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Title: Scale dependence of entrainment-mixing mechanisms in cumulus clouds

Abstract

This work empirically examines the dependence of entrainment-mixing mechanisms on the averaging scale in cumulus clouds using in situ aircraft observations during the Routine Atmospheric Radiation Measurement Aerial Facility Clouds with Low Optical Water Depths Optical Radiative Observations (RACORO) field campaign. A new measure of homogeneous mixing degree is defined that can encompass all types of mixing mechanisms. Analysis of the dependence of the homogenous mixing degree on the averaging scale shows that, on average, the homogenous mixing degree decreases with increasing averaging scales, suggesting that apparent mixing mechanisms gradually approach from homogeneous mixing to extreme inhomogeneous mixing with increasing scales. The scale dependence can be well quantified by an exponential function, providing first attempt at developing a scale-dependent parameterization for the entrainment-mixing mechanism. The influences of three factors on the scale dependence are further examined: droplet-free filament properties (size and fraction), microphysical properties (mean volume radius and liquid water content of cloud droplet size distributions adjacent to droplet-free filaments), and relative humidity of entrained dry air. It is found that the decreasing rate of homogeneous mixing degree with increasing averaging scales becomes larger with larger droplet-free filament size and fraction, larger mean volume radius and liquid water content, ormore » higher relative humidity. The results underscore the necessity and possibility of considering averaging scale in representation of entrainment-mixing processes in atmospheric models.« less

Authors:
 [1];  [2];  [3];  [2]
  1. Nanjing Univ. of Information Science and Technology (China). Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters; Chinese Acadamy of Sciences, Beijing (China); Brookhaven National Laboratory (BNL), Upton, NY (United States). Biological, Environmental and Climate Science Dept.
  2. Brookhaven National Laboratory (BNL), Upton, NY (United States). Biological, Environmental and Climate Science Dept.
  3. Nanjing Univ. of Information Science and Technology (China). Collaborative Innovation Center on Forecast and Evaluation of Meteorological Disasters
Publication Date:
Research Org.:
Brookhaven National Lab. (BNL), Upton, NY (United States)
Sponsoring Org.:
USDOE Office of Science (SC)
OSTI Identifier:
1167150
Report Number(s):
BNL-107195-2014-JA
Journal ID: ISSN 2169-8996; R&D Project: 2015-BNL-EE631EECA-Budg; KP1703020
Grant/Contract Number:  
SC00112704
Resource Type:
Accepted Manuscript
Journal Name:
Journal of Geophysical Research: Atmospheres (Online)
Additional Journal Information:
Journal Name: Journal of Geophysical Research: Atmospheres (Online); Journal Volume: 119; Journal Issue: 24; Journal ID: ISSN 2169-8996
Publisher:
American Geophysical Union
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES

Citation Formats

Lu, Chunsong, Liu, Yangang, Niu, Shengjie, and Endo, Satoshi. Scale dependence of entrainment-mixing mechanisms in cumulus clouds. United States: N. p., 2014. Web. doi:10.1002/2014JD022265.
Lu, Chunsong, Liu, Yangang, Niu, Shengjie, & Endo, Satoshi. Scale dependence of entrainment-mixing mechanisms in cumulus clouds. United States. https://doi.org/10.1002/2014JD022265
Lu, Chunsong, Liu, Yangang, Niu, Shengjie, and Endo, Satoshi. Wed . "Scale dependence of entrainment-mixing mechanisms in cumulus clouds". United States. https://doi.org/10.1002/2014JD022265. https://www.osti.gov/servlets/purl/1167150.
@article{osti_1167150,
title = {Scale dependence of entrainment-mixing mechanisms in cumulus clouds},
author = {Lu, Chunsong and Liu, Yangang and Niu, Shengjie and Endo, Satoshi},
abstractNote = {This work empirically examines the dependence of entrainment-mixing mechanisms on the averaging scale in cumulus clouds using in situ aircraft observations during the Routine Atmospheric Radiation Measurement Aerial Facility Clouds with Low Optical Water Depths Optical Radiative Observations (RACORO) field campaign. A new measure of homogeneous mixing degree is defined that can encompass all types of mixing mechanisms. Analysis of the dependence of the homogenous mixing degree on the averaging scale shows that, on average, the homogenous mixing degree decreases with increasing averaging scales, suggesting that apparent mixing mechanisms gradually approach from homogeneous mixing to extreme inhomogeneous mixing with increasing scales. The scale dependence can be well quantified by an exponential function, providing first attempt at developing a scale-dependent parameterization for the entrainment-mixing mechanism. The influences of three factors on the scale dependence are further examined: droplet-free filament properties (size and fraction), microphysical properties (mean volume radius and liquid water content of cloud droplet size distributions adjacent to droplet-free filaments), and relative humidity of entrained dry air. It is found that the decreasing rate of homogeneous mixing degree with increasing averaging scales becomes larger with larger droplet-free filament size and fraction, larger mean volume radius and liquid water content, or higher relative humidity. The results underscore the necessity and possibility of considering averaging scale in representation of entrainment-mixing processes in atmospheric models.},
doi = {10.1002/2014JD022265},
journal = {Journal of Geophysical Research: Atmospheres (Online)},
number = 24,
volume = 119,
place = {United States},
year = {Wed Dec 17 00:00:00 EST 2014},
month = {Wed Dec 17 00:00:00 EST 2014}
}

