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Title: An Improved Convective Ice Parameterization for the NASA GISS Global Climate Model and Impacts on Cloud Ice Simulation

Journal Article · · Journal of Climate
 [1];  [2];  [3];  [1]
  1. NASA Goddard Inst. for Space Studies (GISS), New York, NY (United States); Columbia Univ., New York, NY (United States)
  2. NASA Goddard Inst. for Space Studies (GISS), New York, NY (United States)
  3. California Inst. of Technology (CalTech), Pasadena, CA (United States)

Partitioning of convective ice into precipitating and detrained condensate presents a challenge for GCMs since partitioning depends on the strength and microphysics of the convective updraft. It is an important issue because detrainment of ice from updrafts influences the development of stratiform anvils, impacts radiation, and can affect GCM climate sensitivity. Recent studies have shown that the CMIP5 configurations of the Goddard Institute for Space Studies (GISS) GCM simulated upper-tropospheric ice water content (IWC) that exceeded an estimated upper bound by a factor of 2. Partly in response to this bias, a new GCM parameterization of convective cloud ice has been developed that incorporates new ice particle fall speeds and convective outflow particle size distributions (PSDs) from the NASA African Monsoon Multidisciplinary Analyses (NAMMA), NASA Tropical Composition, Cloud and Climate Coupling (TC4), DOE ARM–NASA Midlatitude Continental Convective Clouds Experiment (MC3E), and DOE ARM Small Particles in Cirrus (SPARTICUS) field campaigns. The new parameterization assumes a normalized gamma PSD with two novel developments: no explicit assumption for particle habit in the calculation of mass distributions, and a formulation for translating ice particle fall speeds as a function of maximum diameter into fall speeds as a function of melted-equivalent diameter. Two parameters (particle volume– and projected area–weighted equivalent diameter) are diagnosed as a function of temperature and IWC in the convective plume, and these parameters constrain the shape and scale of the normalized gamma PSD. The diagnosed fall speeds and PSDs are combined with the GCM’s parameterized convective updraft vertical velocity to partition convective updraft condensate into precipitating and detrained components. A 5-yr prescribed sea surface temperature GCM simulation shows a 30%–50% decrease in upper-tropospheric deep convective IWC, bringing the tropical and global mean ice water path into closer agreement with CloudSat best estimates.

Research Organization:
NASA Goddard Space Flight Center (GSFC), Greenbelt, MD (United States)
Sponsoring Organization:
USDOE Office of Science (SC)
Grant/Contract Number:
SC0006988; SC0014382
OSTI ID:
1537016
Journal Information:
Journal of Climate, Vol. 30, Issue 1; ISSN 0894-8755
Publisher:
American Meteorological SocietyCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 28 works
Citation information provided by
Web of Science

References (79)

