DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Modeling Condensation in Deep Convection

Abstract

Cloud-scale models apply two drastically different methods to represent condensation of water vapor to form and grow cloud droplets. Maintenance of water saturation inside liquid clouds is assumed in the computationally efficient saturation adjustment approach used in most bulk microphysics schemes. When super- or subsaturations are allowed, condensation/evaporation can be calculated using the predicted saturation ratio and (either predicted or prescribed) mean droplet radius and concentration. Here, we investigate differences between simulations of deep unorganized convection applying a saturation adjustment condensation scheme (SADJ) and a scheme with supersaturation prediction (SPRE). A double-moment microphysics scheme with CCN activation parameterized as a function of the local vertical velocity is applied to compare cloud fields simulated applying SPRE and SADJ. Clean CCN conditions are assumed to demonstrate upper limits of the SPRE and SADJ difference. Microphysical piggybacking is used to extract the impacts with confidence. Results show a significant impact on deep convection dynamics, with SADJ featuring more cloud buoyancy and thus stronger updrafts. This leads to around a 3% increase of the surface rain accumulation in SADJ. Upper-tropospheric anvil cloud fractions are much larger in SPRE than in SADJ because of the higher ice concentrations and thus longer residence times of anvilmore » particles in SPRE, as demonstrated by sensitivity tests. Higher ice concentrations in SPRE come from significantly larger ice supersaturations in strong convective updrafts that feature water supersaturations of several percent.« less

Authors:
 [1];  [2]
  1. National Center for Atmospheric Research, Boulder, CO (United States). Mesoscale and Microscale Meteorology Lab.; Univ. of Warsaw, Warsaw (Poland). Inst. of Geophysics, Faculty of Phyiscs
  2. National Center for Atmospheric Research, Boulder, CO (United States). Mesoscale and Microscale Meteorology Lab.
Publication Date:
Research Org.:
University Corporation for Atmospheric Research, Boulder, CO (United States)
Sponsoring Org.:
USDOE Office of Science (SC)
OSTI Identifier:
1536991
Grant/Contract Number:  
SC0016476
Resource Type:
Accepted Manuscript
Journal Name:
Journal of the Atmospheric Sciences
Additional Journal Information:
Journal Volume: 74; Journal Issue: 7; Journal ID: ISSN 0022-4928
Publisher:
American Meteorological Society
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; meteorology & atmospheric sciences; clouds; convection; convective-scale processes; glaciation

Citation Formats

Grabowski, Wojciech W., and Morrison, Hugh. Modeling Condensation in Deep Convection. United States: N. p., 2017. Web. doi:10.1175/jas-d-16-0255.1.
Grabowski, Wojciech W., & Morrison, Hugh. Modeling Condensation in Deep Convection. United States. https://doi.org/10.1175/jas-d-16-0255.1
Grabowski, Wojciech W., and Morrison, Hugh. Sat . "Modeling Condensation in Deep Convection". United States. https://doi.org/10.1175/jas-d-16-0255.1. https://www.osti.gov/servlets/purl/1536991.
@article{osti_1536991,
title = {Modeling Condensation in Deep Convection},
author = {Grabowski, Wojciech W. and Morrison, Hugh},
abstractNote = {Cloud-scale models apply two drastically different methods to represent condensation of water vapor to form and grow cloud droplets. Maintenance of water saturation inside liquid clouds is assumed in the computationally efficient saturation adjustment approach used in most bulk microphysics schemes. When super- or subsaturations are allowed, condensation/evaporation can be calculated using the predicted saturation ratio and (either predicted or prescribed) mean droplet radius and concentration. Here, we investigate differences between simulations of deep unorganized convection applying a saturation adjustment condensation scheme (SADJ) and a scheme with supersaturation prediction (SPRE). A double-moment microphysics scheme with CCN activation parameterized as a function of the local vertical velocity is applied to compare cloud fields simulated applying SPRE and SADJ. Clean CCN conditions are assumed to demonstrate upper limits of the SPRE and SADJ difference. Microphysical piggybacking is used to extract the impacts with confidence. Results show a significant impact on deep convection dynamics, with SADJ featuring more cloud buoyancy and thus stronger updrafts. This leads to around a 3% increase of the surface rain accumulation in SADJ. Upper-tropospheric anvil cloud fractions are much larger in SPRE than in SADJ because of the higher ice concentrations and thus longer residence times of anvil particles in SPRE, as demonstrated by sensitivity tests. Higher ice concentrations in SPRE come from significantly larger ice supersaturations in strong convective updrafts that feature water supersaturations of several percent.},
doi = {10.1175/jas-d-16-0255.1},
journal = {Journal of the Atmospheric Sciences},
number = 7,
volume = 74,
place = {United States},
year = {Sat Jul 29 00:00:00 EDT 2017},
month = {Sat Jul 29 00:00:00 EDT 2017}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record

Citation Metrics:
Cited by: 31 works
Citation information provided by
Web of Science

Save / Share:

Works referenced in this record:

A parameterization of aerosol activation: 2. Multiple aerosol types
journal, March 2000

  • Abdul-Razzak, Hayder; Ghan, Steven J.
  • Journal of Geophysical Research: Atmospheres, Vol. 105, Issue D5
  • DOI: 10.1029/1999JD901161

The Supercooling of Water
journal, August 1953


A comprehensive two-moment warm microphysical bulk scheme. I: Description and tests
journal, July 2000

  • Cohard, Jean-Martial; Pinty, Jean-Pierre
  • Quarterly Journal of the Royal Meteorological Society, Vol. 126, Issue 566
  • DOI: 10.1256/smsqj.56613

