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A unified parameterization of clouds and turbulence using CLUBB and subcolumns in the Community Atmosphere Model

Journal Article · · Geoscientific Model Development (Online)

Most global climate models parameterize separate cloud types using separate parameterizations. This approach has several disadvantages, including obscure interactions between parameterizations and inaccurate triggering of cumulus parameterizations.

Alternatively, a unified cloud parameterization uses one equation set to represent all cloud types. Such cloud types include stratiform liquid and ice cloud, shallow convective cloud, and deep convective cloud. Vital to the success of a unified parameterization is a general interface between clouds and microphysics. One such interface involves drawing Monte Carlo samples of subgrid variability of temperature, water vapor, cloud liquid, and cloud ice, and feeding the sample points into a microphysics scheme.

This study evaluates a unified cloud parameterization and a Monte Carlo microphysics interface that has been implemented in the Community Atmosphere Model (CAM) version 5.3. Model computational expense is estimated, and sensitivity to the number of subcolumns is investigated. Results describing the mean climate and tropical variability from global simulations are presented. The new model shows a degradation in precipitation skill but improvements in shortwave cloud forcing, liquid water path, long-wave cloud forcing, precipitable water, and tropical wave simulation.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC05-76RL01830; AC06-76RL01830; SC0008323; SC0008668
OSTI ID:
1227326
Alternate ID(s):
OSTI ID: 1260874
Report Number(s):
PNNL-SA--110648
Journal Information:
Geoscientific Model Development (Online), Journal Name: Geoscientific Model Development (Online) Journal Issue: 12 Vol. 8; ISSN 1991-9603
Publisher:
Copernicus Publications, EGUCopyright Statement
Country of Publication:
Germany
Language:
English

References (91)