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Works referenced in this record:

Numerical Simulation of Cloud–Clear Air Interfacial Mixing: Homogeneous versus Inhomogeneous Mixing
journal, August 2009

  • Andrejczuk, Miroslaw; Grabowski, Wojciech W.; Malinowski, Szymon P.
  • Journal of the Atmospheric Sciences, Vol. 66, Issue 8
  • DOI: 10.1175/2009JAS2956.1

The influence of entrainment on the evolution of cloud droplet spectra: I. A model of inhomogeneous mixing
journal, July 1980

  • Baker, M. B.; Corbin, R. G.; Latham, J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 106, Issue 449
  • DOI: 10.1002/qj.49710644914

The Effects of Turbulent Mixing in Clouds
journal, January 1984


Marine boundary layer clouds at the heart of tropical cloud feedback uncertainties in climate models
journal, January 2005


Observational Study of the Entrainment-Mixing Process in Warm Convective Clouds
journal, June 2007

  • Burnet, Frédéric; Brenguier, Jean-Louis
  • Journal of the Atmospheric Sciences, Vol. 64, Issue 6
  • DOI: 10.1175/JAS3928.1

Interpretation of Cloud-Climate Feedback as Produced by 14 Atmospheric General Circulation Models
journal, August 1989


Entrainment-Mixing and Radiative Transfer Simulation in Boundary Layer Clouds
journal, July 2007

  • Chosson, Frédérick; Brenguier, Jean-Louis; Schüller, Lothar
  • Journal of the Atmospheric Sciences, Vol. 64, Issue 7
  • DOI: 10.1175/JAS3975.1

The Role of Entrainment in the Diurnal Cycle of Continental Convection
journal, May 2010


Statistical analysis of microphysical properties and the parameterization of effective radius of warm clouds in Beijing area
journal, August 2009


Entrainment and detrainment in cumulus convection: an overview
journal, June 2012

  • de Rooy, Wim C.; Bechtold, Peter; Fröhlich, Kristina
  • Quarterly Journal of the Royal Meteorological Society, Vol. 139, Issue 670
  • DOI: 10.1002/qj.1959

Droplet growth in warm turbulent clouds
journal, February 2012

  • Devenish, B. J.; Bartello, P.; Brenguier, J. -L.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 138, Issue 667
  • DOI: 10.1002/qj.1897

Open-path airborne tunable diode laser hygrometer
conference, September 2002

  • Diskin, Glenn S.; Podolske, James R.; Sachse, Glen W.
  • International Symposium on Optical Science and Technology, SPIE Proceedings
  • DOI: 10.1117/12.453736

Robust relations between CCN and the vertical evolution of cloud drop size distribution in deep convective clouds
journal, January 2008

  • Freud, E.; Rosenfeld, D.; Andreae, M. O.
  • Atmospheric Chemistry and Physics, Vol. 8, Issue 6
  • DOI: 10.5194/acp-8-1661-2008

Resolving both entrainment-mixing and number of activated CCN in deep convective clouds
journal, January 2011

