Midlatitude Cyclone Compositing to Constrain Climate Model Behavior Using Satellite Observations

Identical composite analysis of midlatitude cyclones over oceanic regions has been carried out on both output from the NCAR Community Atmosphere Model, version 3 (CAM3) and multisensor satellite data. By focusing on mean fields associated with a single phenomenon, the ability of the CAM3 to reproduce realistic midlatitude cyclones is critically appraised. A number of perturbations to the control model were tested against observations, including a candidate new microphysics package for the CAM. The new microphysics removes the temperature-dependent phase determination of the old scheme and introduces representations of microphysical processes to convert from one phase to another and from cloud to precipitation species. By subsampling composite cyclones based on systemwide mean strength (mean wind speed) and systemwide mean moisture the authors believe they are able to make meaningful like-with-like comparisons between observations and model output. All variations of the CAM tested overestimate the optical thickness of high-topped clouds in regions of precipitation. Over a system as a whole, the model can both over- and underestimate total high-topped cloud amounts. However, systemwide mean rainfall rates and composite structure appear to be in broad agreement with satellite estimates. When cyclone strength is taken into account, changes in moisture and rainfall rates from both satellite-derived observations and model output as a function of changes in sea surface temperature are in accordance with the Clausius– Clapeyron equation. The authors find that the proposed new microphysics package shows improvement to composite liquid water path fields and cloud amounts.

[1]  T. W. Harrold Mechanisms influencing the distribution of precipitation within baroclinic disturbances , 1973 .

[2]  C. E. Leith,et al.  The Standard Error of Time-Average Estimates of Climatic Means , 1973 .

[3]  J. Slingo A cloud parametrization scheme derived from GATE data for use with a numerical model , 1980 .

[4]  Multi‐year statistics of selected variable from the ISCCP C2 data set , 1993 .

[5]  James J. Hack,et al.  Climate statistics from the National Center for Atmospheric Research community climate model CCM2 , 1994 .

[6]  J. Hack Parameterization of moist convection in the National Center for Atmospheric Research community climate model (CCM2) , 1994 .

[7]  N. McFarlane,et al.  Sensitivity of Climate Simulations to the Parameterization of Cumulus Convection in the Canadian Climate Centre General Circulation Model , 1995, Data, Models and Analysis.

[8]  V. Ramanathan,et al.  Deductions from a simple climate model: Factors governing surface temperature and atmospheric thermal structure , 1995 .

[9]  Anthony D. Del Genio,et al.  A Prognostic Cloud Water Parameterization for Global Climate Models , 1996 .

[10]  G. Stephens,et al.  A new global water vapor dataset , 1996 .

[11]  P. Xie,et al.  Global Precipitation: A 17-Year Monthly Analysis Based on Gauge Observations, Satellite Estimates, and Numerical Model Outputs , 1997 .

[12]  Philip J. Rasch,et al.  A Comparison of the CCM3 Model Climate Using Diagnosed and Predicted Condensate Parameterizations , 1998 .

[13]  C. Senior,et al.  Changes in mid-latitude variability due to increasing greenhouse gases and sulphate aerosols , 1998 .

[14]  I. Watterson,et al.  Objective Assessment of Extratropical Weather Systems in Simulated Climates , 1999 .

[15]  S. Klein,et al.  Validation and Sensitivities of Frontal Clouds Simulated by the ECMWF Model , 1999 .

[16]  Christopher P. Weaver,et al.  Improved Techniques for Evaluating GCM Cloudiness Applied to the NCAR CCM3 , 2001 .

[17]  S. Bony,et al.  Combining ERBE and ISCCP data to assess clouds in the Hadley Centre, ECMWF and LMD atmospheric climate models , 2001 .

[18]  V. Ventura,et al.  Multiple Indices of Northern Hemisphere Cyclone Activity, Winters 1949–99 , 2002 .

[19]  J. Fyfe Extratropical Southern Hemisphere Cyclones: Harbingers of Climate Change? , 2003 .

[20]  James J. Hack,et al.  A modified formulation of fractional stratiform condensation rate in the NCAR Community Atmospheric Model (CAM2) , 2003 .

[21]  M. Sugi,et al.  Possible Change of Extratropical Cyclone Activity due to Enhanced Greenhouse Gases and Sulfate Aerosols—Study with a High-Resolution AGCM , 2003 .

[22]  Minghua Zhang,et al.  Evaluation of Clouds and Their Radiative Effects Simulated by the NCAR Community Atmospheric Model Against Satellite Observations , 2004 .

[23]  S. Bony,et al.  On dynamic and thermodynamic components of cloud changes , 2004 .

[24]  Chang‐Hoi Ho,et al.  Different optical properties of high cloud in GMS and MODIS observations , 2005 .

[25]  Lazaros Oreopoulos,et al.  The impact of subsampling on MODIS level-3 statistics of cloud optical thickness and effective radius , 2013, IEEE Transactions on Geoscience and Remote Sensing.

[26]  Sungsu Park,et al.  The Low-Resolution CCSM 3 , 2005 .

[27]  Jeffrey H. Yin,et al.  A consistent poleward shift of the storm tracks in simulations of 21st century climate , 2005 .

[28]  F. Zwiers,et al.  Climatology and Changes of Extratropical Cyclone Activity: Comparison of ERA-40 with NCEP NCAR Reanalysis for 1958 2001 , 2006 .

[29]  W. Collins,et al.  The Formulation and Atmospheric Simulation of the Community Atmosphere Model Version 3 (CAM3) , 2006 .

[30]  Qiang Fu,et al.  Enhanced Mid-Latitude Tropospheric Warming in Satellite Measurements , 2006, Science.

[31]  Andrew Gettelman,et al.  The global impact of supersaturation in a coupled chemistry-climate model , 2006 .

[32]  James J. Hack,et al.  Simulation of the Global Hydrological Cycle in the CCSM Community Atmosphere Model Version 3 (CAM3): Mean Features , 2006 .

[33]  James J. Hack,et al.  The Low-Resolution CCSM3 , 2006 .

[34]  P. Field,et al.  Precipitation and Cloud Structure in Midlatitude Cyclones , 2007 .

[35]  Andrew Gettelman,et al.  A new two-moment bulk stratiform cloud microphysics scheme in the NCAR Community Atmosphere Model (CAM3), Part II: Single-Column and Global Results , 2007 .

[36]  J. Slingo The Development and Verification of A Cloud Prediction Scheme For the Ecmwf Model , 2007 .

[37]  S. Ghan,et al.  A New Two-Moment Bulk Stratiform Cloud Microphysics Scheme in the Community Atmosphere Model, Version 3 (CAM3). Part II: Single-Column and Global Results , 2008 .

[38]  Andrew Gettelman,et al.  A new two-moment bulk stratiform cloud microphysics scheme in the Community Atmosphere Model, version 3 (CAM3). Part I: Description and numerical tests , 2008 .