skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: On the relationships among cloud cover, mixed‐phase partitioning, and planetary albedo in GCMs

Journal Article · · Journal of Advances in Modeling Earth Systems
DOI:https://doi.org/10.1002/2015MS000589· OSTI ID:1251713
 [1];  [2];  [1];  [3];  [2]
  1. Atmospheric Sciences Department University of Washington Seattle Washington USA
  2. Geology and Geophysics Department Yale University New Haven Connecticut USA
  3. Program for Climate Model Diagnosis and Intercomparison, Lawrence Livermore National Laboratory Livermore California USA

Abstract In this study, it is shown that CMIP5 global climate models (GCMs) that convert supercooled water to ice at relatively warm temperatures tend to have a greater mean‐state cloud fraction and more negative cloud feedback in the middle and high latitude Southern Hemisphere. We investigate possible reasons for these relationships by analyzing the mixed‐phase parameterizations in 26 GCMs. The atmospheric temperature where ice and liquid are equally prevalent (T5050) is used to characterize the mixed‐phase parameterization in each GCM. Liquid clouds have a higher albedo than ice clouds, so, all else being equal, models with more supercooled liquid water would also have a higher planetary albedo. The lower cloud fraction in these models compensates the higher cloud reflectivity and results in clouds that reflect shortwave radiation (SW) in reasonable agreement with observations, but gives clouds that are too bright and too few. The temperature at which supercooled liquid can remain unfrozen is strongly anti‐correlated with cloud fraction in the climate mean state across the model ensemble, but we know of no robust physical mechanism to explain this behavior, especially because this anti‐correlation extends through the subtropics. A set of perturbed physics simulations with the Community Atmospheric Model Version 4 (CAM4) shows that, if its temperature‐dependent phase partitioning is varied and the critical relative humidity for cloud formation in each model run is also tuned to bring reflected SW into agreement with observations, then cloud fraction increases and liquid water path (LWP) decreases with T5050, as in the CMIP5 ensemble.

Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
DE‐SC0012580; AC52-07NA27344; SC0012580
OSTI ID:
1251713
Alternate ID(s):
OSTI ID: 1251715; OSTI ID: 1409979
Report Number(s):
LLNL-JRNL-736460
Journal Information:
Journal of Advances in Modeling Earth Systems, Journal Name: Journal of Advances in Modeling Earth Systems Vol. 8 Journal Issue: 2; ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)Copyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 104 works
Citation information provided by
Web of Science

References (77)