  • Freud, E.; Rosenfeld, D.; Kulkarni, J. R.
  • Atmospheric Chemistry and Physics, Vol. 11, Issue 24
  • DOI: 10.5194/acp-11-12887-2011

Entrainment, Mixing, and Microphysics in Trade-Wind Cumulus
journal, January 2008

  • E. Gerber, Hermann; M. Frick, Glendon; B. Jensen, Jorgen
  • Journal of the Meteorological Society of Japan, Vol. 86A
  • DOI: 10.2151/jmsj.86A.87

Holes and Entrainment in Stratocumulus
journal, February 2005

  • Gerber, H.; Frick, G.; Malinowski, S. P.
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 2
  • DOI: 10.1175/JAS-3399.1

Droplet nucleation: Physically-based parameterizations and comparative evaluation: DROPLET NUCLEATION
journal, April 2011

  • Ghan, Steven J.; Abdul-Razzak, Hayder; Nenes, Athanasios
  • Journal of Advances in Modeling Earth Systems, Vol. 3, Issue 4
  • DOI: 10.1029/2011MS000074

Indirect Impact of Atmospheric Aerosols in Idealized Simulations of Convective–Radiative Quasi Equilibrium
journal, September 2006


Small scale mixing processes at the top of a marine stratocumulus—a case study
journal, January 2007

  • Haman, Krzysztof E.; Malinowski, Szymon P.; Kurowski, Marcin J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 133, Issue 622
  • DOI: 10.1002/qj.5

The Influence of Entrainment and Mixing Assumption on Aerosol–Cloud Interactions in Marine Stratocumulus
journal, May 2009

  • Hill, Adrian A.; Feingold, Graham; Jiang, Hongli
  • Journal of the Atmospheric Sciences, Vol. 66, Issue 5
  • DOI: 10.1175/2008JAS2909.1

Homogeneity of the Subgrid-Scale Turbulent Mixing in Large-Eddy Simulation of Shallow Convection
journal, September 2013

  • Jarecka, Dorota; Grabowski, Wojciech W.; Morrison, Hugh
  • Journal of the Atmospheric Sciences, Vol. 70, Issue 9
  • DOI: 10.1175/JAS-D-13-042.1

Turbulent Mixing, Spectral Evolution and Dynamics in a Warm Cumulus Cloud
journal, January 1985


The role of adiabaticity in the aerosol first indirect effect: THE ROLE OF ADIABATICITY
journal, March 2008

  • Kim, Byung-Gon; Miller, Mark A.; Schwartz, Stephen E.
  • Journal of Geophysical Research: Atmospheres, Vol. 113, Issue D5
  • DOI: 10.1029/2007JD008961

Broadening of droplet size distributions from entrainment and mixing in a cumulus cloud
journal, January 2005

  • Lasher-Trapp, Sonia G.; Cooper, William A.; Blyth, Alan M.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 131, Issue 605
  • DOI: 10.1256/qj.03.199

Homogeneous and Inhomogeneous Mixing in Cumulus Clouds: Dependence on Local Turbulence Structure
journal, December 2009

  • Lehmann, Katrin; Siebert, Holger; Shaw, Raymond A.
  • Journal of the Atmospheric Sciences, Vol. 66, Issue 12
  • DOI: 10.1175/2009JAS3012.1

Dispersion bias, dispersion effect, and the aerosol–cloud conundrum
journal, October 2008


Examination of turbulent entrainment-mixing mechanisms using a combined approach
journal, January 2011

  • Lu, Chunsong; Liu, Yangang; Niu, Shengjie
  • Journal of Geophysical Research, Vol. 116, Issue D20
  • DOI: 10.1029/2011JD015944

Lateral entrainment rate in shallow cumuli: Dependence on dry air sources and probability density functions
journal, October 2012

  • Lu, Chunsong; Liu, Yangang; Niu, Shengjie
  • Geophysical Research Letters, Vol. 39, Issue 20
  • DOI: 10.1029/2012GL053646

Observed impacts of vertical velocity on cloud microphysics and implications for aerosol indirect effects: IMPACTS OF UPDRAFT ON CLOUD MICROPHYSICS
journal, November 2012

  • Lu, Chunsong; Liu, Yangang; Niu, Shengjie
  • Geophysical Research Letters, Vol. 39, Issue 21
  • DOI: 10.1029/2012GL053599

