Title: Shallow Cumulus Properties as Captured by Adiabatic Fraction in High-Resolution LES Simulations

Journal Article · · Journal of the Atmospheric Sciences
 [1];  [2];  [2];  [1];  [3];  [1]
  1. Weizmann Institute of Science, Rehovot (Israel)
  2. Hebrew Univ. of Jerusalem (Israel)
  3. Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)

Shallow convective clouds are important players in Earth’s energy budget and hydrological cycle, and are abundant in the tropical and subtropical belts. They greatly contribute to the uncertainty in climate predictions due to their unresolved, complex processes that include coupling between the dynamics and microphysics. Analysis of cloud structure can be simplified by considering cloud motions as a combination of moist adiabatic motions like adiabatic updrafts and turbulent motions leading to deviation from adiabaticity. In this work, we study the sizes and occurrence of adiabatic regions in shallow cumulus clouds during their growth and mature stages, and use the adiabatic fraction (AF) as a continuous metric to describe cloud processes and properties from the core to the edge. To do so, we simulate isolated trade wind cumulus clouds of different sizes using the System of Atmospheric Modeling (SAM) model in high resolution (10 m) with the Hebrew University spectral bin microphysics (SBM). The fine features in the clouds’ dynamics and microphysics, including small near-adiabatic volumes and a thin transition zone at the edge of the cloud (~20–40 m in width), are captured. The AF is shown to be an efficient measure for analyzing cloud properties and key processes determining the droplet-size distribution formation and shape during the cloud evolution. Physical processes governing the properties of droplet size distributions at different cloud regions (e.g., core, edge) are analyzed in relation to AF.

Research Organization:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
Israel Science Foundation; USDOE
Grant/Contract Number:
AC05-76RL01830
OSTI ID:
1841798
Report Number(s):
PNNL-SA--178696
Journal Information:
Journal of the Atmospheric Sciences, Journal Name: Journal of the Atmospheric Sciences Journal Issue: 2 Vol. 79; ISSN 0022-4928
Publisher:
American Meteorological SocietyCopyright Statement
Country of Publication:
United States
Language:
English

References (74)

