skip to main content
OSTI.GOV title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Parameterizations of Entrainment-Mixing Mechanisms and their Effects on Cloud Droplet Spectral Width Based on Numerical Simulations

Journal Article · · Journal of Geophysical Research: Atmospheres
DOI:https://doi.org/10.1029/2020jd032972· OSTI ID:1706594

Abstract Entrainment‐mixing mechanisms significantly affect cloud droplet number concentration, radius, and spectral shape. Quantitative examination of entrainment‐mixing effects on cloud droplet spectral width is lacking. This study examines the effects of entrainment‐mixing processes on cloud microphysics by 12,218 different setups, each simulated 10 times using the Explicit Mixing Parcel Model (EMPM) driven by the observational data from the Third Tibetan Plateau Atmospheric Scientific Experiment (TIPEX‐III) campaign. Parameterizations of entrainment‐mixing mechanisms are developed by relating homogeneous mixing degree to transition scale number that depends on the dissipation rate and droplet evaporation time scale. The correlation between relative dispersion of cloud droplet size distribution and homogeneous mixing degree changes from negative to positive with the decreasing homogeneous mixing degree. The different relationships are closely related to the competition between complete and partial droplet evaporation and the number concentration of small droplets, which are quantitatively described by two newly introduced dimensionless numbers. The competition is significantly affected by relative humidity and mixing fraction of entrained air as well as turbulence dissipation rate, but not much by cloud droplet number concentration. Especially, when relative humidity and dissipation rate are high, there is only a negative correlation. This study sheds new light on generalizing the homogeneous/inhomogeneous concept by considering relative dispersion and also provides parameterizations of entrainment‐mixing processes and relative dispersion for atmospheric models.

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 Energy Efficiency and Renewable Energy (EERE), Renewable Power Office. Solar Energy Technologies Office; National Key Research and Development Program of China; Second Tibetan Plateau Scientific Expedition and Research (STEP) Program; Natural Science Foundation of Jiangsu Province; National Natural Science Foundation of China (NSFC); Qinglan Project; Jiangsu Six Talent Peak Project; National Center of Meteorology (United Arab Emirates)
Grant/Contract Number:
SC0012704; 33504; 2018YFC1505704; 2019QZKK0105; BK20160041; 41822504; 91537108; 41975181; R2018Q05; 2015-JY-011; DE‐SC00112704
OSTI ID:
1706594
Alternate ID(s):
OSTI ID: 1786879
Report Number(s):
BNL-220563-2020-JAAM
Journal Information:
Journal of Geophysical Research: Atmospheres, Vol. 125, Issue 22; ISSN 2169-897X
Publisher:
American Geophysical UnionCopyright Statement
Country of Publication:
United States
Language:
English

References (100)