A new approach for estimating entrainment rate in cumulus clouds: A NEW APPROACH FOR ENTRAINMENT RATE
journal, February 2012

  • Lu, Chunsong; Liu, Yangang; Yum, Seong Soo
  • Geophysical Research Letters, Vol. 39, Issue 4
  • DOI: 10.1029/2011GL050546

A method for distinguishing and linking turbulent entrainment mixing and collision-coalescence in stratocumulus clouds
journal, December 2012


Exploring parameterization for turbulent entrainment-mixing processes in clouds: ENTRAINMENT-MIXING PARAMETERIZATION
journal, January 2013

  • Lu, Chunsong; Liu, Yangang; Niu, Shengjie
  • Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 1
  • DOI: 10.1029/2012JD018464

Empirical relationship between entrainment rate and microphysics in cumulus clouds: ENTRAINMENT RATE AND MICROPHYSICS
journal, May 2013

  • Lu, Chunsong; Niu, Shengjie; Liu, Yangang
  • Geophysical Research Letters, Vol. 40, Issue 10
  • DOI: 10.1002/grl.50445

Entrainment-mixing parameterization in shallow cumuli and effects of secondary mixing events
journal, January 2014


Aerosol impacts on drizzle properties in warm clouds from ARM Mobile Facility maritime and continental deployments: Aerosol impacts on drizzle at AMF sites
journal, April 2014

  • Mann, Julian A. L.; Christine Chiu, J.; Hogan, Robin J.
  • Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 7
  • DOI: 10.1002/2013JD021339

Modeling Supersaturation and Subgrid-Scale Mixing with Two-Moment Bulk Warm Microphysics
journal, March 2008

  • Morrison, Hugh; Grabowski, Wojciech W.
  • Journal of the Atmospheric Sciences, Vol. 65, Issue 3
  • DOI: 10.1175/2007JAS2374.1

Entrainment and Fine-Scale Mixing in a Continental Convective Cloud
journal, January 1989


Microphysical properties of stratocumulus clouds
journal, September 2000


Nature versus Nurture in Shallow Convection
journal, May 2010

  • Romps, David M.; Kuang, Zhiming
  • Journal of the Atmospheric Sciences, Vol. 67, Issue 5
  • DOI: 10.1175/2009JAS3307.1

Optical Properties of Shallow Convective Clouds Diagnosed from a Bulk-Microphysics Large-Eddy Simulation
journal, April 2008

  • Slawinska, Joanna; Grabowski, Wojciech W.; Pawlowska, Hanna
  • Journal of Climate, Vol. 21, Issue 7
  • DOI: 10.1175/2007JCLI1820.1

Droplet Activation and Mixing in Large-Eddy Simulation of a Shallow Cumulus Field
journal, February 2012

  • Slawinska, Joanna; Grabowski, Wojciech W.; Pawlowska, Hanna
  • Journal of the Atmospheric Sciences, Vol. 69, Issue 2
  • DOI: 10.1175/JAS-D-11-054.1

Cloud Feedbacks in the Climate System: A Critical Review
journal, January 2005


Linear eddy modeling of droplet spectral evolution during entrainment and mixing in cumulus clouds
journal, June 1998


Parameterization of the Bulk Effects of Lateral and Cloud-Top Entrainment in Transient Shallow Cumulus Clouds
journal, April 2002


Improvement of cloud microphysics in the aerosol-climate model BCC_AGCM2.0.1_CUACE/Aero, evaluation against observations, and updated aerosol indirect effect
journal, July 2014

  • Wang, Zhili; Zhang, Hua; Lu, Peng
  • Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 13
  • DOI: 10.1002/2014JD021886

Effects of entrainment on convective available potential energy and closure assumptions in convection parameterization
journal, January 2009


Application and evaluation of a new radiation code under McICA scheme in BCC_AGCM2.0.1
journal, January 2014


Works referencing / citing this record:

Holographic measurements of inhomogeneous cloud mixing at the centimeter scale
journal, October 2015


Theoretical study of mixing in liquid clouds – Part 1: Classical concepts
journal, January 2016

  • Korolev, Alexei; Khain, Alex; Pinsky, Mark
  • Atmospheric Chemistry and Physics, Vol. 16, Issue 14
  • DOI: 10.5194/acp-16-9235-2016