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Title: Assessment of marine boundary layer cloud simulations in the CAM with CLUBB and updated microphysics scheme based on ARM observations from the Azores

Journal Article · · Journal of Geophysical Research: Atmospheres
DOI:https://doi.org/10.1002/2016JD025274· OSTI ID:1342072
 [1];  [1];  [1];  [2];  [2];  [3]
  1. Lawrence Livermore National Lab. (LLNL), Livermore, CA (United States)
  2. National Center for Atmospheric Research, Boulder, CO (United States)
  3. Univ. of Wisconsin, Milwaukee, WI (United States)

Abstract To assess marine boundary layer (MBL) cloud simulations in three versions of the Community Atmosphere Model (CAM), three sets of short‐term global hindcasts are performed and compared to Atmospheric Radiation Measurement Program (ARM) observations on Graciosa Island in the Azores from June 2009 to December 2010. The three versions consist of CAM5.3 with default schemes (CAM5.3), CAM5.3 with Cloud Layers Unified By Binormals (CLUBB‐MG1), and CAM5.3 with CLUBB and updated microphysics scheme (CLUBB‐MG2). Our results show that relative to CAM5.3 default schemes, simulations with CLUBB better represent MBL cloud base height, the height of the major cloud layer, and the daily cloud cover variability. CLUBB also better simulates the relationship of cloud fraction to cloud liquid water path (LWP) most likely due to CLUBB's consistent treatment of these variables through a probability distribution function (PDF) approach. Subcloud evaporation of precipitation is substantially enhanced in simulations with CLUBB‐MG2 and is more realistic based on the limited observational estimate. Despite these improvements, all model versions underestimate MBL cloud cover. CLUBB‐MG2 reduces biases in in‐cloud LWP (clouds are not too bright) but there are still too few of MBL clouds due to an underestimate in the frequency of overcast scenes. Thus, combining CLUBB with MG2 scheme better simulates MBL cloud processes, but because biases remain in MBL cloud cover CLUBB‐MG2 does not improve the simulation of the surface shortwave cloud radiative effect (CRE SW ).

Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States)
Sponsoring Organization:
USDOE
Grant/Contract Number:
AC52-07NA27344
OSTI ID:
1342072
Alternate ID(s):
OSTI ID: 1402239
Report Number(s):
LLNL-JRNL-680743
Journal Information:
Journal of Geophysical Research: Atmospheres, Vol. 121, Issue 14; ISSN 2169-897X
Publisher:
American Geophysical UnionCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 16 works
Citation information provided by
Web of Science

References (61)

