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

Title: Three‐Moment Representation of Rain in a Bulk Microphysics Model

Abstract

Abstract A bulk three‐moment representation for rain microphysics is developed and implemented in the Predicted Particle Properties (P3) microphysics scheme. In addition, a new parameterization for rain self‐collection and collisional breakup (RSCB) is presented using a lookup table approach, based on the Spectral‐Bin Model (SBM). To quantify the impacts of sedimentation, evaporation, and RSCB on drop size distributions (DSDs), a rain shaft model is applied to a wide range of atmospheric scenarios (i.e., initial conditions and regimes) and compared against results from the SBM. DSD shapes are mainly determined by both sedimentation and evaporation, except in heavy rain where the impact of RSCB on DSD shape becomes more important than evaporation. The new parameterization for RSCB has a considerable impact on the mean drop size, improving the agreement between P3 and SBM. Only 4% of the original two‐moment rainshaft simulations have mean drop sizes and rain rates within ±20% of the SBM results, but this increases to more than 95% agreement when the three‐moment rain representation is used together with the new parameterization for RSCB. Generally, the improvement is more significant for heavy rain than for light drizzle. Remaining differences between bin and bulk model are attributable to treatments ofmore » evaporation, and the restriction to gamma DSDs in P3.« less

Authors:
ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [1]; ORCiD logo [2];  [3];  [4]; ORCiD logo [4]
  1. Pacific Northwest National Laboratory Richland WA USA
  2. National Center for Atmospheric Research Boulder CO USA
  3. Meteorological Research Branch Environment and Climate Change Canada Dorval Quebec Canada
  4. Department of Atmospheric Sciences Hebrew University of Jerusalem Jerusalem Israel
Publication Date:
Research Org.:
Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
OSTI Identifier:
1491916
Alternate Identifier(s):
OSTI ID: 1491917; OSTI ID: 1502406
Report Number(s):
PNNL-SA-138435
Journal ID: ISSN 1942-2466
Grant/Contract Number:  
AC05-76RL01830
Resource Type:
Published Article
Journal Name:
Journal of Advances in Modeling Earth Systems
Additional Journal Information:
Journal Name: Journal of Advances in Modeling Earth Systems Journal Volume: 11 Journal Issue: 1; Journal ID: ISSN 1942-2466
Publisher:
American Geophysical Union (AGU)
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; Bulk Microphysics Model; three-moment representation; rain self-collection and collisional breakup (RSCB); precipitation; three‐moment scheme; size sorting; evaporation; self‐collection; breakup

Citation Formats

Paukert, M., Fan, J., Rasch, P. J., Morrison, H., Milbrandt, J. A., Shpund, J., and Khain, A. Three‐Moment Representation of Rain in a Bulk Microphysics Model. United States: N. p., 2019. Web. doi:10.1029/2018MS001512.
Paukert, M., Fan, J., Rasch, P. J., Morrison, H., Milbrandt, J. A., Shpund, J., & Khain, A. Three‐Moment Representation of Rain in a Bulk Microphysics Model. United States. https://doi.org/10.1029/2018MS001512
Paukert, M., Fan, J., Rasch, P. J., Morrison, H., Milbrandt, J. A., Shpund, J., and Khain, A. Tue . "Three‐Moment Representation of Rain in a Bulk Microphysics Model". United States. https://doi.org/10.1029/2018MS001512.
@article{osti_1491916,
title = {Three‐Moment Representation of Rain in a Bulk Microphysics Model},
author = {Paukert, M. and Fan, J. and Rasch, P. J. and Morrison, H. and Milbrandt, J. A. and Shpund, J. and Khain, A.},
abstractNote = {Abstract A bulk three‐moment representation for rain microphysics is developed and implemented in the Predicted Particle Properties (P3) microphysics scheme. In addition, a new parameterization for rain self‐collection and collisional breakup (RSCB) is presented using a lookup table approach, based on the Spectral‐Bin Model (SBM). To quantify the impacts of sedimentation, evaporation, and RSCB on drop size distributions (DSDs), a rain shaft model is applied to a wide range of atmospheric scenarios (i.e., initial conditions and regimes) and compared against results from the SBM. DSD shapes are mainly determined by both sedimentation and evaporation, except in heavy rain where the impact of RSCB on DSD shape becomes more important than evaporation. The new parameterization for RSCB has a considerable impact on the mean drop size, improving the agreement between P3 and SBM. Only 4% of the original two‐moment rainshaft simulations have mean drop sizes and rain rates within ±20% of the SBM results, but this increases to more than 95% agreement when the three‐moment rain representation is used together with the new parameterization for RSCB. Generally, the improvement is more significant for heavy rain than for light drizzle. Remaining differences between bin and bulk model are attributable to treatments of evaporation, and the restriction to gamma DSDs in P3.},
doi = {10.1029/2018MS001512},
journal = {Journal of Advances in Modeling Earth Systems},
number = 1,
volume = 11,
place = {United States},
year = {Tue Jan 22 00:00:00 EST 2019},
month = {Tue Jan 22 00:00:00 EST 2019}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.1029/2018MS001512

