Controls on precipitation and cloudiness in simulations of trade‐wind cumulus as observed during RICO

Twelve large‐eddy simulations, with a wide range of microphysical representations, are compared to each other and to independent measurements. The measurements and the initial and forcing data for the simulations are taken from the undisturbed period of the Rain in Cumulus over the Ocean (RICO) field study. A regional downscaling of meteorological analyses is performed so as to provide forcing data consistent with the measurements. The ensemble average of the simulations plausibly reproduces many features of the observed clouds, including the vertical structure of cloud fraction, profiles of cloud and rain water, and to a lesser degree the population density of rain drops. The simulations do show considerable departures from one another in the representation of the cloud microphysical structure and the ensuant surface precipitation rates, increasingly so for the more simplified microphysical models. There is a robust tendency for simulations that develop rain to produce a shallower, somewhat more stable cloud layer. Relations between cloud cover and precipitation are ambiguous.

[1]  Manuel S. Santos,et al.  Analysis of Numerical Errors , 2012 .

[2]  A. Pier Siebesma,et al.  Overlap statistics of cumuliform boundary-layer cloud fields in large-eddy simulations , 2011 .

[3]  B. Stevens,et al.  On the Fidelity of Large-Eddy Simulation of Shallow Precipitating Cumulus Convection , 2011 .

[4]  B. Stevens,et al.  Low‐latitude boundary layer clouds as seen by CALIPSO , 2010 .

[5]  Precipitating Shallow Cumulus Convection , 2010 .

[6]  B. Stevens,et al.  Untangling aerosol effects on clouds and precipitation in a buffered system , 2009, Nature.

[7]  A. P. Siebesma,et al.  The environment of precipitating shallow cumulus convection , 2009 .

[8]  C. Bretherton,et al.  Large-Eddy Simulations of a Drizzling, Stratocumulus-Topped Marine Boundary Layer , 2009 .

[9]  Thijs Heus,et al.  Observational validation of the compensating mass flux through the shell around cumulus clouds , 2009 .

[10]  B. Stevens,et al.  Understanding macrophysical outcomes of microphysical choices in simulations of shallow cumulus convection , 2008 .

[11]  C. Bretherton,et al.  Aquaplanets, Climate Sensitivity, and Low Clouds , 2008 .

[12]  E. van Meijgaard,et al.  The KNMI regional atmospheric climate model RACMO version 2.1 , 2008 .

[13]  A. P. Siebesma,et al.  Rain in Shallow Cumulus Over the Ocean: The RICO Campaign , 2007 .

[14]  B. Stevens On the Growth of Layers of Nonprecipitating Cumulus Convection , 2007 .

[15]  Ben S Cooper,et al.  Confronting models with data. , 2007, The Journal of hospital infection.

[16]  Guangyu Zhao,et al.  Statistics on the macrophysical properties of trade wind cumuli over the tropical western Atlantic , 2007 .

[17]  B. Shipway,et al.  A comparison of cloud‐resolving model simulations of trade wind cumulus with aircraft observations taken during RICO , 2007 .

[18]  C. Bretherton,et al.  Cloud droplet sedimentation, entrainment efficiency, and subtropical stratocumulus albedo , 2007 .

[19]  R. Rauber,et al.  Precipitation Characteristics of Trade Wind Clouds during RICO Derived from Radar, Satellite, and Aircraft Measurements , 2006 .

[20]  A. Pier Siebesma,et al.  A Simple Parameterization for Detrainment in Shallow Cumulus , 2006 .

[21]  K. D. Beheng,et al.  A two-moment cloud microphysics parameterization for mixed-phase clouds. Part 1: Model description , 2006 .

[22]  S. Bony,et al.  Marine boundary layer clouds at the heart of tropical cloud feedback uncertainties in climate models , 2005 .

[23]  C. Bretherton,et al.  Evaluation of Large-Eddy Simulations via Observations of Nocturnal Marine Stratocumulus , 2005 .

[24]  M. Kirkpatrick,et al.  The impact of humidity above stratiform clouds on indirect aerosol climate forcing , 2004, Nature.

[25]  Robert A. Houze,et al.  The TRMM Precipitation Radar's View of Shallow, Isolated Rain , 2003 .

[26]  Hanna Pawlowska,et al.  An observational study of drizzle formation in stratocumulus clouds for general circulation model (GCM) parameterizations , 2003 .

[27]  A. P. Siebesma,et al.  A Large Eddy Simulation Intercomparison Study of Shallow Cumulus Convection , 2003 .

[28]  J. Curry,et al.  Confronting Models with Data: The Gewex Cloud Systems Study , 2003 .

[29]  J. Curry,et al.  CONFRONTING MODELS WITH DATA , 2003 .

[30]  Jean-Christophe Golaz,et al.  Large‐eddy simulation of the diurnal cycle of shallow cumulus convection over land , 2002 .

[31]  K. D. Beheng,et al.  A double-moment parameterization for simulating autoconversion, accretion and selfcollection , 2001 .

[32]  K.,et al.  Simulations of Trade Wind Cumuli under a Strong Inversion , 2001 .

[33]  David A. Short,et al.  TRMM Radar Observations of Shallow Precipitation over the Tropical Oceans , 2000 .

[34]  J. Brenguier,et al.  Microphysical properties of stratocumulus clouds during ACE‐2 , 2000 .

[35]  M. Khairoutdinov,et al.  A New Cloud Physics Parameterization in a Large-Eddy Simulation Model of Marine Stratocumulus , 2000 .

[36]  B. Stevens,et al.  Entrainment and Subgrid Lengthscales in Large-Eddy Simulations of Atmospheric Boundary-Layer Flows , 2000 .

[37]  Jean-Louis Brenguier,et al.  Improvements of Droplet Size Distribution Measurements with the Fast-FSSP (Forward Scattering Spectrometer Probe) , 1998 .

[38]  S. Ghosal An Analysis of Numerical Errors in Large-Eddy Simulations of Turbulence , 1996 .

[39]  A. P. Siebesma,et al.  Evaluation of Parametric Assumptions for Shallow Cumulus Convection , 1995 .

[40]  B. Albrecht Aerosols, Cloud Microphysics, and Fractional Cloudiness , 1989, Science.

[41]  J. Deardorff Cloud Top Entrainment Instability , 1980 .

[42]  W. S. Lewellen Use of Invariant Modeling , 1977 .

[43]  G. Sommeria,et al.  Three-Dimensional Simulation of Turbulent Processes in an Undisturbed Trade Wind Boundary Layer , 1976 .

[44]  S. Esbensen,et al.  Heat and Moisture Budget Analyses Using BOMEX Data , 1974 .

[45]  H. Riehl,et al.  Mass and Energy Transports in an Undisturbed Atlantic Trade-Wind Flow , 1973 .

[46]  A. Betts Non‐precipitating cumulus convection and its parameterization , 1973 .

[47]  J. Holland Comparative Evaluation of Some BOMEX Measurements of Sea Surface Evaporation, Energy Flux and Stress , 1972 .

[48]  J. Malkus On the Maintenance of the Trade Winds , 1956 .

[49]  H. Riehl,et al.  The north‐east trade of the Pacific Ocean , 1951 .

[50]  H. P. Tappan Of the sensitivity. , 1840 .