A unified parameterization of clouds and turbulence using CLUBB and subcolumns in the Community Atmosphere Model
Abstract
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. 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 short-wave cloud forcing, liquid water path, long-wave cloud forcing, precipitable water, and tropical wave simulation. Also presented are estimations of computational expense and investigation of sensitivity to number of subcolumns.
- Authors:
-
- National Center for Atmospheric Research, Boulder, CO (United States); Univ. of Wisconsin-Milwaukee, Milwaukee, WI (United States)
- National Center for Atmospheric Research, Boulder, CO (United States)
- Univ. of Wisconsin-Milwaukee, Milwaukee, WI (United States)
- Univ. of Washington, Seattle, WA (United States)
- Nanjing Univ., Nanjing (China); Collaborative Innovation Center of Climate Change, Jiangsu Province (China); Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- Pacific Northwest National Lab. (PNNL), Richland, WA (United States)
- Publication Date:
- Research Org.:
- Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR). Scientific Discovery through Advanced Computing (SciDAC)
- OSTI Identifier:
- 1213586
- Grant/Contract Number:
- SC0008668; SC0008323; AGS-0968640; AGS-0968657; AC06-76RL01830
- Resource Type:
- Journal Article: Accepted Manuscript
- Journal Name:
- Geoscientific Model Development Discussions (Online)
- Additional Journal Information:
- Journal Volume: 8; Journal Issue: 6; Journal ID: ISSN 1991-962X
- Publisher:
- European Geosciences Union
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 58 GEOSCIENCES
Citation Formats
Thayer-Calder, K., Gettelman, A., Craig, C., Goldhaber, S., Bogenschutz, P. A., Chen, C. -C., Morrison, H., Höft, J., Raut, E., Griffin, B. M., Weber, J. K., Larson, V. E., Wyant, M. C., Wang, M., Guo, Z., and Ghan, S. J. A unified parameterization of clouds and turbulence using CLUBB and subcolumns in the Community Atmosphere Model. United States: N. p., 2015.
Web. doi:10.5194/gmdd-8-5041-2015.
Thayer-Calder, K., Gettelman, A., Craig, C., Goldhaber, S., Bogenschutz, P. A., Chen, C. -C., Morrison, H., Höft, J., Raut, E., Griffin, B. M., Weber, J. K., Larson, V. E., Wyant, M. C., Wang, M., Guo, Z., & Ghan, S. J. A unified parameterization of clouds and turbulence using CLUBB and subcolumns in the Community Atmosphere Model. United States. https://doi.org/10.5194/gmdd-8-5041-2015
Thayer-Calder, K., Gettelman, A., Craig, C., Goldhaber, S., Bogenschutz, P. A., Chen, C. -C., Morrison, H., Höft, J., Raut, E., Griffin, B. M., Weber, J. K., Larson, V. E., Wyant, M. C., Wang, M., Guo, Z., and Ghan, S. J. 2015.
"A unified parameterization of clouds and turbulence using CLUBB and subcolumns in the Community Atmosphere Model". United States. https://doi.org/10.5194/gmdd-8-5041-2015. https://www.osti.gov/servlets/purl/1213586.
@article{osti_1213586,
title = {A unified parameterization of clouds and turbulence using CLUBB and subcolumns in the Community Atmosphere Model},
author = {Thayer-Calder, K. and Gettelman, A. and Craig, C. and Goldhaber, S. and Bogenschutz, P. A. and Chen, C. -C. and Morrison, H. and Höft, J. and Raut, E. and Griffin, B. M. and Weber, J. K. and Larson, V. E. and Wyant, M. C. and Wang, M. and Guo, Z. and Ghan, S. J.},
abstractNote = {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. 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 short-wave cloud forcing, liquid water path, long-wave cloud forcing, precipitable water, and tropical wave simulation. Also presented are estimations of computational expense and investigation of sensitivity to number of subcolumns.},
doi = {10.5194/gmdd-8-5041-2015},
url = {https://www.osti.gov/biblio/1213586},
journal = {Geoscientific Model Development Discussions (Online)},
issn = {1991-962X},
number = 6,
volume = 8,
place = {United States},
year = {Tue Jun 30 00:00:00 EDT 2015},
month = {Tue Jun 30 00:00:00 EDT 2015}
}
Works referenced in this record:
Noise due to the Monte Carlo independent-column approximation: short-term and long-term impacts in ECHAM5
journal, January 2008
- Räisänen, P.; Järvenoja, S.; Järvinen, H.