Citation Metrics:
Cited by: 29 works
Citation information provided by
Web of Science

Figures / Tables:

Table 1 Table 1: Overview of the 450 Scenarios Simulated in the Rainshaft Model

Save / Share:

Works referenced in this record:

On the Shape–Slope Relation of Drop Size Distributions in Convective Rain
journal, July 2005

  • Seifert, Axel
  • Journal of Applied Meteorology, Vol. 44, Issue 7
  • DOI: 10.1175/JAM2254.1

The Importance of the Shape of Cloud Droplet Size Distributions in Shallow Cumulus Clouds. Part II: Bulk Microphysics Simulations
journal, January 2017

  • Igel, Adele L.; van den Heever, Susan C.
  • Journal of the Atmospheric Sciences, Vol. 74, Issue 1
  • DOI: 10.1175/JAS-D-15-0383.1

Evolution of Raindrop Size Distribution by Coalescence, Breakup, and Evaporation: Theory and Observations
journal, May 1995


Impacts of Cloud Droplet–Nucleating Aerosols on Shallow Tropical Convection
journal, April 2015

  • Saleeby, Stephen M.; Herbener, Stephen R.; van den Heever, Susan C.
  • Journal of the Atmospheric Sciences, Vol. 72, Issue 4
  • DOI: 10.1175/JAS-D-14-0153.1

In Situ Microphysical Observations of the 29–30 May 2012 Kingfisher, OK, Supercell With a Balloon‐Borne Video Disdrometer
journal, May 2018

  • Waugh, Sean M.; Ziegler, Conrad L.; MacGorman, Donald R.
  • Journal of Geophysical Research: Atmospheres, Vol. 123, Issue 10
  • DOI: 10.1029/2017JD027623

Natural Variations in the Analytical Form of the Raindrop Size Distribution
journal, October 1983


Revisiting Low and List (1982): Evaluation of Raindrop Collision Parameterizations Using Laboratory Observations and Modeling
journal, September 2008

  • Barros, Ana P.; Prat, Olivier P.; Shrestha, Prabhakar
  • Journal of the Atmospheric Sciences, Vol. 65, Issue 9
  • DOI: 10.1175/2008JAS2630.1

Size Distribution of Raindrops Generated by their Breakup and Coalescence
journal, April 1971


Understanding Cloud and Convective Characteristics in Version 1 of the E3SM Atmosphere Model
journal, October 2018

  • Xie, Shaocheng; Lin, Wuyin; Rasch, Philip J.
  • Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 10
  • DOI: 10.1029/2018MS001350

Impact of numerical choices on water conservation in the E3SM Atmosphere Model version 1 (EAMv1)
journal, January 2018

  • Zhang, Kai; Rasch, Philip J.; Taylor, Mark A.
  • Geoscientific Model Development, Vol. 11, Issue 5
  • DOI: 10.5194/gmd-11-1971-2018

A New Double-Moment Microphysics Parameterization for Application in Cloud and Climate Models. Part I: Description
journal, June 2005

  • Morrison, H.; Curry, J. A.; Khvorostyanov, V. I.
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 6
  • DOI: 10.1175/JAS3446.1

Analysis of Video Disdrometer and Polarimetric Radar Data to Characterize Rain Microphysics in Oklahoma
journal, August 2008

  • Cao, Qing; Zhang, Guifu; Brandes, Edward
  • Journal of Applied Meteorology and Climatology, Vol. 47, Issue 8
  • DOI: 10.1175/2008JAMC1732.1

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

A double-moment parameterization for simulating autoconversion, accretion and selfcollection
journal, October 2001


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

The Impact of Evaporation on Polarimetric Characteristics of Rain: Theoretical Model and Practical Implications
journal, June 2010

  • Kumjian, Matthew R.; Ryzhkov, Alexander V.
  • Journal of Applied Meteorology and Climatology, Vol. 49, Issue 6
  • DOI: 10.1175/2010JAMC2243.1

McSnow: A Monte-Carlo Particle Model for Riming and Aggregation of Ice Particles in a Multidimensional Microphysical Phase Space
journal, January 2018

  • Brdar, S.; Seifert, A.
  • Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 1
  • DOI: 10.1002/2017MS001167

Evolution of rain water profiles resulting from pure sedimentation: Spectral vs. parameterized description
journal, June 2001


Factors Determining the Impact of Aerosols on Surface Precipitation from Clouds: An Attempt at Classification
journal, June 2008

  • Khain, A. P.; BenMoshe, N.; Pokrovsky, A.
  • Journal of the Atmospheric Sciences, Vol. 65, Issue 6
  • DOI: 10.1175/2007JAS2515.1

A two-moment cloud microphysics parameterization for mixed-phase clouds. Part 1: Model description
journal, October 2005