Retrieval of ice cloud microphysical parameters using the CloudSat millimeter-wave radar and temperature journal January 2009
Improvement in Determination of Ice Water Content from Two-Dimensional Particle Imagery. Part I: Image-to-Mass Relationships journal September 2006
Airspeed Corrections for Optical Array Probe Sample Volumes journal October 1997
The Distribution of Rainfall over Oceans from Spaceborne Radars journal March 2010
How Well Do We Understand and Evaluate Climate Change Feedback Processes? journal August 2006
Clouds, circulation and climate sensitivity journal March 2015
Improved Measurements of the Ice Water Content in Cirrus Using a Total-Water Probe journal April 1995
The Sensitivity of the Tropical-Mean Radiation Budget journal August 2005
Statistics of Storm Updraft Velocities from TWP-ICE Including Verification with Profiling Measurements journal August 2013
An Intercomparison of Microphysical Retrieval Algorithms for Upper-Tropospheric Ice Clouds journal February 2007
The ERA-Interim reanalysis: configuration and performance of the data assimilation system journal April 2011
Statistical properties of the normalized ice particle size distribution journal January 2005
A Prognostic Cloud Water Parameterization for Global Climate Models journal February 1996
Cumulus Microphysics and Climate Sensitivity journal July 2005
Will moist convection be stronger in a warmer climate?: CONVECTION STRENGTH IN A WARMER CLIMATE journal August 2007
Constraints on Cumulus Parameterization from Simulations of Observed MJO Events journal August 2015
A Cumulus Parameterization Including Mass Fluxes, Convective Vertical Velocities, and Mesoscale Effects: Thermodynamic and Hydrological Aspects in a General Circulation Model journal August 2001
The Dynamical Core, Physical Parameterizations, and Basic Simulation Characteristics of the Atmospheric Component AM3 of the GFDL Global Coupled Model CM3 journal July 2011
Development and Evaluation of a Convection Scheme for Use in Climate Models journal June 1999
Microweve Radiative Transfer through Clouds Composed of Realistically Shaped Ice Crystals. Part II. Remote Sensing of Ice Clouds journal June 1995
Ice Cloud Retrievals and Analysis with the Compact Scanning Submillimeter Imaging Radiometer and the Cloud Radar System during CRYSTAL FACE journal June 2005
Aggregation and Scaling of Ice Crystal Size Distributions journal February 2003
Constraining mass–diameter relations from hydrometeor images and cloud radar reflectivities in tropical continental and oceanic convective anvils journal January 2014
High ice water content at low radar reflectivity near deep convection – Part 1: Consistency of in situ and remote-sensing observations with stratiform rain column simulations journal January 2015
A Summary of Convective-Core Vertical Velocity Properties Using ARM UHF Wind Profilers in Oklahoma journal October 2013
Estimation of entrainment rate in simple models of convective clouds journal January 2001
The Effect of Cloud Type on Earth's Energy Balance: Global Analysis journal November 1992
Rainfall retrieval over the ocean with spaceborne W-band radar journal January 2009
On measurements of small ice particles in clouds: SMALL PARTICLES IN ICE CLOUDS journal December 2007
Observations and Parameterizations of Particle Size Distributions in Deep Tropical Cirrus and Stratiform Precipitating Clouds: Results from In Situ Observations in TRMM Field Campaigns journal December 2002
Improved Representation of Ice Particle Masses Based on Observations in Natural Clouds journal October 2010
Ice Cloud Particle Size Distributions and Pressure-Dependent Terminal Velocities from In Situ Observations at Temperatures from 0° to −86°C journal December 2013
Characteristics of Deep Tropical and Subtropical Convection from Nadir-Viewing High-Altitude Airborne Doppler Radar journal February 2010
An Assessment of the Impact of Antishattering Tips and Artifact Removal Techniques on Bulk Cloud Ice Microphysical and Optical Properties Measured by the 2D Cloud Probe journal October 2014
The dependence of ice microphysics on aerosol concentration in arctic mixed-phase stratus clouds during ISDAC and M-PACE: AEROSOL EFFECTS ON ARCTIC STRATUS journal August 2012
The dependence of cirrus gamma size distributions expressed as volumes in N 0λ‐μ phase space and bulk cloud properties on environmental conditions: Results from the Small Ice Particles in Cirrus Experiment (SPARTICUS) journal October 2015
The Midlatitude Continental Convective Clouds Experiment (MC3E) journal September 2016
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
Small Ice Particles in Tropospheric Clouds: Fact or Artifact? Airborne Icing Instrumentation Evaluation Experiment journal August 2011
Modification and Tests of Particle Probe Tips to Mitigate Effects of Ice Shattering journal April 2013
Effects of ice particles shattering on the 2D-S probe journal January 2011
