Convection Parameterization in the NASA GEOS Modeling System
journal, June 2018
- Freitas, Saulo R.; Grell, Georg A.; Molod, Andrea
- Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 6
Convective quasi-equilibrium in midlatitude continental environment and its effect on convective parameterization
journal, January 2002
- Zhang, Guang J.
- Journal of Geophysical Research, Vol. 107, Issue D14
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model
journal, September 1995
- Zhang, G. J.; McFarlane, Norman A.
- Atmosphere-Ocean, Vol. 33, Issue 3
Interaction of a Cumulus Cloud Ensemble with the Large-Scale Environment, Part I
journal, April 1974
- Arakawa, Akio; Schubert, Wayne Howard
- Journal of the Atmospheric Sciences, Vol. 31, Issue 3
Eddy fluxes and sensitivity of the water cycle to spatial resolution in idealized regional aquaplanet model simulations
journal, June 2013
- Hagos, Samson; Leung, L. Ruby; Gustafson, William I.
- Climate Dynamics, Vol. 42, Issue 3-4
An Explanation for the Sensitivity of the Mean State of the Community Atmosphere Model to Horizontal Resolution on Aquaplanets
journal, July 2017
- Herrington, Adam R.; Reed, Kevin A.
- Journal of Climate, Vol. 30, Issue 13
Mesoscale Unsaturated Downdrafts Driven by Rainfall Evaporation: A Numerical Study
journal, February 1979
- Brown, John M.
- Journal of the Atmospheric Sciences, Vol. 36, Issue 2
Radiative transfer for inhomogeneous atmospheres: RRTM, a validated correlated-k model for the longwave
journal, July 1997
- Mlawer, Eli J.; Taubman, Steven J.; Brown, Patrick D.
- Journal of Geophysical Research: Atmospheres, Vol. 102, Issue D14
Impact of the convection triggering function on single-column model simulations
journal, June 2000
- Xie, Shaocheng; Zhang, Minghua
- Journal of Geophysical Research: Atmospheres, Vol. 105, Issue D11
Convectively Coupled Equatorial Waves: Analysis of Clouds and Temperature in the Wavenumber–Frequency Domain
journal, February 1999
- Wheeler, Matthew; Kiladis, George N.
- Journal of the Atmospheric Sciences, Vol. 56, Issue 3
Reference aquaplanet climate in the C ommunity A tmosphere M odel, V ersion 5
journal, January 2016
- Medeiros, Brian; Williamson, David L.; Olson, Jerry G.
- Journal of Advances in Modeling Earth Systems, Vol. 8, Issue 1
Integrating Cloud Processes in the Community Atmosphere Model, Version 5
journal, September 2014
- Park, Sungsu; Bretherton, Christopher S.; Rasch, Philip J.
- Journal of Climate, Vol. 27, Issue 18
Precipitation characteristics of CAM5 physics at mesoscale resolution during MC3E and the impact of convective timescale choice
journal, December 2014
- Gustafson, William I.; Ma, Po‐Lun; Singh, Balwinder
- Journal of Advances in Modeling Earth Systems, Vol. 6, Issue 4
The Impact of Convection on ENSO: From a Delayed Oscillator to a Series of Events
journal, November 2008
- Neale, Richard B.; Richter, Jadwiga H.; Jochum, Markus
- Journal of Climate, Vol. 21, Issue 22
Analyzing the Grell–Freitas Convection Scheme from Hydrostatic to Nonhydrostatic Scales within a Global Model
journal, May 2016
- Fowler, Laura D.; Skamarock, William C.; Grell, Georg A.
- Monthly Weather Review, Vol. 144, Issue 6
Further Studies of the Parameterization of the Influence of Cumulus Convection on Large-Scale Flow
journal, July 1974
- Kuo, H. L.