Variations in Cloud Cover and Cloud Types over the Ocean from Surface Observations, 1954–2008 journal November 2011
The Community Climate System Model Version 4 journal October 2011
The importance of feldspar for ice nucleation by mineral dust in mixed-phase clouds journal June 2013
Contributions of Different Cloud Types to Feedbacks and Rapid Adjustments in CMIP5 journal July 2013
Observed Southern Ocean Cloud Properties and Shortwave Reflection. Part II: Phase Changes and Low Cloud Feedback journal December 2014
Observational Evidence That Enhanced Subsidence Reduces Subtropical Marine Boundary Layer Cloudiness journal October 2013
Observational and Model Evidence for Positive Low-Level Cloud Feedback journal July 2009
A Comparison of the CCM3 Model Climate Using Diagnosed and Predicted Condensate Parameterizations journal July 1998
Positive tropical marine low‐cloud cover feedback inferred from cloud‐controlling factors journal September 2015
The case against climate regulation via oceanic phytoplankton sulphur emissions journal November 2011
How may low‐cloud radiative properties simulated in the current climate influence low‐cloud feedbacks under global warming? journal October 2012
Do sophisticated parameterizations of aerosol-cloud interactions in CMIP5 models improve the representation of recent observed temperature trends?: CMIP5 TEMPERATURE TRENDS AND AEROSOLS journal January 2014
The ‘too few, too bright’ tropical low-cloud problem in CMIP5 models: TOO FEW TOO BRIGHT LOW-CLOUDS journal November 2012
Resilience of persistent Arctic mixed-phase clouds journal December 2011
An Assessment of the Primary Sources of Spread of Global Warming Estimates from Coupled Atmosphere–Ocean Models journal October 2008
Ice nucleation by particles immersed in supercooled cloud droplets journal January 2012
Computing and Partitioning Cloud Feedbacks Using Cloud Property Histograms. Part II: Attribution to Changes in Cloud Amount, Altitude, and Optical Depth journal June 2012
The effect of solar zenith angle on MODIS cloud optical and microphysical retrievals within marine liquid water clouds journal January 2014
Contrasting the impact of aerosols at northern and southern midlatitudes on heterogeneous ice formation: AEROSOL EFFECT ON ICE FORMATION journal September 2011
Occurrence, liquid water content, and fraction of supercooled water clouds from combined CALIOP/IIR/MODIS measurements journal January 2010
Major Characteristics of Southern Ocean Cloud Regimes and Their Effects on the Energy Budget journal October 2011
Ice particles in maritime clouds near Tasmania journal July 1970
Influence of cloud phase composition on climate feedbacks journal April 2014
Origins of differences in climate sensitivity, forcing and feedback in climate models journal April 2012
A marine biogenic source of atmospheric ice-nucleating particles journal September 2015
A note on the effect of GCM tuning on climate sensitivity journal January 2008
Importance of the mixed-phase cloud distribution in the control climate for assessing the response of clouds to carbon dioxide increase: a multi-model study journal April 2006
Intercomparison of the cloud water phase among global climate models: CLOUD WATER PHASE IN GCMs journal March 2014
Natural aerosols explain seasonal and spatial patterns of Southern Ocean cloud albedo journal July 2015
Large Particles in Supercooled Regions of Northern Canadian Cumulus Clouds journal August 1979
Mechanisms of marine low cloud sensitivity to idealized climate perturbations: A single-LES exploration extending the CGILS cases: LES OF BOUNDARY-LAYER CLOUD FEEDBACK journal May 2013
Emergent Constraints for Cloud Feedbacks journal October 2015
interannual Variability in Stratiform Cloudiness and Sea Surface Temperature journal December 1994
Reexamining the Relationship between Climate Sensitivity and the Southern Hemisphere Radiation Budget in CMIP Models journal December 2015
A review of cloud top height and optical depth histograms from MISR, ISCCP, and MODIS journal January 2010
Ice nuclei in marine air: biogenic particles or dust? journal January 2013
Mechanisms of the Negative Shortwave Cloud Feedback in Middle to High Latitudes journal January 2016
Frequency and causes of failed MODIS cloud property retrievals for liquid phase clouds over global oceans: FAILED MODIS CLOUD RETRIEVALS journal May 2015
Microphysical characterization of mixed-phase clouds
  • Korolev, Alexei V.; Isaac, George A.; Cober, Stewart G.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 129, Issue 587 https://doi.org/10.1256/qj.01.204
journal January 2003
The Seasonal Cycle of Low Stratiform Clouds journal August 1993
Observed Southern Ocean Cloud Properties and Shortwave Reflection. Part I: Calculation of SW Flux from Observed Cloud Properties journal December 2014
Estimating Shortwave Radiative Forcing and Response in Climate Models journal June 2007
