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Title: A multiscale modeling framework model (superparameterized CAM5) with a higher‐order turbulence closure: Model description and low‐cloud simulations

Journal Article · · Journal of Advances in Modeling Earth Systems
DOI:https://doi.org/10.1002/2014MS000375· OSTI ID:1295973
 [1];  [2];  [3];  [3];  [2];  [3];  [4];  [3];  [5]
  1. Atmospheric Science and Global Change Division Pacific Northwest National Laboratory Richland Washington USA, Now at Institute for Climate and Global Change Research &, School of Atmospheric Sciences Nanjing University Nanjing China
  2. University of Wisconsin—Milwaukee Milwaukee Wisconsin USA
  3. Atmospheric Science and Global Change Division Pacific Northwest National Laboratory Richland Washington USA
  4. Department of Atmospheric Science University of Wyoming Laramie Wyoming USA
  5. Atmospheric Science and Global Change Division Pacific Northwest National Laboratory Richland Washington USA, Institute of Atmospheric Physics Beijing China, Climate Change Research Center, Chinese Academy of Sciences Beijing China

In this study, a higher-order turbulence closure scheme, called Cloud Layers Unified by Binormals (CLUBB), is implemented into a Multi-scale Modeling Framework (MMF) model to improve low cloud simulations. The performance of CLUBB in MMF simulations with two different microphysics configurations (one-moment cloud microphysics without aerosol treatment and two-moment cloud microphysics coupled with aerosol treatment) is evaluated against observations and further compared with results from the Community Atmosphere Model, Version 5 (CAM5) with conventional cloud parameterizations. CLUBB is found to improve low cloud simulations in the MMF, and the improvement is particularly evident in the stratocumulus-to-cumulus transition regions. Compared to the single-moment cloud microphysics, CLUBB with two-moment microphysics produces clouds that are closer to the coast, and agrees better with observations. In the stratocumulus-to cumulus transition regions, CLUBB with two-moment cloud microphysics produces shortwave cloud forcing in better agreement with observations, while CLUBB with single moment cloud microphysics overestimates shortwave cloud forcing. CLUBB is further found to produce quantitatively similar improvements in the MMF and CAM5, with slightly better performance in the MMF simulations (e.g., MMF with CLUBB generally produces low clouds that are closer to the coast than CAM5 with CLUBB). As a result, improved low cloud simulations in MMF make it an even more attractive tool for studying aerosol-cloud-precipitation interactions.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
Grant/Contract Number:
AC05-76RL01830
OSTI ID:
1295973
Alternate ID(s):
OSTI ID: 1208771; OSTI ID: 1295974
Report Number(s):
PNNL-SA-104723
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Vol. 7 Journal Issue: 2; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 29 works
Citation information provided by
Web of Science

References (57)