- Journal of the Atmospheric Sciences, Vol. 31, Issue 5
Exploring the impacts of physics and resolution on aqua-planet simulations from a nonhydrostatic global variable-resolution modeling framework: IMPACTS OF PHYSICS AND RESOLUTION
journal, November 2016
- Zhao, Chun; Leung, L. Ruby; Park, Sang-Hun
- Journal of Advances in Modeling Earth Systems, Vol. 8, Issue 4
Error Characteristics of Two Grid Refinement Approaches in Aquaplanet Simulations: MPAS-A and WRF
journal, September 2013
- Hagos, Samson; Leung, Ruby; Rauscher, Sara A.
- Monthly Weather Review, Vol. 141, Issue 9
Context and Aims of the Aqua-Planet Experiment
journal, January 2013
- Blackburn, Michael; Hoskins, Brian J.
- Journal of the Meteorological Society of Japan. Ser. II, Vol. 91A, Issue 0
Convection and waves on Small Earth and Deep Atmosphere
journal, June 2015
- Semane, Noureddine; Bechtold, Peter
- Tellus A: Dynamic Meteorology and Oceanography, Vol. 67, Issue 1
The Aqua-Planet Experiment (APE): CONTROL SST Simulation
journal, January 2013
- Blackburn, Michael; Williamson, David L.; Nakajima, Kensuke
- Journal of the Meteorological Society of Japan. Ser. II, Vol. 91A, Issue 0
A Multiscale Nonhydrostatic Atmospheric Model Using Centroidal Voronoi Tesselations and C-Grid Staggering
journal, September 2012
- Skamarock, William C.; Klemp, Joseph B.; Duda, Michael G.
- Monthly Weather Review, Vol. 140, Issue 9
Toward unification of the multiscale modeling of the atmosphere
journal, January 2011
- Arakawa, A.; Jung, J. -H.; Wu, C. -M.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 8
Description and evaluation of a new four-mode version of the Modal Aerosol Module (MAM4) within version 5.3 of the Community Atmosphere Model
journal, January 2016
- Liu, X.; Ma, P. -L.; Wang, H.
- Geoscientific Model Development, Vol. 9, Issue 2
A scale and aerosol aware stochastic convective parameterization for weather and air quality modeling
journal, January 2014
- Grell, G. A.; Freitas, S. R.
- Atmospheric Chemistry and Physics, Vol. 14, Issue 10
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
A generalized approach to parameterizing convection combining ensemble and data assimilation techniques: PARAMETERIZING CONVECTION COMBINING ENSEMBLE AND DATA ASSIMILATION TECHNIQUES
journal, July 2002
- Grell, Georg A.; Dévényi, Dezső
- Geophysical Research Letters, Vol. 29, Issue 14
A Stochastic Parameterization for Deep Convection Based on Equilibrium Statistics
journal, January 2008
- Plant, R. S.; Craig, G. C.
- Journal of the Atmospheric Sciences, Vol. 65, Issue 1
Centroidal Voronoi Tessellations: Applications and Algorithms
journal, January 1999
- Du, Qiang; Faber, Vance; Gunzburger, Max
- SIAM Review, Vol. 41, Issue 4
Simulation of Tropical Convective Systems. Part I: A Cumulus Parameterization
journal, December 1987
- Frank, William M.; Cohen, Charles
- Journal of the Atmospheric Sciences, Vol. 44, Issue 24
Evaluation of the HOMME Dynamical Core in the Aquaplanet Configuration of NCAR CAM4: Rainfall
journal, August 2011
- Mishra, Saroj K.; Taylor, Mark A.; Nair, Ramachandran D.
- Journal of Climate, Vol. 24, Issue 15
Physics–Dynamics Coupling in Weather, Climate, and Earth System Models: Challenges and Recent Progress
journal, November 2018
- Gross, Markus; Wan, Hui; Rasch, Philip J.
- Monthly Weather Review, Vol. 146, Issue 11
Dreary state of precipitation in global models: MODEL AND OBSERVED PRECIPITATION
journal, December 2010
- Stephens, Graeme L.; L'Ecuyer, Tristan; Forbes, Richard
- Journal of Geophysical Research: Atmospheres, Vol. 115, Issue D24
Precipitation Characteristics in the Community Atmosphere Model and Their Dependence on Model Physics and Resolution
journal, July 2019
- Chen, Di; Dai, Aiguo
- Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 7
Regional Climate Simulations With the Community Earth System Model
journal, June 2018
- Gettelman, A.; Callaghan, P.; Larson, V. E.
- Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 6
Advanced Two-Moment Bulk Microphysics for Global Models. Part I: Off-Line Tests and Comparison with Other Schemes
journal, February 2015
- Gettelman, A.; Morrison, H.
- Journal of Climate, Vol. 28, Issue 3
The simulation of the diurnal cycle of convective precipitation over land in a global model
journal, October 2004
- Bechtold, P.; Chaboureau, J. -P.; Beljaars, A.
- Quarterly Journal of the Royal Meteorological Society, Vol. 130, Issue 604
A unified approach to energy conservation and potential vorticity dynamics for arbitrarily-structured C-grids
journal, May 2010
- Ringler, T. D.; Thuburn, J.; Klemp, J. B.
- Journal of Computational Physics, Vol. 229, Issue 9
Impact of Physics Parameterization Ordering in a Global Atmosphere Model
journal, February 2018
- Donahue, Aaron S.; Caldwell, Peter M.
- Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 2
Representing Equilibrium and Nonequilibrium Convection in Large-Scale Models
journal, February 2014
- Bechtold, Peter; Semane, Noureddine; Lopez, Philippe
- Journal of the Atmospheric Sciences, Vol. 71, Issue 2
The role of the convective ?trigger function? in numerical forecasts of mesoscale convective systems
journal, January 1992
- Kain, J. S.; Fritsch, J. M.
- Meteorology and Atmospheric Physics, Vol. 49, Issue 1-4
Aquaplanet Experiments Using CAM’s Variable-Resolution Dynamical Core
journal, July 2014
- Zarzycki, Colin M.; Levy, Michael N.; Jablonowski, Christiane
- Journal of Climate, Vol. 27, Issue 14
A multiresolution method for climate system modeling: application of spherical centroidal Voronoi tessellations
journal, November 2008
- Ringler, Todd; Ju, Lili; Gunzburger, Max
- Ocean Dynamics, Vol. 58, Issue 5-6
The effect of time steps and time-scales on parametrization suites
journal, August 2012
- Williamson, David L.
- Quarterly Journal of the Royal Meteorological Society, Vol. 139, Issue 671
Representing subgrid convective initiation in the C ommunity E arth S ystem M odel
journal, July 2017
- Tawfik, Ahmed B.; Lawrence, David M.; Dirmeyer, Paul A.
- Journal of Advances in Modeling Earth Systems, Vol. 9, Issue 3
An efficient and accurate correlated-k parameterization of infrared radiative transfer for troposphere–stratosphere–mesosphere GCMs
journal, July 2000
- Zhong, W.
- Atmospheric Science Letters, Vol. 1, Issue 2
Impact of scale-aware deep convection on the cloud liquid and ice water paths and precipitation using the Model for Prediction Across Scales (MPAS-v5.2)
journal, June 2020
- Fowler, Laura D.; Barth, Mary C.; Alapaty, Kiran
- Geoscientific Model Development, Vol. 13, Issue 6
A multimodel intercomparison of resolution effects on precipitation: simulations and theory
journal, February 2016
- Rauscher, Sara A.; O’Brien, Travis A.; Piani, Claudio
- Climate Dynamics, Vol. 47, Issue 7-8
Metrics and Diagnostics for Precipitation-Related Processes in Climate Model Short-Range Hindcasts
journal, March 2013
- Ma, H. -Y.; Xie, S.; Boyle, J. S.
- Journal of Climate, Vol. 26, Issue 5
Stochastic convective parameterization improving the simulation of tropical precipitation variability in the NCAR CAM5: STOCHASTIC CONVECTIVE PARAMETERIZATION
journal, June 2016
- Wang, Yong; Zhang, Guang J.; Craig, George C.
- Geophysical Research Letters, Vol. 43, Issue 12
Numerical representation of geostrophic modes on arbitrarily structured C-grids
journal, December 2009
- Thuburn, J.; Ringler, T. D.; Skamarock, W. C.
- Journal of Computational Physics, Vol. 228, Issue 22