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Title: Investigation of Turbulent Entrainment-Mixing Processes With a New Particle-Resolved Direct Numerical Simulation Model

Journal Article · · Journal of Geophysical Research: Atmospheres
 [1]; ORCiD logo [2];  [1]; ORCiD logo [3]
  1. Stony Brook Univ., NY (United States). Dept. of Applied Mathematics and Statistics
  2. Stony Brook Univ., NY (United States). Dept. of Applied Mathematics and Statistics; Brookhaven National Lab. (BNL), Upton, NY (United States)
  3. Nanjing Univ. of Technology (China). State Key Lab. for Aerosol-Cloud-Precipitation of China Meteorological Administration

Here, a new particle-resolved three dimensional direct numerical simulation (DNS) model is developed that combines Lagrangian droplet tracking with the Eulerian field representation of turbulence near the Kolmogorov microscale. Six numerical experiments are performed to investigate the processes of entrainment of clear air and subsequent mixing with cloudy air and their interactions with cloud microphysics. The experiments are designed to represent different combinations of three configurations of initial cloudy area and two turbulence modes (decaying and forced turbulence). Five existing measures of microphysical homogeneous mixing degree are examined, modified, and compared in terms of their ability as a unifying measure to represent the effect of various entrainment-mixing mechanisms on cloud microphysics. Also examined and compared are the conventional Damköhler number and transition scale number as a dynamical measure of different mixing mechanisms. Relationships between the various microphysical measures and dynamical measures are investigated in search for a unified parameterization of entrainment-mixing processes. The results show that even with the same cloud water fraction, the thermodynamic and microphysical properties are different, especially for the decaying cases. Further analysis confirms that despite the detailed differences in cloud properties among the six simulation scenarios, the variety of turbulent entrainment-mixing mechanisms can be reasonably represented with power-law relationships between the microphysical homogeneous mixing degrees and the dynamical measures.

Research Organization:
Brookhaven National Laboratory (BNL), Upton, NY (United States)
Sponsoring Organization:
USDOE Office of Science (SC), Biological and Environmental Research (BER); USDOE Office of Science (SC), Advanced Scientific Computing Research (ASCR); US Army Research Office (ARO); National Natural Science Foundation of China (NSFC)
Grant/Contract Number:
SC0012704; W911NF-15-1-0403; 91537108; BK20160041
OSTI ID:
1424986
Report Number(s):
BNL-203223-2018-JAAM
Journal Information:
Journal of Geophysical Research: Atmospheres, Vol. 123, Issue 4; ISSN 2169-897X
Publisher:
American Geophysical UnionCopyright Statement
Country of Publication:
United States
Language:
English
Citation Metrics:
Cited by: 18 works
Citation information provided by
Web of Science

References (55)