- Quarterly Journal of the Royal Meteorological Society, Vol. 134, Issue 631
The Kain–Fritsch Convective Parameterization: An Update
journal, January 2004
- Kain, John S.
- Journal of Applied Meteorology, Vol. 43, Issue 1
Simulation of Boundary-Layer Cumulus and Stratocumulus Clouds Using a Cloud-Resolving Model with Low-and Third-order Turbulence Closures
journal, January 2008
- Cheng, Anning; Xu, Kuan-Man
- Journal of the Meteorological Society of Japan, Vol. 86A
Application of MJO Simulation Diagnostics to Climate Models
journal, December 2009
- Kim, D.; Sperber, K.; Stern, W.
- Journal of Climate, Vol. 22, Issue 23
Relationships between Water Vapor Path and Precipitation over the Tropical Oceans
journal, April 2004
- Bretherton, Christopher S.; Peters, Matthew E.; Back, Larissa E.
- Journal of Climate, Vol. 17, Issue 7
Observed Characteristics of the MJO Relative to Maximum Rainfall
journal, July 2007
- Benedict, James J.; Randall, David A.
- Journal of the Atmospheric Sciences, Vol. 64, Issue 7
Binormal Model of Ensemble Partial Cloudiness
journal, May 1993
- Lewellen, W. S.; Yoh, S.
- Journal of the Atmospheric Sciences, Vol. 50, Issue 9
The Role of Convective Moistening in the Madden–Julian Oscillation
journal, November 2009
- Thayer-Calder, Katherine; Randall, David A.
- Journal of the Atmospheric Sciences, Vol. 66, Issue 11
Coupling Cloud Processes with the Large-Scale Dynamics Using the Cloud-Resolving Convection Parameterization (CRCP)
journal, May 2001
- Grabowski, Wojciech W.
- Journal of the Atmospheric Sciences, Vol. 58, Issue 9
Mechanisms of Low Cloud–Climate Feedback in Idealized Single-Column Simulations with the Community Atmospheric Model, Version 3 (CAM3)
journal, September 2008
- Zhang, Minghua; Bretherton, Christopher
- Journal of Climate, Vol. 21, Issue 18
A Unified Convection Scheme (UNICON). Part II: Simulation
journal, November 2014
- Park, Sungsu
- Journal of the Atmospheric Sciences, Vol. 71, Issue 11
Summarizing multiple aspects of model performance in a single diagram
journal, April 2001
- Taylor, Karl E.
- Journal of Geophysical Research: Atmospheres, Vol. 106, Issue D7
Tropical Intraseasonal Oscillations in a Simple Nonlinear Model
journal, September 1993
- Bladé, Ileana; Hartmann, Dennis L.
- Journal of the Atmospheric Sciences, Vol. 50, Issue 17
An update on Earth's energy balance in light of the latest global observations
journal, September 2012
- Stephens, Graeme L.; Li, Juilin; Wild, Martin
- Nature Geoscience, Vol. 5, Issue 10
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
Explicit representation of subgrid variability in cloud microphysics yields weaker aerosol indirect effect in the ECHAM5-HAM2 climate model
journal, June 2014
- Tonttila, J.; Jarvinen, H.; Raisanen, P.
- Atmospheric Chemistry and Physics Discussions
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 Subgrid Importance Latin Hypercube Sampler (SILHS): a multivariate subcolumn generator
journal, January 2013
- Larson, V. E.; Schanen, D. P.
- Geoscientific Model Development, Vol. 6, Issue 5
Using Probability Density Functions to Derive Consistent Closure Relationships among Higher-Order Moments
journal, April 2005
- Larson, Vincent E.; Golaz, Jean-Christophe
- Monthly Weather Review, Vol. 133, Issue 4
The MJO Transition from Shallow to Deep Convection in CloudSat /CALIPSO Data and GISS GCM Simulations
journal, June 2012
- Del Genio, Anthony D.; Chen, Yonghua; Kim, Daehyun
- Journal of Climate, Vol. 25, Issue 11
Evaluation and optimization of sampling errors for the Monte Carlo Independent Column Approximation
journal, July 2004
- Räisänen, Petri; Barker, Howard W.
- Quarterly Journal of the Royal Meteorological Society, Vol. 130, Issue 601
The role of vertically varying cloud fraction in the parametrization of microphysical processes in the ECMWF model
journal, April 1999
- Jakob, Christian; Klein, Stephen A.