The parametric sensitivity of CAM5's MJO: Parametric Sensitivity of CAM5's MJO journal February 2015
CLUBB as a unified cloud parameterization: Opportunities and challenges journal June 2015
A simplified PDF parameterization of subgrid-scale clouds and turbulence for cloud-resolving models: TURBULENCE SCHEME FOR CLOUD-RESOLVING MODELS journal April 2013
Analytic upscaling of a local microphysics scheme. Part II: Simulations journal June 2012
Analytic upscaling of a local microphysics scheme. Part I: Derivation journal June 2012
Noise due to the Monte Carlo independent-column approximation: short-term and long-term impacts in ECHAM5
  • Räisänen, P.; Järvenoja, S.; Järvinen, H.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 134, Issue 631 https://doi.org/10.1002/qj.231
journal January 2008
The Monte Carlo Independent Column Approximation: an assessment using several global atmospheric models
  • Barker, H. W.; Cole, J. N. S.; Morcrette, J. -J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 134, Issue 635 https://doi.org/10.1002/qj.303
journal July 2008
Organized Convective Systems: Archetypal Dynamical Models, Mass and Momentum Flux Theory, and Parametrization journal July 1992
An Improved Mellor–Yamada Level-3 Model with Condensation Physics: Its Design and Verification journal July 2004
Unresolved spatial variability and microphysical process rates in large-scale models journal November 2000
Summarizing multiple aspects of model performance in a single diagram journal April 2001
A cloud resolving model as a cloud parameterization in the NCAR Community Climate System Model: Preliminary results journal September 2001
A fast, flexible, approximate technique for computing radiative transfer in inhomogeneous cloud fields: FAST, FLEXIBLE, APPROXIMATE RADIATIVE TRANSFER journal July 2003
Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models journal January 2008
An update on Earth's energy balance in light of the latest global observations journal September 2012
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
Relationships between Water Vapor Path and Precipitation over the Tropical Oceans journal April 2004
The Kain–Fritsch Convective Parameterization: An Update journal January 2004
Subgrid-Scale Condensation in Models of Nonprecipitating Clouds journal February 1977
The Gaussian Cloud Model Relations journal February 1977
Modeling the Trade-Wind Cumulus Boundary Layer. Part I: Testing the Ensemble Cloud Relations Against Numerical Data journal November 1981
Modeling the Trade-Wind Cumulus Boundary Layer. Part II: A High-Order One-Dimensional Model journal November 1981
A Scheme for Representing Cumulus Convection in Large-Scale Models journal November 1991
A Cumulus Parameterization Including Mass Fluxes, Vertical Momentum Dynamics, and Mesoscale Effects journal March 1993
Binormal Model of Ensemble Partial Cloudiness journal May 1993
Tropical Intraseasonal Oscillations in a Simple Nonlinear Model journal September 1993
Convectively Coupled Equatorial Waves: Analysis of Clouds and Temperature in the Wavenumber–Frequency Domain journal February 1999
Coupling Cloud Processes with the Large-Scale Dynamics Using the Cloud-Resolving Convection Parameterization (CRCP) journal May 2001
Systematic Biases in the Microphysics and Thermodynamics of Numerical Models That Ignore Subgrid-Scale Variability journal May 2001
Toward a Unified Parameterization of the Boundary Layer and Moist Convection. Part I: A New Type of Mass-Flux Model journal August 2001
A Prognostic Parameterization for the Subgrid-Scale Variability of Water Vapor and Clouds in Large-Scale Models and Its Use to Diagnose Cloud Cover journal June 2002
Small-Scale and Mesoscale Variability in Cloudy Boundary Layers: Joint Probability Density Functions journal December 2002
A PDF-Based Model for Boundary Layer Clouds. Part I: Method and Model Description journal December 2002
Evaluation of the Simulated Interannual and Subseasonal Variability in an AMIP-Style Simulation Using the CSU Multiscale Modeling Framework journal February 2008
The Impacts of Convective Parameterization and Moisture Triggering on AGCM-Simulated Convectively Coupled Equatorial Waves journal March 2008
A Dual Mass Flux Framework for Boundary Layer Convection. Part I: Transport journal June 2009
A Dual Mass Flux Framework for Boundary Layer Convection. Part II: Clouds journal June 2009
Moisture Vertical Structure, Column Water Vapor, and Tropical Deep Convection journal June 2009
What Controls the Transition from Shallow to Deep Convection? journal June 2009
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
Mechanisms of Low Cloud–Climate Feedback in Idealized Single-Column Simulations with the Community Atmospheric Model, Version 3 (CAM3) journal September 2008
A New Moist Turbulence Parameterization in the Community Atmosphere Model journal June 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
Structure of the Madden–Julian Oscillation in the Superparameterized CAM journal November 2009
The Role of Convective Moistening in the Madden–Julian Oscillation journal November 2009
Application of MJO Simulation Diagnostics to Climate Models journal December 2009
Structure of AGCM-Simulated Convectively Coupled Kelvin Waves and Sensitivity to Convective Parameterization journal January 2011
Sensitivity of the Aerosol Indirect Effect to Subgrid Variability in the Cloud Parameterization of the GFDL Atmosphere General Circulation Model AM3 journal July 2011
