Numerical Simulation of Cloud–Clear Air Interfacial Mixing: Effects on Cloud Microphysics

This paper extends the previously published numerical study of Andrejczuk et al. on microscale cloud– clear air mixing. Herein, the primary interest is on microphysical transformations. First, a convergence study is performed—with well-resolved direct numerical simulation of the interfacial mixing in the limit—to optimize the design of a large series of simulations with varying physical parameters. The principal result is that all conclusions drawn from earlier low-resolution (x 10 2 m) simulations are corroborated by the high-resolution (x 0.25 10 2 m) calculations, including the development of turbulent kinetic energy (TKE) and the evolution of microphysical properties. This justifies the use of low resolution in a large set of sensitivity simulations, where microphysical transformations are investigated in response to variations of the initial volume fraction of cloudy air, TKE input, liquid water mixing ratio in cloudy filaments, relative humidity (RH) of clear air, and size of cloud droplets. The simulations demonstrate that regardless of the initial conditions the evolutions of the number of cloud droplets and the mean volume radius follow a universal path dictated by the TKE input, RH of clear air filaments, and the mean size of cloud droplets. The resulting evolution path only weakly depends on the progress of the homogenization. This is an important conclusion because it implies that a relatively simple rule can be developed for representing the droplet-spectrum evolution in cloud models that apply parameterized microphysics. For the low-TKE input, when most of the TKE is generated by droplet evaporation during mixing and homogenization, an inhomogeneous scenario is observed with approximately equal changes in the dimensionless droplet number and mean volume radius cubed. Consistent with elementary scale analysis, higher-TKE inputs, higher RH of cloud-free filaments, and larger cloud droplets enhance the homogeneity of mixing. These results are discussed in the context of observations of entrainment and mixing in natural clouds.

[1]  Len G. Margolin,et al.  Implicit Turbulence Modeling for High Reynolds Number Flows , 2001 .

[2]  S. Twomey The Influence of Pollution on the Shortwave Albedo of Clouds , 1977 .

[3]  Laboratory investigation of the droplet concentration at the cloud-clear air interface , 1999 .

[4]  S. Krueger,et al.  Linear eddy modeling of droplet spectral evolution during entrainment and mixing in cumulus clouds , 1998 .

[5]  S. Malinowski,et al.  Properties of the turbulent cloud-clear air interface observed in the laboratory experiment , 1999 .

[6]  S. Twomey Pollution and the Planetary Albedo , 1974 .

[7]  C. Moeng Entrainment Rate, Cloud Fraction, and Liquid Water Path of PBL Stratocumulus Clouds , 2000 .

[8]  Len G. Margolin,et al.  Dissipation in Implicit Turbulence Models: A Computational Study , 2006 .

[9]  J. Brenguier,et al.  Observational Study of the Entrainment-Mixing Process in Warm Convective Clouds , 2007 .

[10]  Wojciech W. Grabowski,et al.  Comments on “Preferential Concentration of Cloud Droplets by Turbulence:Effects on the Early Evolution of Cumulus Cloud Droplet Spectra” , 1999 .

[11]  Jackson R. Herring,et al.  Development of enstrophy and spectra in numerical turbulence , 1993 .

[12]  A. Blyth,et al.  Entrainment in Cumulus Clouds , 1993 .

[13]  I. Zawadzki,et al.  Surface of Clouds , 1847, Transactions of the Royal Society of Edinburgh.

[14]  L. Margolin,et al.  Large-eddy simulations of convective boundary layers using nonoscillatory differencing , 1999 .

[15]  R. G. Corbin,et al.  The influence of entrainment on the evolution of cloud droplet spectra: I. A model of inhomogeneous mixing , 1980 .

[16]  Sonia Lasher-Trapp,et al.  Broadening of droplet size distributions from entrainment and mixing in a cumulus cloud , 2005 .

[17]  B. Albrecht,et al.  Observations of Cloud-Top Entrainment in Marine Stratocumulus Clouds , 1994 .

[18]  W. Grabowski Indirect impact of atmospheric aerosols in idealized simulations of convective-radiative quasi-equilibrium , 2006 .

[19]  J. Jensen,et al.  A Simple Model of Droplet Spectral Evolution during Turbulent Mixing , 1989 .

[20]  Szymon P. Malinowski,et al.  Spatial distribution of cloud droplets in a turbulent cloud‐chamber flow , 2005 .

[21]  J. Latham,et al.  The Evolution of Droplet Spectra and the Rate of Production of Embryonic Raindrops in Small Cumulus Clouds , 1979 .

[22]  Szymon P. Malinowski,et al.  Mixing of cloud and clear air in centimeter scales observed in laboratory by means of Particle Image Velocimetry , 2003 .

[23]  Piotr K. Smolarkiewicz,et al.  Numerical Simulation of CloudClear Air Interfacial Mixing , 2004 .

[24]  U. Frisch Turbulence: The Legacy of A. N. Kolmogorov , 1996 .

[25]  J. Brenguier,et al.  Comparison between Standard and Modified Forward Scattering Spectrometer Probes during the Small Cumulus Microphysics Study , 2002 .

[26]  D. Baumgardner,et al.  Entrainment and Fine-Scale Mixing in a Continental Convective Cloud , 1989 .

[27]  Wojciech W. Grabowski,et al.  Cumulus entrainment, fine‐scale mixing, and buoyancy reversal , 1993 .

[28]  J. Brenguier,et al.  Cumulus Entrainment and Cloud Droplet Spectra: A Numerical Model within a Two-Dimensional Dynamical Framework , 1993 .

[29]  P. Smolarkiewicz,et al.  Effective eddy viscosities in implicit large eddy simulations of turbulent flows , 2003 .

[30]  Paul A. Vaillancourt,et al.  Microscopic approach to cloud droplet growth by condensation , 1998 .

[31]  G. Falkovich,et al.  Intermittent distribution of heavy particles in a turbulent flow , 2004 .

[32]  J. Broadwell,et al.  A simple model of mixing and chemical reaction in a turbulent shear layer , 1982, Journal of Fluid Mechanics.

[33]  W. Cooper,et al.  Effects of Variable Droplet Growth Histories on Droplet Size Distributions. Part I: Theory , 1989 .

[34]  I. Zawadzki,et al.  Laboratory Observations of Cloud–Clear Air Mixing at Small Scales , 1998 .

[35]  L. Collins,et al.  Preferential Concentration of Cloud Droplets by Turbulence: Effects on the Early Evolution of Cumulus Cloud Droplet Spectra , 1998 .