- Quarterly Journal of the Royal Meteorological Society, Vol. 125, Issue 555
Higher-Order Turbulence Closure and Its Impact on Climate Simulations in the Community Atmosphere Model
journal, December 2013
- Bogenschutz, Peter A.; Gettelman, Andrew; Morrison, Hugh
- Journal of Climate, Vol. 26, Issue 23
Analytic upscaling of a local microphysics scheme. Part I: Derivation
journal, June 2012
- Larson, Vincent E.; Griffin, Brian M.
- Quarterly Journal of the Royal Meteorological Society, Vol. 139, Issue 670
Analytic upscaling of a local microphysics scheme. Part II: Simulations
journal, June 2012
- Griffin, Brian M.; Larson, Vincent E.
- Quarterly Journal of the Royal Meteorological Society, Vol. 139, Issue 670
Structure of the Madden–Julian Oscillation in the Superparameterized CAM
journal, November 2009
- Benedict, James J.; Randall, David A.
- Journal of the Atmospheric Sciences, Vol. 66, Issue 11
Explicit representation of subgrid variability in cloud microphysics yields weaker aerosol indirect effect in the ECHAM5-HAM2 climate model
journal, January 2015
- Tonttila, J.; Järvinen, H.; Räisänen, P.
- Atmospheric Chemistry and Physics, Vol. 15, Issue 2
An eddy-diffusivity/mass-flux parametrization for dry and shallow cumulus convection
journal, October 2004
- Soares, P. M. M.; Miranda, P. M. A.; Siebesma, A. P.
- Quarterly Journal of the Royal Meteorological Society, Vol. 130, Issue 604
A fast, flexible, approximate technique for computing radiative transfer in inhomogeneous cloud fields: FAST, FLEXIBLE, APPROXIMATE RADIATIVE TRANSFER
journal, July 2003
- Pincus, Robert; Barker, Howard W.; Morcrette, Jean-Jacques
- Journal of Geophysical Research: Atmospheres, Vol. 108, Issue D13
A scheme for predicting layer clouds and their water content in a general circulation model
journal, January 1990
- Smith, R. N. B.
- Quarterly Journal of the Royal Meteorological Society, Vol. 116, Issue 492
Daytime convective development over land: A model intercomparison based on LBA observations
journal, January 2006
- Grabowski, W. W.; Bechtold, P.; Cheng, A.
- Quarterly Journal of the Royal Meteorological Society, Vol. 132, Issue 615
A cloud resolving model as a cloud parameterization in the NCAR Community Climate System Model: Preliminary results
journal, September 2001
- Khairoutdinov, Marat F.; Randall, David A.
- Geophysical Research Letters, Vol. 28, Issue 18
A statistical subgrid-scale algorithm for precipitation formation in stratiform clouds in the ECHAM5 single column model
journal, January 2011
- Jess, S.; Spichtinger, P.; Lohmann, U.
- Atmospheric Chemistry and Physics Discussions, Vol. 11, Issue 3
What Controls the Transition from Shallow to Deep Convection?
journal, June 2009
- Wu, Chien-Ming; Stevens, Bjorn; Arakawa, Akio
- Journal of the Atmospheric Sciences, Vol. 66, Issue 6
The University of Washington Shallow Convection and Moist Turbulence Schemes and Their Impact on Climate Simulations with the Community Atmosphere Model
journal, June 2009
- Park, Sungsu; Bretherton, Christopher S.
- Journal of Climate, Vol. 22, Issue 12
Parameterizing deep convection using the assumed probability density function method
journal, January 2015
- Storer, R. L.; Griffin, B. M.; Höft, J.
- Geoscientific Model Development, Vol. 8, Issue 1
Assumed Probability Density Functions for Shallow and Deep Convection: ASSUMED PROBABILITY DENSITY FUNCTIONS FOR SHALLOW AND DEEP CONVECTION
journal, April 2010
- Bogenschutz, Peter A.; Krueger, Steven K.; Khairoutdinov, Marat
- Journal of Advances in Modeling Earth Systems, Vol. 2, Issue 4
Simulating deep convection with a shallow convection scheme
journal, January 2011
- Hohenegger, C.; Bretherton, C. S.
- Atmospheric Chemistry and Physics, Vol. 11, Issue 20
The Impacts of Convective Parameterization and Moisture Triggering on AGCM-Simulated Convectively Coupled Equatorial Waves
journal, March 2008
- Lin, Jia-Lin; Lee, Myong-In; Kim, Daehyun
- Journal of Climate, Vol. 21, Issue 5
Simulation of shallow cumuli and their transition to deep convective clouds by cloud-resolving models with different third-order turbulence closures
journal, January 2006
- Cheng, Anning; Xu, Kuan-Man
- Quarterly Journal of the Royal Meteorological Society, Vol. 132, Issue 615
Multivariate Probability Density Functions with Dynamics in the GFDL Atmospheric General Circulation Model: Global Tests
journal, March 2014
- Guo, Huan; Golaz, Jean-Christophe; Donner, Leo J.