Extratropical Influence on ITCZ Shifts in Slab Ocean Simulations of Global Warming journal January 2012
Diagnosis of Zonal Mean Relative Humidity Changes in a Warmer Climate journal September 2010
On the interpretation of inter-model spread in CMIP5 climate sensitivity estimates journal March 2013
On the Relationships between Subtropical Clouds and Meteorology in Observations and CMIP3 and CMIP5 Models journal April 2015
Improved Representation of Marine Stratocumulus Cloud Shortwave Radiative Properties in the CMIP5 Climate Models journal August 2014
A study on the low-altitude clouds over the Southern Ocean using the DARDAR-MASK: LOW-ALTITUDE CLOUDS OVER THE SOUTHERN OCEAN journal September 2012
Assessing Cloud-Phase Conditions journal November 2001
Mixed‐phase cloud physics and Southern Ocean cloud feedback in climate models journal September 2015
Marine low cloud sensitivity to an idealized climate change: The CGILS LES intercomparison: CGILS LES Intercomparison journal May 2013
Intercomparison of model simulations of mixed-phase clouds observed during the ARM Mixed-Phase Arctic Cloud Experiment. I: single-layer cloud
  • Klein, Stephen A.; McCoy, Renata B.; Morrison, Hugh
  • Quarterly Journal of the Royal Meteorological Society, Vol. 135, Issue 641 https://doi.org/10.1002/qj.416
journal April 2009
Multimodel evaluation of cloud phase transition using satellite and reanalysis data journal August 2015
Tuning the climate of a global model: TUNING THE CLIMATE OF A GLOBAL MODEL journal March 2012
Link between the double-Intertropical Convergence Zone problem and cloud biases over the Southern Ocean journal March 2013
Observational Constraints on the Cloud Thermodynamic Phase in Midlatitude Storms journal October 2006
The MODIS cloud products: algorithms and examples from terra journal February 2003
Aircraft-Induced Hole Punch and Canal Clouds: Inadvertent Cloud Seeding journal June 2010
On dynamic and thermodynamic components of cloud changes journal March 2004
On the Relationships among Low-Cloud Structure, Sea Surface Temperature, and Atmospheric Circulation in the Summertime Northeast Pacific journal May 1995
Ice Water Path–Optical Depth Relationships for Cirrus and Deep Stratiform Ice Cloud Layers journal October 2003
Low-cloud optical depth feedback in climate models: Optical Depth Feedback journal May 2014
Interpretation of the positive low-cloud feedback predicted by a climate model under global warming journal January 2012
A parametrization of the ice water content observed in frontal and convective clouds journal October 1996
Evaluation of cloud and water vapor simulations in CMIP5 climate models using NASA “A-Train” satellite observations: EVALUATION OF IPCC AR5 MODEL SIMULATIONS journal July 2012
Aircraft measurements to validate and improve numerical model parametrisations of ice to water ratios in clouds journal June 1994
Cloud Liquid Water Path from Satellite-Based Passive Microwave Observations: A New Climatology over the Global Oceans journal April 2008
On the spread of changes in marine low cloud cover in climate model simulations of the 21st century journal September 2013
Spaceborne lidar observations of the ice-nucleating potential of dust, polluted dust, and smoke aerosols in mixed-phase clouds journal June 2014
How Well Do We Understand and Evaluate Climate Change Feedback Processes? journal August 2006
Reducing the uncertainty in subtropical cloud feedback: REDUCING UNCERTAINTY OF CLOUD FEEDBACK journal March 2016
Quantification of Monthly Mean Regional-Scale Albedo of Marine Stratiform Clouds in Satellite Observations and GCMs journal October 2011
Processes controlling Southern Ocean shortwave climate feedbacks in CESM: CESM SOUTHERN OCEAN CLIMATE feedbacks journal January 2014
Low cloud reduction in a greenhouse-warmed climate: Results from Lagrangian LES of a subtropical marine cloudiness transition: LAGRANGIAN BOUNDARY-LAYER CLOUD FEEDBACK journal February 2014
Evaluating the “critical relative humidity” as a measure of subgrid-scale variability of humidity in general circulation model cloud cover parameterizations using satellite data: CRITICAL RELATIVE HUMIDITY journal May 2012
Cloud Phase Changes Induced by CO2 Warming—a Powerful yet Poorly Constrained Cloud-Climate Feedback journal October 2015
Simulation of Present-Day and Twenty-First-Century Energy Budgets of the Southern Oceans journal January 2010

Similar Records

Observational constraints on mixed-phase clouds imply higher climate sensitivity
Journal Article · Thu Apr 07 00:00:00 EDT 2016 · Science · OSTI ID:1251713

Evaluation of Clouds in Version 1 of E3SM Atmosphere Model with Satellite and Simulators
Journal Article · Thu May 30 00:00:00 EDT 2019 · Journal of Advances in Modeling Earth Systems · OSTI ID:1251713

Simulating mixed-phase Arctic stratus clouds: sensitivity to ice initiation mechanisms
Journal Article · Mon Feb 18 00:00:00 EST 2008 · Atmospheric Chemistry and Physics Discussions · OSTI ID:1251713

Related Subjects