Relationships among cloud occurrence frequency, overlap, and effective thickness derived from CALIPSO and CloudSat merged cloud vertical profiles journal January 2010
The multi-scale aerosol-climate model PNNL-MMF: model description and evaluation journal January 2011
Marine boundary layer clouds at the heart of tropical cloud feedback uncertainties in climate models journal January 2005
Simulation of shallow cumuli and their transition to deep convective clouds by cloud-resolving models with different third-order turbulence closures journal January 2006
Multivariate Probability Density Functions with Dynamics in the GFDL Atmospheric General Circulation Model: Global Tests journal March 2014
Parameterizing correlations between hydrometeor species in mixed-phase Arctic clouds journal January 2011
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
Toward a minimal representation of aerosols in climate models: description and evaluation in the Community Atmosphere Model CAM5 journal January 2012
A PDF-Based Model for Boundary Layer Clouds. Part I: Method and Model Description journal December 2002
Weather and climate analyses using improved global water vapor observations: WEATHER AND CLIMATE ANALYSES FROM NVAP-M journal August 2012
Breaking the Cloud Parameterization Deadlock journal November 2003
A New Double-Moment Microphysics Parameterization for Application in Cloud and Climate Models. Part I: Description journal June 2005
Investigating ice nucleation in cirrus clouds with an aerosol-enabled Multiscale Modeling Framework journal November 2014
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
The impact of humidity above stratiform clouds on indirect aerosol climate forcing journal December 2004
A Multiscale Modeling System: Developments, Applications, and Critical Issues journal April 2009
A PDF-Based Microphysics Parameterization for Simulation of Drizzling Boundary Layer Clouds journal August 2009
Evaluating Low-Cloud Simulation from an Upgraded Multiscale Modeling Framework Model. Part I: Sensitivity to Spatial Resolution and Climatology journal August 2013
Toward Optimal Closure of the Earth's Top-of-Atmosphere Radiation Budget journal February 2009
Aerosol effects on stratocumulus water paths in a PDF-based parameterization: FULL LWP RESPONSES IN MVD PDFs journal September 2011
An update on Earth's energy balance in light of the latest global observations journal September 2012
Sensitivity of remote aerosol distributions to representation of cloud–aerosol interactions in a global climate model journal January 2013
Small-Scale and Mesoscale Variability in Cloudy Boundary Layers: Joint Probability Density Functions journal December 2002
Simulations of the Atmospheric General Circulation Using a Cloud-Resolving Model as a Superparameterization of Physical Processes journal July 2005
Improvements of top-of-atmosphere and surface irradiance computations with CALIPSO-, CloudSat-, and MODIS-derived cloud and aerosol properties journal January 2011
Using Probability Density Functions to Derive Consistent Closure Relationships among Higher-Order Moments journal April 2005
The Subgrid Importance Latin Hypercube Sampler (SILHS): a multivariate subcolumn generator journal January 2013
The Impact of Convection on ENSO: From a Delayed Oscillator to a Series of Events journal November 2008
Evaluating Low-Cloud Simulation from an Upgraded Multiscale Modeling Framework Model. Part II: Seasonal Variations over the Eastern Pacific journal August 2013
A New Moist Turbulence Parameterization in the Community Atmosphere Model journal June 2009
A Community Atmosphere Model With Superparameterized Clouds journal June 2013
Constraining cloud lifetime effects of aerosols using A-Train satellite observations: CONSTRAINING CLOUD LIFETIME EFFECTS journal August 2012
Global and regional modeling of clouds and aerosols in the marine boundary layer during VOCALS: the VOCA Intercomparison journal January 2014
Cloud Resolving Modeling of the ARM Summer 1997 IOP: Model Formulation, Results, Uncertainties, and Sensitivities journal February 2003
Exposing Global Cloud Biases in the Community Atmosphere Model (CAM) Using Satellite Observations and Their Corresponding Instrument Simulators journal August 2012
Mean Structure and Diurnal Cycle of Southeast Atlantic Boundary Layer Clouds: Insights from Satellite Observations and Multiscale Modeling Framework Simulations journal January 2015
Aerosol indirect effects in a multi-scale aerosol-climate model PNNL-MMF journal January 2011
Evaluating Low-Cloud Simulation from an Upgraded Multiscale Modeling Framework Model. Part III: Tropical and Subtropical Cloud Transitions over the Northern Pacific journal August 2013
Higher-Order Turbulence Closure and Its Impact on Climate Simulations in the Community Atmosphere Model journal December 2013
A sensitivity analysis of cloud properties to CLUBB parameters in the single-column Community Atmosphere Model (SCAM5) journal August 2014
Diagnosis of the marine low cloud simulation in the NCAR community earth system model (CESM) and the NCEP global forecast system (GFS)-modular ocean model v4 (MOM4) coupled model journal February 2014
PDF Parameterization of Boundary Layer Clouds in Models with Horizontal Grid Spacings from 2 to 16 km journal January 2012
Hydrometeor Detection Using Cloudsat —An Earth-Orbiting 94-GHz Cloud Radar journal April 2008
Assessing the effects of anthropogenic aerosols on Pacific storm track using a multiscale global climate model journal April 2014
Stratocumulus Clouds journal August 2012
Evaluation of the Simulated Interannual and Subseasonal Variability in an AMIP-Style Simulation Using the CSU Multiscale Modeling Framework journal February 2008
Beyond deadlock: BEYOND DEADLOCK journal November 2013
Cloud representation in general-circulation models over the northern Pacific Ocean: A EUROCS intercomparison study journal October 2004
Tropical and Subtropical Cloud Transitions in Weather and Climate Prediction Models: The GCSS/WGNE Pacific Cross-Section Intercomparison (GPCI) journal October 2011
A cloud resolving model as a cloud parameterization in the NCAR Community Climate System Model: Preliminary results journal September 2001
A parameterization of aerosol activation: 2. Multiple aerosol types journal March 2000
Improved low-cloud simulation from a multiscale modeling framework with a third-order turbulence closure in its cloud-resolving model component journal January 2011
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
The University of Washington Shallow Convection and Moist Turbulence Schemes and Their Impact on Climate Simulations with the Community Atmosphere Model journal June 2009
The Explicit-Cloud Parameterized-Pollutant hybrid approach for aerosol–cloud interactions in multiscale modeling framework models: tracer transport results journal April 2008
The Version-2 Global Precipitation Climatology Project (GPCP) Monthly Precipitation Analysis (1979–Present) journal December 2003
Diurnal variability of low clouds in the Southeast Pacific simulated by a multiscale modeling framework model: DIURNAL VARIABILITY OF LOW CLOUDS IN MMF journal August 2013