- Journal of Climate, Vol. 27, Issue 5
Toward a minimal representation of aerosols in climate models: description and evaluation in the Community Atmosphere Model CAM5
journal, January 2012
- Liu, X.; Easter, R. C.; Ghan, S. J.
- Geoscientific Model Development, Vol. 5, Issue 3
Systematic Biases in the Microphysics and Thermodynamics of Numerical Models That Ignore Subgrid-Scale Variability
journal, May 2001
- Larson, Vincent E.; Wood, Robert; Field, Paul R.
- Journal of the Atmospheric Sciences, Vol. 58, Issue 9
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
The MJO Transition from Shallow to Deep Convection in CloudSat/CALIPSO Data and GISS GCM Simulations
text, January 2012
- Chen, Yonghua; Del Genio, Anthony D.; Kim, Daehyun
- Columbia University
Quadrature Methods for the Calculation of Subgrid Microphysics Moments
journal, July 2015
- Chowdhary, K.; Salloum, M.; Debusschere, B.
- Monthly Weather Review, Vol. 143, Issue 7
Mode decomposition as a methodology for developing convective-scale representations in global models
journal, July 2005
- Yano, Jun-Ichi; Redelsperger, Jean-Luc; Bechtold, Peter
- Quarterly Journal of the Royal Meteorological Society, Vol. 131, Issue 610
Parameterization of the Spatial Variability of Rain for Large-Scale Models and Remote Sensing
journal, October 2015
- Lebo, Z. J.; Williams, C. R.; Feingold, G.
- Journal of Applied Meteorology and Climatology, Vol. 54, Issue 10
The parametric sensitivity of CAM5's MJO: Parametric Sensitivity of CAM5's MJO
journal, February 2015
- Boyle, J. S.; Klein, S. A.; Lucas, D. D.
- Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 4
Tests of Monte Carlo Independent Column Approximation in the ECHAM5 Atmospheric GCM
journal, October 2007
- Räisänen, P.; Järvenoja, S.; Järvinen, H.
- Journal of Climate, Vol. 20, Issue 19
A flexible importance sampling method for integrating subgrid processes
journal, January 2015
- Raut, E. K.; Larson, V. E.
- Geoscientific Model Development Discussions, Vol. 8, Issue 10
A New Moist Turbulence Parameterization in the Community Atmosphere Model
journal, June 2009
- Bretherton, Christopher S.; Park, Sungsu
- Journal of Climate, Vol. 22, Issue 12
Using Stochastically Generated Subcolumns to Represent Cloud Structure in a Large-Scale Model
journal, December 2006
- Pincus, Robert; Hemler, Richard; Klein, Stephen A.
- Monthly Weather Review, Vol. 134, Issue 12
A simplified PDF parameterization of subgrid-scale clouds and turbulence for cloud-resolving models: TURBULENCE SCHEME FOR CLOUD-RESOLVING MODELS
journal, April 2013
- Bogenschutz, Peter A.; Krueger, Steven K.
- Journal of Advances in Modeling Earth Systems, Vol. 5, Issue 2
The Monte Carlo Independent Column Approximation: an assessment using several global atmospheric models
journal, July 2008
- Barker, H. W.; Cole, J. N. S.; Morcrette, J. -J.
- Quarterly Journal of the Royal Meteorological Society, Vol. 134, Issue 635
Moisture Vertical Structure, Column Water Vapor, and Tropical Deep Convection
journal, June 2009
- Holloway, Christopher E.; Neelin, J. David
- Journal of the Atmospheric Sciences, Vol. 66, Issue 6
CLUBB as a unified cloud parameterization: Opportunities and challenges
journal, June 2015
- Guo, H.; Golaz, J. ‐C.; Donner, L. J.
- Geophysical Research Letters, Vol. 42, Issue 11
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
Process-Oriented MJO Simulation Diagnostic: Moisture Sensitivity of Simulated Convection
journal, July 2014
- Kim, Daehyun; Xavier, Prince; Maloney, Eric
- Journal of Climate, Vol. 27, Issue 14
A Unified Convection Scheme (UNICON). Part I: Formulation
journal, November 2014
- Park, Sungsu
- Journal of the Atmospheric Sciences, Vol. 71, Issue 11
The Monte Carlo Independent Column Approximation’s Conditional Random Noise: Impact on Simulated Climate
journal, November 2005
- Räisänen, P.; Barker, H. W.; Cole, J. N. S.