RAMS 2001: Current status and future directions
journal, January 2003

  • Cotton, W. R.; Pielke Sr., R. A.; Walko, R. L.
  • Meteorology and Atmospheric Physics, Vol. 82, Issue 1-4
  • DOI: 10.1007/s00703-001-0584-9

A parameterization of cloud microphysics for long-term cloud-resolving modeling of tropical convection
journal, August 1999


Extracting Microphysical Impacts in Large-Eddy Simulations of Shallow Convection
journal, December 2014


Untangling Microphysical Impacts on Deep Convection Applying a Novel Modeling Methodology
journal, June 2015


Toward the Mitigation of Spurious Cloud-Edge Supersaturation in Cloud Models
journal, March 2008

  • Grabowski, Wojciech W.; Morrison, Hugh
  • Monthly Weather Review, Vol. 136, Issue 3
  • DOI: 10.1175/2007MWR2283.1

Growth of Cloud Droplets in a Turbulent Environment
journal, January 2013


Modeling Condensation in Shallow Nonprecipitating Convection
journal, December 2015

  • Grabowski, Wojciech W.; Jarecka, Dorota
  • Journal of the Atmospheric Sciences, Vol. 72, Issue 12
  • DOI: 10.1175/JAS-D-15-0091.1

Untangling Microphysical Impacts on Deep Convection Applying a Novel Modeling Methodology. Part II: Double-Moment Microphysics
journal, September 2016

  • Grabowski, Wojciech W.; Morrison, Hugh
  • Journal of the Atmospheric Sciences, Vol. 73, Issue 9
  • DOI: 10.1175/JAS-D-15-0367.1

Daytime convective development over land: A model intercomparison based on LBA observations
journal, January 2006

  • Grabowski, W. W.; Bechtold, P.; Cheng, A.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 132, Issue 615
  • DOI: 10.1256/qj.04.147

Production of secondary ice particles during the riming process
journal, May 1974


Refinements to Ice Particle Mass Dimensional and Terminal Velocity Relationships for Ice Clouds. Part II: Evaluation and Parameterizations of Ensemble Ice Particle Sedimentation Velocities
journal, April 2007

  • Heymsfield, Andrew J.; van Zadelhoff, Gerd-Jan; Donovan, David P.
  • Journal of the Atmospheric Sciences, Vol. 64, Issue 4
  • DOI: 10.1175/JAS3900.1

Theoretical basis for convective invigoration due to increased aerosol concentration
journal, January 2011


Are simulated aerosol-induced effects on deep convective clouds strongly dependent on saturation adjustment?
journal, January 2012

  • Lebo, Z. J.; Morrison, H.; Seinfeld, J. H.
  • Atmospheric Chemistry and Physics, Vol. 12, Issue 20
  • DOI: 10.5194/acp-12-9941-2012

Simulated Electrification of a Small Thunderstorm with Two-Moment Bulk Microphysics
journal, January 2010

  • Mansell, Edward R.; Ziegler, Conrad L.; Bruning, Eric C.
  • Journal of the Atmospheric Sciences, Vol. 67, Issue 1
  • DOI: 10.1175/2009JAS2965.1

A Multimoment Bulk Microphysics Parameterization. Part I: Analysis of the Role of the Spectral Shape Parameter
journal, September 2005

  • Milbrandt, J. A.; Yau, M. K.
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 9
  • DOI: 10.1175/JAS3534.1

Mesoscale Modeling of Springtime Arctic Mixed-Phase Stratiform Clouds Using a New Two-Moment Bulk Microphysics Scheme
journal, October 2005

  • Morrison, H.; Pinto, J. O.
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 10
  • DOI: 10.1175/JAS3564.1

Comparison of Bulk and Bin Warm-Rain Microphysics Models Using a Kinematic Framework
journal, August 2007

  • Morrison, Hugh; Grabowski, Wojciech W.
  • Journal of the Atmospheric Sciences, Vol. 64, Issue 8
  • DOI: 10.1175/JAS3980

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

A Novel Approach for Representing Ice Microphysics in Models: Description and Tests Using a Kinematic Framework
journal, May 2008

  • Morrison, Hugh; Grabowski, Wojciech W.
  • Journal of the Atmospheric Sciences, Vol. 65, Issue 5
  • DOI: 10.1175/2007JAS2491.1

Cloud-system resolving model simulations of aerosol indirect effects on tropical deep convection and its thermodynamic environment
journal, January 2011


Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part I: Scheme Description and Idealized Tests
journal, January 2015

  • Morrison, Hugh; Milbrandt, Jason A.
  • Journal of the Atmospheric Sciences, Vol. 72, Issue 1
  • DOI: 10.1175/JAS-D-14-0065.1

Nucleation Processes in Deep Convection Simulated by a Cloud-System-Resolving Model with Double-Moment Bulk Microphysics
journal, March 2007

  • Phillips, Vaughan T. J.; Donner, Leo J.; Garner, Stephen T.
  • Journal of the Atmospheric Sciences, Vol. 64, Issue 3
  • DOI: 10.1175/JAS3869.1

Diagnosis of systematic differences between multiple parametrizations of warm rain microphysics using a kinematic framework
journal, March 2012

  • Shipway, B. J.; Hill, A. A.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 138, Issue 669
  • DOI: 10.1002/qj.1913

Simple two-dimensional kinematic framework designed to test warm rain microphysical models
journal, March 1998


Large-Eddy Simulations of Trade Wind Cumuli: Investigation of Aerosol Indirect Effects
journal, June 2006

  • Xue, Huiwen; Feingold, Graham
  • Journal of the Atmospheric Sciences, Vol. 63, Issue 6
  • DOI: 10.1175/JAS3706.1