Cloud microphysical effects of turbulent mixing and entrainment journal June 2012
Small-Scale Anisotropy in Turbulent Shearless Mixing journal October 2011
Numerical Simulation of Cloud–Clear Air Interfacial Mixing journal July 2004
Cumulus entrainment, fine-scale mixing, and buoyancy reversal journal July 1993
Turbulent Mixing, Spectral Evolution and Dynamics in a Warm Cumulus Cloud journal January 1985
Indirect warming effect from dispersion forcing journal October 2002
Numerical Simulation of Cloud–Clear Air Interfacial Mixing: Effects on Cloud Microphysics journal December 2006
Preferential concentration of particles by turbulence journal August 1994
The Growth of Cloud Drops in Uniformly Cooled air journal April 1949
On the size distribution of cloud droplets journal January 1995
Laboratory and modeling studies of cloud–clear air interfacial mixing: anisotropy of small-scale turbulence due to evaporative cooling journal July 2008
Droplet Spectral Broadening in Marine Stratus journal November 1997
Entrainment and Mixing Processes as Related to Droplet Growth in Warm Midlatitude and Tropical Clouds journal July 1990
An analytical expression for predicting the critical radius in the autoconversion parameterization: EXPRESSION FOR CRITICAL RADIUS journal March 2004
Comparison of Pseudospectral and Spectral Approximation journal September 1972
A new aspect of condensation theory journal September 1980
Observational Study of the Entrainment-Mixing Process in Warm Convective Clouds journal June 2007
Cloud-edge mixing: Direct numerical simulation and observations in Indian Monsoon clouds: DNS FOR CLOUD-EDGE MIXING journal February 2017
Cloud Droplet Growth by Condensation in Homogeneous Isotropic Turbulence journal June 2009
A subgrid-scale model for large-eddy simulation of planetary boundary-layer flows journal November 1994
Examination of turbulent entrainment-mixing mechanisms using a combined approach journal January 2011
Kinetic Potential and Barrier Crossing: A Model for Warm Cloud Drizzle Formation journal January 2003
Prediction of normal-tissue tolerance to radiotherapy from in-vitro cellular radiation sensitivity journal June 1992
Toward the Theory of Stochastic Condensation in Clouds. Part I: A General Kinetic Equation journal December 1999
Optical Properties of Shallow Convective Clouds Diagnosed from a Bulk-Microphysics Large-Eddy Simulation journal April 2008
Droplet condensation in turbulent flows journal June 2005
Growth of Cloud Droplets in a Turbulent Environment journal January 2013
Adiabatic predictions and observations of cloud droplet spectral broadness journal February 2005
Droplet growth in warm turbulent clouds
  • Devenish, B. J.; Bartello, P.; Brenguier, J. -L.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 138, Issue 667 https://doi.org/10.1002/qj.1897
journal February 2012
The influence of entrainment on the evolution of cloud droplet spectra: I. A model of inhomogeneous mixing journal July 1980
Entrainment-Mixing and Radiative Transfer Simulation in Boundary Layer Clouds journal July 2007
Modeling Entrainment and Finescale Mixing in Cumulus Clouds journal December 1997
Numerical Archetypal Parameterization for Mesoscale Convective Systems journal July 2016
The Microstructure of Cumulus Cloud: Part IV. The Effect on the Droplet Spectrum of Mixing Between Cloud and Environment journal March 1973
A dynamic localization model for large-eddy simulation of turbulent flows journal March 1995
Homogeneous and Inhomogeneous Mixing in Cumulus Clouds: Dependence on Local Turbulence Structure journal December 2009
On Size Distributions of Cloud Droplets Growing by Condensation: A New Conceptual Model journal February 1998
Accurate Projection Methods for the Incompressible Navier–Stokes Equations journal April 2001
Linear eddy modeling of droplet spectral evolution during entrainment and mixing in cumulus clouds journal June 1998
Empirical relationship between entrainment rate and microphysics in cumulus clouds: ENTRAINMENT RATE AND MICROPHYSICS journal May 2013
Extreme responses of a coupled scalar–particle system during turbulent mixing journal November 2012
Droplet dynamics and fine-scale structure in a shearless turbulent mixing layer with phase changes journal February 2017
Lagrangian Mixing Dynamics at the Cloudy–Clear Air Interface journal July 2014
Brownian drift-diffusion model for evolution of droplet size distributions in turbulent clouds journal January 2006
Numerical Simulation of Cloud–Clear Air Interfacial Mixing: Homogeneous versus Inhomogeneous Mixing journal August 2009
Daytime convective development over land: A model intercomparison based on LBA observations journal January 2006
Preferential Concentration of Cloud Droplets by Turbulence: Effects on the Early Evolution of Cumulus Cloud Droplet Spectra journal June 1998
Review of Particle–Turbulence Interactions and Consequences for Cloud Physics journal February 2000
Observations of Cloud Microstructure at the Centimeter Scale journal April 1993
Efficient Implementation of Weighted ENO Schemes journal June 1996
Linear forcing in numerical simulations of isotropic turbulence: Physical space implementations and convergence properties journal September 2005
Preferential concentration of particles by turbulence journal May 1991
A dynamic localization model for large-eddy simulation of turbulent flows journal August 1995
Small scale anisotropy in turbulent shearless mixing text January 2011
Cloud microphysical effects of turbulent mixing and entrainment text January 2011

Cited By (2)

On Which Microphysical Time Scales to Use in Studies of Entrainment‐Mixing Mechanisms in Clouds journal April 2018
Direct Numerical Simulation of a Warm Cloud Top Model Interface: Impact of the Transient Mixing on Different Droplet Population journal August 2019

Figures / Tables (12)