Large-Eddy Simulations of a Drizzling, Stratocumulus-Topped Marine Boundary Layer journal March 2009
Numerical simulation of clouds and precipitation depending on different relationships between aerosol and cloud droplet spectral dispersion journal February 2013
A study of cloud microphysics and precipitation over the Tibetan Plateau by radar observations and cloud-resolving model simulations: Cloud Microphysics over Tibetan Plateau journal November 2016
Numerical Simulation of Cloud–Clear Air Interfacial Mixing journal July 2004
Turbulent Mixing, Spectral Evolution and Dynamics in a Warm Cumulus Cloud journal January 1985
World water tower: An atmospheric perspective journal January 2008
Tibetan Plateau climate dynamics: recent research progress and outlook journal August 2014
Climate Effects of the Deep Continental Stratus Clouds Generated by the Tibetan Plateau journal July 2004
Numerical Simulation of Cloud–Clear Air Interfacial Mixing: Effects on Cloud Microphysics journal December 2006
Indirect Impact of Atmospheric Aerosols in Idealized Simulations of Convective–Radiative Quasi Equilibrium. Part II: Double-Moment Microphysics journal April 2011
Aerosols, Climate, and the Hydrological Cycle journal December 2001
Warm-Rain Initiation: An Overview of Microphysical Mechanisms journal April 1993
Theoretical investigation of mixing in warm clouds – Part 2: Homogeneous mixing journal January 2016
Turbulent Mixing in Shallow Trade Wind Cumuli: Dependence on Cloud Life Cycle journal April 2015
A Case Study of Stratus Cloud Properties Using In Situ Aircraft Observations over Huanghua, China journal January 2019
Impacts of TIPEX‐III Rawinsondes on the Dynamics and Thermodynamics Over the Eastern Tibetan Plateau in the Boreal Summer journal June 2020
Entrainment and droplet spectral characteristics in convective clouds during transition to monsoon: Entrainment and droplet spectral characteristics journal March 2016
Scale dependence of entrainment-mixing mechanisms in cumulus clouds: Scale dependence of mixing mechanisms journal December 2014
Linear-eddy modelling of turbulent transport. Part 7. Finite-rate chemistry and multi-stream mixing journal July 1992
Analytical expression for the relative dispersion of the cloud droplet size distribution journal January 2006
Land-surface processes and summer-cloud-precipitation characteristics in the Tibetan Plateau and their effects on downstream weather: a review and perspective journal January 2020
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
Entrainment-Mixing and Radiative Transfer Simulation in Boundary Layer Clouds journal July 2007
Modeling Entrainment and Finescale Mixing in Cumulus Clouds journal December 1997
Effects of Variable Droplet Growth Histories on Droplet Size Distributions. Part I: Theory journal May 1989
A simple model of mixing and chemical reaction in a turbulent shear layer journal December 1982
Entrainment, Mixing, and Microphysics in Trade-Wind Cumulus journal January 2008
The Role of Shallow Convection over the Tibetan Plateau journal August 2017
Droplet Activation and Mixing in Large-Eddy Simulation of a Shallow Cumulus Field journal February 2012
Conditions for super-adiabatic droplet growth after entrainment mixing journal January 2016
Empirical relationship between entrainment rate and microphysics in cumulus clouds: ENTRAINMENT RATE AND MICROPHYSICS journal May 2013
The Third Atmospheric Scientific Experiment for Understanding the Earth–Atmosphere Coupled System over the Tibetan Plateau and Its Effects journal April 2018
Stratocumulus-capped mixed layers derived from a three-dimensional model journal June 1980
Aerosol indirect effect from turbulence-induced broadening of cloud-droplet size distributions journal November 2016
Aircraft measurements of cloud droplet spectral dispersion and implications for indirect aerosol radiative forcing journal January 2006
Large‐Scale Circulation Environment and Microphysical Characteristics of the Cloud Systems Over the Tibetan Plateau in Boreal Summer journal May 2020
Microphysical properties of stratocumulus clouds during ACE-2 journal April 2000
Religious burning as a potential major source of atmospheric fine aerosols in summertime Lhasa on the Tibetan Plateau journal May 2018
Contrasting Scale Dependence of Entrainment‐Mixing Mechanisms in Stratocumulus Clouds journal May 2020
Advanced Two-Moment Bulk Microphysics for Global Models. Part I: Off-Line Tests and Comparison with Other Schemes journal February 2015
Indirect Impact of Atmospheric Aerosols in Idealized Simulations of Convective–Radiative Quasi Equilibrium journal September 2006
A Simple Model of Droplet Spectral Evolution during Turbulent Mixing journal September 1989
Clearing clouds of uncertainty journal September 2017
Influence of mixing on evaluation of the aerosol first indirect effect journal January 2006
GEWEX Cloud System Study (GCSS) Working Group 4: Precipitating Convective Cloud Systems journal May 1997
On the radiative properties of ice clouds: Light scattering, remote sensing, and radiation parameterization journal November 2014
Satellite Inference of Thermals and Cloud-Base Updraft Speeds Based on Retrieved Surface and Cloud-Base Temperatures journal June 2015
Exploring parameterization for turbulent entrainment-mixing processes in clouds: ENTRAINMENT-MIXING PARAMETERIZATION journal January 2013
Thermal Effects of the Surface Heat Flux on Cloud Systems over the Tibetan Plateau in Boreal Summer journal July 2019
Broadening of droplet size distributions from entrainment and mixing in a cumulus cloud
  • Lasher-Trapp, Sonia G.; Cooper, William A.; Blyth, Alan M.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 131, Issue 605 https://doi.org/10.1256/qj.03.199
journal January 2005
Cumulus over the Tibetan Plateau in the Summer Based on CloudSat–CALIPSO Data journal February 2016
On Which Microphysical Time Scales to Use in Studies of Entrainment‐Mixing Mechanisms in Clouds journal April 2018
A study on the entrainment and mixing process in the continental stratocumulus clouds measured during the RACORO campaign journal September 2017