- Journal of Climate, Vol. 18, Issue 22
Sensitivity of the Aerosol Indirect Effect to Subgrid Variability in the Cloud Parameterization of the GFDL Atmosphere General Circulation Model AM3
journal, July 2011
- Golaz, Jean-Christophe; Salzmann, Marc; Donner, Leo J.
- Journal of Climate, Vol. 24, Issue 13
Evaluation of the Simulated Interannual and Subseasonal Variability in an AMIP-Style Simulation Using the CSU Multiscale Modeling Framework
journal, February 2008
- Khairoutdinov, Marat; DeMott, Charlotte; Randall, David
- Journal of Climate, Vol. 21, Issue 3
A statistical subgrid-scale algorithm for precipitation formation in stratiform clouds in the ECHAM5 single column model
text, January 2011
- Jess, Stephanie; Spichtinger, Peter; Lohmann, Ulrike
- ETH Zurich
Monte Carlo-based subgrid parameterization of vertical velocity and stratiform cloud microphysics in ECHAM5.5-HAM2
journal, January 2013
- Tonttila, J.; Räisänen, P.; Järvinen, H.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 15
Supplying Local Microphysics Parameterizations with Information about Subgrid Variability: Latin Hypercube Sampling
journal, November 2005
- Larson, Vincent E.; Golaz, Jean-Christophe; Jiang, Hongli
- Journal of the Atmospheric Sciences, Vol. 62, Issue 11
Unresolved spatial variability and microphysical process rates in large-scale models
journal, November 2000
- Pincus, Robert; Klein, Stephen A.
- Journal of Geophysical Research: Atmospheres, Vol. 105, Issue D22
Structure of AGCM-Simulated Convectively Coupled Kelvin Waves and Sensitivity to Convective Parameterization
journal, January 2011
- Frierson, Dargan M. W.; Kim, Daehyun; Kang, In-Sik
- Journal of the Atmospheric Sciences, Vol. 68, Issue 1
Organized Convective Systems: Archetypal Dynamical Models, Mass and Momentum Flux Theory, and Parametrization
journal, July 1992
- Moncrieff, Mitchell W.
- Quarterly Journal of the Royal Meteorological Society, Vol. 118, Issue 507
Intraseasonal Convective Moistening in CMIP3 Models
journal, April 2012
- Xavier, Prince K.
- Journal of Climate, Vol. 25, Issue 8
Chapter 11 Challenges in Numerical Modeling of Tropical Circulations
book, December 2008
- Bretherton, Christopher S.
- The Global Circulation of the Atmosphere
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Incorporation of inline warm rain diagnostics into the COSP2 satellite simulator for process-oriented model evaluation
journal, January 2019
- Michibata, Takuro; Suzuki, Kentaroh; Ogura, Tomoo
- Geoscientific Model Development, Vol. 12, Issue 10
The path to CAM6: coupled simulations with CAM5.4 and CAM5.5
journal, January 2018
- Bogenschutz, Peter A.; Gettelman, Andrew; Hannay, Cecile
- Geoscientific Model Development, Vol. 11, Issue 1
The Impact of Rimed Ice Hydrometeors on Global and Regional Climate
journal, June 2019
- Gettelman, A.; Morrison, H.; Thayer‐Calder, K.
- Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 6
Sensitivities of Simulated Satellite Views of Clouds to Subgrid-Scale Overlap and Condensate Heterogeneity
journal, July 2018
- Hillman, B. R.; Marchand, R. T.; Ackerman, T. P.
- Journal of Geophysical Research: Atmospheres
Effects of model resolution and parameterizations on the simulations of clouds, precipitation, and their interactions with aerosols
journal, January 2018
- Lee, Seoung Soo; Li, Zhanqing; Zhang, Yuwei
- Atmospheric Chemistry and Physics, Vol. 18, Issue 1
Subgrid variations of the cloud water and droplet number concentration over the tropical ocean: satellite observations and implications for warm rain simulations in climate models
journal, January 2019
- Zhang, Zhibo; Song, Hua; Ma, Po-Lun
- Atmospheric Chemistry and Physics, Vol. 19, Issue 2
Recent progress and review of issues related to Physics Dynamics Coupling in geophysical models
text, January 2016
- Gross, Markus; Wan, Hui; Rasch, Philip J.
- arXiv