Characterization of cumulus cloud fields using trajectories in the center of gravity versus water mass phase space: 1. Cloud tracking and phase space description: CENTER OF GRAVITY VERSUS WATER MASS 1 journal June 2016
Characterization of cumulus cloud fields using trajectories in the center of gravity versus water mass phase space: 2. Aerosol effects on warm convective clouds: Center of Gravity Versus Water Mass 2 journal June 2016
Cloud-edge mixing: Direct numerical simulation and observations in Indian Monsoon clouds: DNS FOR CLOUD-EDGE MIXING journal February 2017
The mechanism of first raindrops formation in deep convective clouds: RAIN ONSET journal August 2013
The influence of entrainment on the evolution of cloud droplet spectra: I. A model of inhomogeneous mixing journal July 1980
Skewness of cloud droplet spectrum and an improved estimation for its relative dispersion journal May 2016
Boundary Layer Clouds and Convection over Subtropical Oceans in our Current and in a Warmer Climate journal May 2019
A study of bimodal droplet size distributions in stratiform clouds journal May 1994
Retrieving microphysical properties near the tops of potential rain clouds by multispectral analysis of AVHRR data journal June 1994
Notes on the state-of-the-art numerical modeling of cloud microphysics journal December 2000
Entrainment of aerosols and their activation in a shallow cumulus cloud studied with a coupled LCM–LES approach journal April 2015
Impact of secondary droplet activation on the contrasting cloud microphysical relationships during the wet and dry seasons in the Amazon journal December 2019
Droplet spectral dispersion by lateral mixing process in continental deep cumulus clouds journal March 2021
Physical Processes in Clouds and Cloud Modeling book January 2018
Climate Change 2013 – The Physical Science Basis book March 2014
Observations of the width of cloud droplet spectra in stratocumulus journal January 2006
The role of adiabaticity in the aerosol first indirect effect: THE ROLE OF ADIABATICITY journal March 2008
Ice formation in Arctic mixed-phase clouds: Insights from a 3-D cloud-resolving model with size-resolved aerosol and cloud microphysics journal January 2009
A statistical approach to the life cycle analysis of cumulus clouds selected in a virtual reality environment journal January 2009
Linear relation between convective cloud drop number concentration and depth for rain initiation: DROP CONCENTRATION AND RAIN INITIATION journal January 2012
Aerosol effect on droplet spectral dispersion in warm continental cumuli: DISPERSION EFFECT IN CONTINENTAL CUMULI journal August 2012
Turbulent effects on the microphysics and initiation of warm rain in deep convective clouds: 2-D simulations by a spectral mixed-phase microphysics cloud model: TURBULENT EFFECTS ON CONVECTIVE CLOUDS journal March 2012
DNS and LES for Simulating Stratocumulus: Better Together journal July 2018
Causes of Higher Climate Sensitivity in CMIP6 Models journal January 2020
Clouds, circulation and climate sensitivity journal March 2015
Entrainment and mixing at the interface of shallow cumulus clouds: Results from a combination of observations and simulations [Entrainment and mixing at the interface of shallow cumulus clouds: Results from a combination of observations and simulations] journal September 2014
The Effects of Desert Particles Coated with Sulfate on Rain Formation in the Eastern Mediterranean journal September 1996
Terminal Velocity and Shape of Cloud and Precipitation Drops Aloft journal May 1976
The Simulation of a Convective Cloud in a 3-D Model With Explicit Microphysics. Part I: Model Description and Sensitivity Experiments journal May 1991
The Measurement and Parameterization of Effective Radius of Droplets in Warm Stratocumulus Clouds journal July 1994
Microphysics of Marine Stratocumulus Clouds with Two Drizzle Modes journal June 1996
A Flux Method for the Numerical Solution of the Stochastic Collection Equation journal July 1998
A Large Eddy Simulation Model with Explicit Microphysics: Validation against Aircraft Observations of a Stratocumulus-Topped Boundary Layer journal July 1999
An Investigation of Ice Production Mechanisms in Small Cumuliform Clouds Using a 3D Model with Explicit Microphysics. Part I: Model Description journal September 2000
Collision Efficiency of Drops in a Wide Range of Reynolds Numbers: Effects of Pressure on Spectrum Evolution journal April 2001
Cloud Resolving Modeling of the ARM Summer 1997 IOP: Model Formulation, Results, Uncertainties, and Sensitivities journal February 2003
Size Distributions and Dynamical Properties of Shallow Cumulus Clouds from Aircraft Observations and Satellite Data journal August 2003
Supersaturation of Water Vapor in Clouds journal December 2003
Size Statistics of Cumulus Cloud Populations in Large-Eddy Simulations journal April 2003
A Large Eddy Simulation Intercomparison Study of Shallow Cumulus Convection journal May 2003
Fractal Statistics of Cloud Fields journal February 1989
Subsiding Shells around Shallow Cumulus Clouds journal March 2008
Factors Determining the Impact of Aerosols on Surface Precipitation from Clouds: An Attempt at Classification journal June 2008
Earth's Global Energy Budget journal March 2009
Mixing in Shallow Cumulus Clouds Studied by Lagrangian Particle Tracking journal August 2008
Do Undiluted Convective Plumes Exist in the Upper Tropical Troposphere? journal February 2010
Nature versus Nurture in Shallow Convection journal May 2010
Microphysics of Premonsoon and Monsoon Clouds as Seen from In Situ Measurements during the Cloud Aerosol Interaction and Precipitation Enhancement Experiment (CAIPEEX) journal September 2011
Simulation of Effects of Atmospheric Aerosols on Deep Turbulent Convective Clouds Using a Spectral Microphysics Mixed-Phase Cumulus Cloud Model. Part I: Model Description and Possible Applications journal December 2004
Direct Numerical Simulation of Evaporative Cooling at the Lateral Boundary of Shallow Cumulus Clouds journal July 2013
Effects of Turbulent Mixing on the Structure and Macroscopic Properties of Stratocumulus Clouds Demonstrated by a Lagrangian Trajectory Model journal May 2014
Measurements of Turbulent Mixing and Subsiding Shells in Trade Wind Cumuli journal August 2014
Turbulent Mixing in Shallow Trade Wind Cumuli: Dependence on Cloud Life Cycle journal April 2015
Parameterization of Vertical Profiles of Governing Microphysical Parameters of Shallow Cumulus Cloud Ensembles Using LES with Bin Microphysics journal February 2019
Broadening of Modeled Cloud Droplet Spectra Using Bin Microphysics in an Eulerian Spatial Domain journal November 2018
Drop Size Distribution Broadening Mechanisms in a Bin Microphysics Eulerian Model journal September 2020
Convective and turbulent motions in non-precipitating Cu. Part 1: Method of separation of convective and turbulent motions journal January 2021
Life Cycle of Numerically Simulated Shallow Cumulus Clouds. Part II: Mixing Dynamics journal May 2005
Evaluation of Large-Eddy Simulations via Observations of Nocturnal Marine Stratocumulus journal June 2005
Effects of in-cloud nucleation and turbulence on droplet spectrum formation in cumulus clouds journal January 2002
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
Entrainment, Mixing, and Microphysics in Trade-Wind Cumulus journal January 2008
Vertical profiles of droplet effective radius in shallow convective clouds journal January 2011
Statistical analysis of an LES shallow cumulus cloud ensemble using a cloud tracking algorithm journal January 2012
Large-eddy simulation of organized precipitating trade wind cumulus clouds journal January 2013
Turbulent collision-coalescence in maritime shallow convection journal January 2013
The relative dispersion of cloud droplets: its robustness with respect to key cloud properties journal January 2015
Application of a new scheme of cloud base droplet nucleation in a spectral (bin) microphysics cloud model: sensitivity to aerosol size distribution journal January 2016
Theoretical investigation of mixing in warm clouds – Part 2: Homogeneous mixing journal January 2016
Conditions for super-adiabatic droplet growth after entrainment mixing journal January 2016
Revisiting adiabatic fraction estimations in cumulus clouds: high-resolution simulations with a passive tracer journal January 2021
Aerosols' influence on the interplay between condensation, evaporation and rain in warm cumulus cloud journal January 2008
Robust relations between CCN and the vertical evolution of cloud drop size distribution in deep convective clouds journal January 2008
How small is a small cloud? journal January 2008