The Dynamical Core, Physical Parameterizations, and Basic Simulation Characteristics of the Atmospheric Component AM3 of the GFDL Global Coupled Model CM3 journal July 2011
Parameterization of the Spatial Variability of Rain for Large-Scale Models and Remote Sensing journal October 2015
Eddy Diffusivity/Mass Flux and Shallow Cumulus Boundary Layer: An Updraft PDF Multiple Mass Flux Scheme journal May 2012
A Unified Model for Moist Convective Boundary Layers Based on a Stochastic Eddy-Diffusivity/Mass-Flux Parameterization journal July 2013
A Unified Convection Scheme (UNICON). Part I: Formulation journal November 2014
A Unified Convection Scheme (UNICON). Part II: Simulation journal November 2014
Supplying Local Microphysics Parameterizations with Information about Subgrid Variability: Latin Hypercube Sampling journal November 2005
Representing Convective Organization in Prediction Models by a Hybrid Strategy journal December 2006
A Combined Eddy-Diffusivity Mass-Flux Approach for the Convective Boundary Layer journal April 2007
Observed Characteristics of the MJO Relative to Maximum Rainfall journal July 2007
The MJO Transition from Shallow to Deep Convection in CloudSat /CALIPSO Data and GISS GCM Simulations journal June 2012
Intraseasonal Convective Moistening in CMIP3 Models journal April 2012
Higher-Order Turbulence Closure and Its Impact on Climate Simulations in the Community Atmosphere Model journal December 2013
Multivariate Probability Density Functions with Dynamics in the GFDL Atmospheric General Circulation Model: Global Tests journal March 2014
Process-Oriented MJO Simulation Diagnostic: Moisture Sensitivity of Simulated Convection journal July 2014
Advanced Two-Moment Bulk Microphysics for Global Models. Part I: Off-Line Tests and Comparison with Other Schemes journal February 2015
Advanced Two-Moment Bulk Microphysics for Global Models. Part II: Global Model Solutions and Aerosol–Cloud Interactions journal February 2015
The Monte Carlo Independent Column Approximation’s Conditional Random Noise: Impact on Simulated Climate journal November 2005
Tests of Monte Carlo Independent Column Approximation in the ECHAM5 Atmospheric GCM journal October 2007
PDF Parameterization of Boundary Layer Clouds in Models with Horizontal Grid Spacings from 2 to 16 km journal January 2012
Quadrature Methods for the Calculation of Subgrid Microphysics Moments journal July 2015
Using Probability Density Functions to Derive Consistent Closure Relationships among Higher-Order Moments journal April 2005
Using Stochastically Generated Subcolumns to Represent Cloud Structure in a Large-Scale Model journal December 2006
Implementation of a Stochastic Eddy-Diffusivity/Mass-Flux Parameterization into the Navy Global Environmental Model journal December 2014
Evaluation and optimization of sampling errors for the Monte Carlo Independent Column Approximation journal July 2004
An eddy-diffusivity/mass-flux parametrization for dry and shallow cumulus convection journal October 2004
Stochastic generation of subgrid-scale cloudy columns for large-scale models
  • Räisänen, Petri; Barker, Howard W.; Khairoutdinov, Marat F.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 130, Issue 601 https://doi.org/10.1256/qj.03.99
journal July 2004
Daytime convective development over land: A model intercomparison based on LBA observations journal January 2006
Mode decomposition as a methodology for developing convective-scale representations in global models
  • Yano, Jun-Ichi; Redelsperger, Jean-Luc; Bechtold, Peter
  • Quarterly Journal of the Royal Meteorological Society, Vol. 131, Issue 610 https://doi.org/10.1256/qj.04.44
journal July 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
A scheme for predicting layer clouds and their water content in a general circulation model journal January 1990
The role of vertically varying cloud fraction in the parametrization of microphysical processes in the ECMWF model journal April 1999
Chapter 11 Challenges in Numerical Modeling of Tropical Circulations book December 2008
Simulation of Boundary-Layer Cumulus and Stratocumulus Clouds Using a Cloud-Resolving Model with Low-and Third-order Turbulence Closures journal January 2008
Assumed Probability Density Functions for Shallow and Deep Convection: ASSUMED PROBABILITY DENSITY FUNCTIONS FOR SHALLOW AND DEEP CONVECTION journal April 2010
Simulating deep convection with a shallow convection scheme journal January 2011
Monte Carlo-based subgrid parameterization of vertical velocity and stratiform cloud microphysics in ECHAM5.5-HAM2 journal January 2013
Explicit representation of subgrid variability in cloud microphysics yields weaker aerosol indirect effect in the ECHAM5-HAM2 climate model journal January 2015
A statistical subgrid-scale algorithm for precipitation formation in stratiform clouds in the ECHAM5 single column model journal January 2011
Toward a minimal representation of aerosols in climate models: description and evaluation in the Community Atmosphere Model CAM5 journal January 2012
The Subgrid Importance Latin Hypercube Sampler (SILHS): a multivariate subcolumn generator journal January 2013
Parameterizing deep convection using the assumed probability density function method journal January 2015
A flexible importance sampling method for integrating subgrid processes journal January 2015

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