An important mechanism sustaining the atmospheric "water tower" over the Tibetan Plateau journal January 2014
Investigation of Turbulent Entrainment-Mixing Processes With a New Particle-Resolved Direct Numerical Simulation Model journal February 2018
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
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model journal September 1995
Examination of turbulent entrainment-mixing mechanisms using a combined approach journal January 2011
Search for Microphysical Signatures of Stochastic Condensation in Marine Boundary Layer Clouds Using Airborne Digital Holography journal March 2019
Entrainment and Mixing in Stratocumulus: Effects of a New Explicit Subgrid-Scale Scheme for Large-Eddy Simulations with Particle-Based Microphysics journal July 2019
Observations of marine stratocumulus microphysics and implications for processes controlling droplet spectra: Results from the Marine Stratus/Stratocumulus Experiment journal January 2009
Optical Properties of Shallow Convective Clouds Diagnosed from a Bulk-Microphysics Large-Eddy Simulation journal April 2008
Effects of entrainment and mixing on droplet size distributions in warm cumulus clouds journal April 2014
Subsiding Shells around Shallow Cumulus Clouds journal March 2008
Adiabatic predictions and observations of cloud droplet spectral broadness journal February 2005
The influence of entrainment on the evolution of cloud droplet spectra: I. A model of inhomogeneous mixing journal July 1980
Large-Eddy Simulations of Trade Wind Cumuli: Investigation of Aerosol Indirect Effects journal June 2006
Comprehensive radar observations of clouds and precipitation over the Tibetan Plateau and preliminary analysis of cloud properties journal August 2015
Scale Dependence of Cloud Microphysical Response to Turbulent Entrainment and Mixing journal November 2018
Observations of monsoon convective cloud microphysics over India and role of entrainment-mixing: MICROPHYSICS AND ENTRAINMENT-MIXING journal August 2016
Tibetan Plateau Cloud Structure and Cloud Water Content Derived from Millimeter Cloud Radar Observations in Summer journal November 2018
Modeling Supersaturation and Subgrid-Scale Mixing with Two-Moment Bulk Warm Microphysics journal March 2008
Homogeneous and Inhomogeneous Mixing in Cumulus Clouds: Dependence on Local Turbulence Structure journal December 2009
Clouds with turbulence; the role of entrainment journal May 1996
Reconciling Contrasting Relationships Between Relative Dispersion and Volume‐Mean Radius of Cloud Droplet Size Distributions journal May 2020
Eddy Dissipation Rates in Thunderstorms Estimated by Doppler Radar in Relation to Aircraft In Situ Measurements journal October 2001
Untangling aerosol effects on clouds and precipitation in a buffered system journal October 2009
Entrainment-mixing parameterization in shallow cumuli and effects of secondary mixing events journal January 2014
Lagrangian Mixing Dynamics at the Cloudy–Clear Air Interface journal July 2014
Lateral entrainment rate in shallow cumuli: Dependence on dry air sources and probability density functions journal October 2012
Small scale mixing processes at the top of a marine stratocumulus—a case study
  • Haman, Krzysztof E.; Malinowski, Szymon P.; Kurowski, Marcin J.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 133, Issue 622 https://doi.org/10.1002/qj.5
journal January 2007
Dependence of the effect of aerosols on cirrus clouds on background vertical velocity journal July 2012
Numerical Simulation of Cloud–Clear Air Interfacial Mixing: Homogeneous versus Inhomogeneous Mixing journal August 2009
Observational study of the relationship between entrainment rate and relative dispersion in deep convective clouds journal January 2018
Homogeneity of the Subgrid-Scale Turbulent Mixing in Large-Eddy Simulation of Shallow Convection journal September 2013
The Influence of Entrainment and Mixing on the Initial Formation of Rain in a Warm Cumulus Cloud journal June 2013
Microphysical relationships in warm clouds journal March 2001
A study of shallow cumulus cloud droplet dispersion by large eddy simulations journal April 2011
The Evolution of Droplet Spectra and the Rate of Production of Embryonic Raindrops in Small Cumulus Clouds journal August 1979
MMCR-based characteristic properties of non-precipitating cloud liquid droplets at Naqu site over Tibetan Plateau in July 2014 journal July 2017
Characteristics of Summer Convective Systems Initiated over the Tibetan Plateau. Part I: Origin, Track, Development, and Precipitation journal October 2008
Effects of Cloud Liquid‐Phase Microphysical Processes in Mixed‐Phase Cumuli Over the Tibetan Plateau journal October 2020
Resolving both entrainment-mixing and number of activated CCN in deep convective clouds journal January 2011
A Linear- Eddy Model of Turbulent Scalar Transport and Mixing journal August 1988
Observed impacts of vertical velocity on cloud microphysics and implications for aerosol indirect effects: IMPACTS OF UPDRAFT ON CLOUD MICROPHYSICS journal November 2012
Diurnal variations of summer precipitation over contiguous China journal January 2007
Cloud microphysical relationships and their implication on entrainment and mixing mechanism for the stratocumulus clouds measured during the VOCALS project: CLOUD MICROPHYSICS - ENTRAINMENT, MIXING journal May 2015
Cloud microphysical effects of turbulent mixing and entrainment journal June 2012
Linear eddy modeling of droplet spectral evolution during entrainment and mixing in cumulus clouds journal June 1998

Similar Records

Influences of an entrainment–mixing parameterization on numerical simulations of cumulus and stratocumulus clouds
Journal Article · Mon Apr 25 00:00:00 EDT 2022 · Atmospheric Chemistry and Physics (Online) · OSTI ID:1706594

On Which Microphysical Time Scales to Use in Studies of Entrainment-Mixing Mechanisms in Clouds
Journal Article · Fri Mar 23 00:00:00 EDT 2018 · Journal of Geophysical Research: Atmospheres · OSTI ID:1706594

Contrasting Scale Dependence of Entrainment-Mixing Mechanisms in Stratocumulus Clouds
Journal Article · Fri Apr 17 00:00:00 EDT 2020 · Geophysical Research Letters · OSTI ID:1706594

Related Subjects