The 2D-S (Stereo) Probe: Design and Preliminary Tests of a New Airborne, High-Speed, High-Resolution Particle Imaging Probe journal November 2006
Microphysical and radiative properties of tropical clouds investigated in TC4 and NAMMA journal January 2010
Fall speeds and masses of solid precipitation particles journal May 1974
Characterizing Tropical Cirrus Life Cycle, Evolution, and Interaction with Upper-Tropospheric Water Vapor Using Lagrangian Trajectory Analysis of Satellite Observations journal December 2004
The Distribution of Raindrops with size journal August 1948
Missing iris effect as a possible cause of muted hydrological change and high climate sensitivity in models journal April 2015
Tuning the climate of a global model: TUNING THE CLIMATE OF A GLOBAL MODEL journal March 2012
Observations of Particle Size and Phase in Tropical Cyclones: Implications for Mesoscale Modeling of Microphysical Processes journal February 2004
Vertical Variability of Cloud Hydrometeors in the Stratiform Region of Mesoscale Convective Systems and Bow Echoes journal October 2007
The Characterization of Ice Hydrometeor Gamma Size Distributions as Volumes in N 0λμ Phase Space: Implications for Microphysical Process Modeling journal February 2015
Representing the ice fall speed in climate models: Results from Tropical Composition, Cloud and Climate Coupling (TC4) and the Indirect and Semi-Direct Aerosol Campaign (ISDAC) journal January 2011
Impact of large-scale dynamics on the microphysical properties of midlatitude cirrus journal April 2014
The Evaluation of CloudSat and CALIPSO Ice Microphysical Products Using Ground-Based Cloud Radar and Lidar Observations journal May 2010
Towards constraining climate sensitivity by linear analysis of feedback patterns in thousands of perturbed-physics GCM simulations journal July 2007
Configuration and assessment of the GISS ModelE2 contributions to the CMIP5 archive: GISS MODEL-E2 CMIP5 SIMULATIONS journal March 2014
Stratiform Rain in the Tropics as Seen by the TRMM Precipitation Radar* journal June 2003
The Meteorological Measurement System on the NASA ER-2 Aircraft journal August 1990
Microphysics parameterization for convective clouds in a global climate model: Description and single-column model tests journal January 2011
Assessment of NASA GISS CMIP5 and Post-CMIP5 Simulated Clouds and TOA Radiation Budgets Using Satellite Observations. Part I: Cloud Fraction and Properties journal June 2014
Cloud Feedbacks in the Climate System: A Critical Review journal January 2005
THE CLOUDSAT MISSION AND THE A-TRAIN: A New Dimension of Space-Based Observations of Clouds and Precipitation journal December 2002
Effects of Convective Microphysics Parameterization on Large-Scale Cloud Hydrological Cycle and Radiative Budget in Tropical and Midlatitude Convective Regions journal December 2015
Diagnosis of regime-dependent cloud simulation errors in CMIP5 models using “A-Train” satellite observations and reanalysis data: DIAGNOSIS OF CLOUD ERRORS FOR CMIP5 journal April 2013
The Concept of “Normalized” Distribution to Describe Raindrop Spectra: A Tool for Cloud Physics and Cloud Remote Sensing journal June 2001
Planning, implementation, and first results of the Tropical Composition, Cloud and Climate Coupling Experiment (TC4) journal January 2010
Evaluation of cloud-resolving model intercomparison simulations using TWP-ICE observations: Precipitation and cloud structure journal January 2011
Evaluation of cloud-resolving and limited area model intercomparison simulations using TWP-ICE observations: 1. Deep convective updraft properties: Eval. of TWP-ICE CRMs and LAMs Pt. 1 journal December 2014
Cloud ice: A climate model challenge with signs and expectations of progress journal January 2009
The Earth observing system microwave limb sounder (EOS MLS) on the aura Satellite journal May 2006
Evaluating CloudSat ice water content retrievals using a cloud-resolving model: Sensitivities to frozen particle properties journal January 2008
Validation of the Aura MLS cloud ice water content measurements journal January 2008
Comparisons of global cloud ice from MLS, CloudSat, and correlative data sets journal January 2009
On the Impacts of Different Definitions of Maximum Dimension for Nonspherical Particles Recorded by 2D Imaging Probes journal May 2016
Computing and Partitioning Cloud Feedbacks Using Cloud Property Histograms. Part II: Attribution to Changes in Cloud Amount, Altitude, and Optical Depth journal June 2012
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
Evaluating and constraining ice cloud parameterizations in CAM5 using aircraft measurements from the SPARTICUS campaign journal January 2013
An Investigation of the Connections among Convection, Clouds, and Climate Sensitivity in a Global Climate Model journal March 2014
The Saharan Air Layer and the Fate of African Easterly Waves—NASA's AMMA Field Study of Tropical Cyclogenesis journal August 2009

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