The Transpose-AMIP II Experiment and Its Application to the Understanding of Southern Ocean Cloud Biases in Climate Models journal May 2013
Marine boundary layer clouds at the heart of tropical cloud feedback uncertainties in climate models journal January 2005
The vertical distribution of cloud feedback in coupled ocean-atmosphere models: VERTICAL DISTRIBUTION OF CLOUD FEEDBACK journal June 2011
Marine Boundary Layer Cloud Observations in the Azores journal November 2012
The Impact of Low Clouds on Surface Shortwave Radiation in the ECMWF Model journal November 2012
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
Contributions of Different Cloud Types to Feedbacks and Rapid Adjustments in CMIP5 journal July 2013
Toward a minimal representation of aerosols in climate models: description and evaluation in the Community Atmosphere Model CAM5 journal January 2012
Surface summertime radiative forcing by shallow cumuli at the Atmospheric Radiation Measurement Southern Great Plains site journal January 2011
Breaking the Cloud Parameterization Deadlock journal November 2003
Clouds, Aerosols, and Precipitation in the Marine Boundary Layer: An Arm Mobile Facility Deployment journal March 2015
The ‘too few, too bright’ tropical low-cloud problem in CMIP5 models: TOO FEW TOO BRIGHT LOW-CLOUDS journal November 2012
The Dynamical Core, Physical Parameterizations, and Basic Simulation Characteristics of the Atmospheric Component AM3 of the GFDL Global Coupled Model CM3 journal July 2011
A Climatology of Surface Cloud Radiative Effects at the ARM Tropical Western Pacific Sites journal April 2013
Global simulations of ice nucleation and ice supersaturation with an improved cloud scheme in the Community Atmosphere Model journal January 2010
Advanced Two-Moment Bulk Microphysics for Global Models. Part II: Global Model Solutions and Aerosol–Cloud Interactions journal February 2015
Cloud Regime Variability over the Azores and Its Application to Climate Model Evaluation journal December 2015
Small-Scale and Mesoscale Variability in Cloudy Boundary Layers: Joint Probability Density Functions journal December 2002
Effects of Convective Momentum Transport on the Atmospheric Circulation in the Community Atmosphere Model, Version 3 journal April 2008
Cloud Radiative Forcing of the Arctic Surface: The Influence of Cloud Properties, Surface Albedo, and Solar Zenith Angle journal February 2004
Outlook for Research on Subtropical Marine Stratification Clouds journal December 1984
Integrating Cloud Processes in the Community Atmosphere Model, Version 5 journal September 2014
Role of convective scale momentum transport in climate simulation journal January 1995
The Impact of Convection on ENSO: From a Delayed Oscillator to a Series of Events journal November 2008
A Climatology of Midlatitude Continental Clouds from the ARM SGP Central Facility. Part II: Cloud Fraction and Surface Radiative Forcing journal May 2006
Marine boundary layer structure and fractional cloudiness journal January 1995
Southeast Pacific Stratocumulus in the Community Atmosphere Model journal September 2012
Global and regional modeling of clouds and aerosols in the marine boundary layer during VOCALS: the VOCA intercomparison journal January 2015
A New Moist Turbulence Parameterization in the Community Atmosphere Model journal June 2009
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
Distribution and Radiative Forcing of Tropical Thin Cirrus Clouds journal December 2009
Atmospheric component of the MPI-M Earth System Model: ECHAM6: ECHAM6 journal April 2013
Unified parameterization of the planetary boundary layer and shallow convection with a higher-order turbulence closure in the Community Atmosphere Model: single-column experiments journal January 2012
Evaluation of Forecasted Southeast Pacific Stratocumulus in the NCAR, GFDL, and ECMWF Models journal June 2009
Radiation Profiles in Extended Water Clouds. II: Parameterization Schemes journal November 1978
The North Pacific Oxygen Uptake Rates over the Past Half Century journal January 2016
Dispelling Clouds of Uncertainty journal June 2015
Exposing Global Cloud Biases in the Community Atmosphere Model (CAM) Using Satellite Observations and Their Corresponding Instrument Simulators journal August 2012
Improving the Representation of Low Clouds and Drizzle in the ECMWF Model Based on ARM Observations from the Azores journal February 2014
Higher-Order Turbulence Closure and Its Impact on Climate Simulations in the Community Atmosphere Model journal December 2013
Evaluating Parameterizations in General Circulation Models: Climate Simulation Meets Weather Prediction journal December 2004
A 19-Month Record of Marine Aerosol–Cloud–Radiation Properties Derived from DOE ARM Mobile Facility Deployment at the Azores. Part I: Cloud Fraction and Single-Layered MBL Cloud Properties journal May 2014
Thin Liquid Water Clouds: Their Importance and Our Challenge journal February 2007
On the Correspondence between Mean Forecast Errors and Climate Errors in CMIP5 Models journal February 2014
Stratocumulus Clouds journal August 2012
Variability of Cloud Vertical Structure during ASTEX Observed from a Combination of Rawinsonde, Radar, Ceilometer, and Satellite journal October 1999
Advanced Two-Moment Bulk Microphysics for Global Models. Part I: Off-Line Tests and Comparison with Other Schemes journal February 2015
Albedo bias and the horizontal variability of clouds in subtropical marine boundary layers: Observations from ships and satellites journal March 1999
An improved hindcast approach for evaluation and diagnosis of physical processes in global climate models: AN IMPROVED HINDCAST APPROACH journal November 2015
Tropical and Subtropical Cloud Transitions in Weather and Climate Prediction Models: The GCSS/WGNE Pacific Cross-Section Intercomparison (GPCI) journal October 2011
Development and evaluation of an Earth-system model – HadGEM2 journal January 2011
Evaluation of two cloud parametrization schemes using ARM and Cloud-Net observations
  • Morcrette, Cyril J.; O'Connor, Ewan J.; Petch, Jon C.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 138, Issue 665 https://doi.org/10.1002/qj.969
journal November 2011
The Effect of Cloud Type on Earth's Energy Balance: Global Analysis journal November 1992
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 Atmospheric Radiation Measurement Program Cloud Profiling Radars: Second-Generation Sampling Strategies, Processing, and Cloud Data Products journal July 2007
The behavior of trade-wind cloudiness in observations and models: The major cloud components and their variability: Observed and modeled trade-wind clouds journal April 2015
Global distribution of total cloud cover and cloud type amounts over the ocean report December 1988
Clouds, Aerosols, and Precipitation in the Marine Boundary Layer: An Arm Mobile Facility Deployment journal June 2016
Global Distribution of Total Cloud Cover and Cloud Type Amounts Over the Ocean text January 1988
Global and regional modeling of clouds and aerosols in the marine boundary layer during VOCALS: the VOCA Intercomparison journal January 2014
Development and evaluation of an Earth-System model – HadGEM2 journal January 2011