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Title: 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:
ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [2]; ORCiD logo [3]; ORCiD logo [4]; ORCiD logo [4]
  1. National Center for Atmospheric Research (NCAR), Boulder, CO (United States)
  2. Yonsei Univ., Seoul (Korea, Republic of)
  3. Pennsylvania State Univ., University Park, PA (United States)
  4. 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
  • DOI: 10.1175/JCLI-D-13-00387.1

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
  • DOI: 10.1175/JCLI-D-12-00154.1

Convergence of aqua-planet simulations with increasing resolution in the Community Atmospheric Model, Version 3
journal, January 2008


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
  • DOI: 10.5194/gmd-9-1263-2016

A modified formulation of fractional stratiform condensation rate in the NCAR Community Atmospheric Model (CAM2)
journal, January 2003


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
  • DOI: 10.1029/2017MS001251

Convective quasi-equilibrium in midlatitude continental environment and its effect on convective parameterization
journal, January 2002


Interaction of a Cumulus Cloud Ensemble with the Large-Scale Environment, Part I
journal, April 1974


Eddy fluxes and sensitivity of the water cycle to spatial resolution in idealized regional aquaplanet model simulations
journal, June 2013


An Explanation for the Sensitivity of the Mean State of the Community Atmosphere Model to Horizontal Resolution on Aquaplanets
journal, July 2017


Mesoscale Unsaturated Downdrafts Driven by Rainfall Evaporation: A Numerical Study
journal, February 1979


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
  • DOI: 10.1029/97JD00237

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
  • DOI: 10.1029/2000JD900170

Convectively Coupled Equatorial Waves: Analysis of Clouds and Temperature in the Wavenumber–Frequency Domain
journal, February 1999


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
  • DOI: 10.1002/2015MS000593

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
  • DOI: 10.1175/JCLI-D-14-00087.1

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
  • DOI: 10.1002/2014MS000334

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
  • DOI: 10.1175/2008JCLI2244.1

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
  • DOI: 10.1175/MWR-D-15-0311.1

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
  • DOI: 10.1002/2016MS000727

Error Characteristics of Two Grid Refinement Approaches in Aquaplanet Simulations: MPAS-A and WRF
journal, September 2013


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
  • DOI: 10.2151/jmsj.2013-A01

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
  • DOI: 10.3402/tellusa.v67.25151

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
  • DOI: 10.2151/jmsj.2013-A02

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
  • DOI: 10.1175/MWR-D-11-00215.1

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
  • DOI: 10.5194/acp-11-3731-2011

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


A scale and aerosol aware stochastic convective parameterization for weather and air quality modeling
journal, January 2014


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
  • DOI: 10.1029/2008JD009944

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
  • DOI: 10.1175/2007JAS2263.1

Centroidal Voronoi Tessellations: Applications and Algorithms
journal, January 1999


Simulation of Tropical Convective Systems. Part I: A Cumulus Parameterization
journal, December 1987


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
  • DOI: 10.1175/2011JCLI3860.1

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
  • DOI: 10.1175/MWR-D-17-0345.1

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
  • DOI: 10.1029/2010JD014532

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
  • DOI: 10.1029/2018MS001536

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
  • DOI: 10.1002/2017MS001227

Advanced Two-Moment Bulk Microphysics for Global Models. Part I: Off-Line Tests and Comparison with Other Schemes
journal, February 2015


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
  • DOI: 10.1256/qj.03.103

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
  • DOI: 10.1016/j.jcp.2009.12.007

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
  • DOI: 10.1002/2017MS001067

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
  • DOI: 10.1175/JAS-D-13-0163.1

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
  • DOI: 10.1007/BF01025402

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
  • DOI: 10.1175/JCLI-D-14-00004.1

A multiresolution method for climate system modeling: application of spherical centroidal Voronoi tessellations
journal, November 2008


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
  • DOI: 10.1002/qj.1992

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
  • DOI: 10.1002/2016MS000866

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
  • DOI: 10.5194/gmd-13-2851-2020

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
  • DOI: 10.1007/s00382-015-2959-5

Metrics and Diagnostics for Precipitation-Related Processes in Climate Model Short-Range Hindcasts
journal, March 2013


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
  • DOI: 10.1002/2016GL069818

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
  • DOI: 10.1016/j.jcp.2009.08.006