Possible Effects of Collisional Breakup on Mixed-Phase Deep Convection Simulated by a Spectral (Bin) Cloud Model
journal, June 2005

  • Seifert, Axel; Khain, Alexander; Blahak, Ulrich
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 6
  • DOI: 10.1175/JAS3432.1

Collision Efficiency of Drops in a Wide Range of Reynolds Numbers: Effects of Pressure on Spectrum Evolution
journal, April 2001


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

Simulations of marine stratocumulus using a new microphysical parameterization scheme
journal, June 1998


Modeling the Phase Transition Associated with Melting Snow in a 1D Kinematic Framework: Sensitivity to the Microphysics
journal, August 2012


Representation of microphysical processes in cloud-resolving models: Spectral (bin) microphysics versus bulk parameterization: BIN VS BULK
journal, May 2015

  • Khain, A. P.; Beheng, K. D.; Heymsfield, A.
  • Reviews of Geophysics, Vol. 53, Issue 2
  • DOI: 10.1002/2014RG000468

Sedimentation-Induced Errors in Bulk Microphysics Schemes
journal, December 2010

  • Milbrandt, J. A.; McTaggart-Cowan, R.
  • Journal of the Atmospheric Sciences, Vol. 67, Issue 12
  • DOI: 10.1175/2010JAS3541.1

Idealized Simulations of a Squall Line from the MC3E Field Campaign Applying Three Bin Microphysics Schemes: Dynamic and Thermodynamic Structure
journal, December 2017


An Evaluation of a Drop Distribution–Based Polarimetric Radar Rainfall Estimator
journal, May 2003


Low-Level Z DR Signatures in Supercell Forward Flanks: The Role of Size Sorting and Melting of Hail
journal, January 2014

  • Dawson, Daniel T.; Mansell, Edward R.; Jung, Youngsun
  • Journal of the Atmospheric Sciences, Vol. 71, Issue 1
  • DOI: 10.1175/JAS-D-13-0118.1

Adapting Two-Moment Microphysics Schemes across Model Resolutions: Subgrid Cloud and Precipitation Fraction and Microphysical Sub–Time Step
journal, July 2014

  • Chosson, Frédérick; Vaillancourt, Paul A.; Milbrandt, Jason A.
  • Journal of the Atmospheric Sciences, Vol. 71, Issue 7
  • DOI: 10.1175/JAS-D-13-0367.1

Numerical Investigation of Collision-Induced Breakup of Raindrops. Part II: Parameterizations of Coalescence Efficiencies and Fragment Size Distributions
journal, March 2010

  • Straub, Winfried; Beheng, Klaus Dieter; Seifert, Axel
  • Journal of the Atmospheric Sciences, Vol. 67, Issue 3
  • DOI: 10.1175/2009JAS3175.1

Advection of Coupled Hydrometeor Quantities in Bulk Cloud Microphysics Schemes
journal, August 2016

  • Morrison, Hugh; Jensen, Anders A.; Harrington, Jerry Y.
  • Monthly Weather Review, Vol. 144, Issue 8
  • DOI: 10.1175/MWR-D-15-0368.1

Bulk Parameterization of the Snow Field in a Cloud Model
journal, June 1983


The Distribution of Raindrops with size
journal, August 1948


Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part II: Case Study Comparisons with Observations and Other Schemes
journal, January 2015

  • Morrison, Hugh; Milbrandt, Jason A.; Bryan, George H.
  • Journal of the Atmospheric Sciences, Vol. 72, Issue 1
  • DOI: 10.1175/JAS-D-14-0066.1

Microphysics of Raindrop Size Spectra: Tropical Continental and Maritime Storms
journal, November 2007

  • Ulbrich, Carlton W.; Atlas, David
  • Journal of Applied Meteorology and Climatology, Vol. 46, Issue 11
  • DOI: 10.1175/2007JAMC1649.1

A triple-moment hail bulk microphysics scheme. Part I: Description and initial evaluation
journal, November 2014


A Numerical Model of a Hail-Bearing Cloud
journal, September 1972


On the Parameterization of Evaporation of Raindrops as Simulated by a One-Dimensional Rainshaft Model
journal, November 2008


A Multimoment Bulk Microphysics Parameterization. Part II: A Proposed Three-Moment Closure and Scheme Description
journal, September 2005

  • Milbrandt, J. A.; Yau, M. K.
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 9
  • DOI: 10.1175/JAS3535.1

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

Raindrop Size Distribution in Different Climatic Regimes from Disdrometer and Dual-Polarized Radar Analysis
journal, January 2003


The Evolution of Three-Peak Raindrop Size Distributions in One-Dimensional Shaft Models. Part I: Single-Pulse Rain
journal, December 1990


A method for estimating rain rate and drop size distribution from polarimetric radar measurements
journal, April 2001

  • Zhang, G.; Vivekanandan, J.; Brandes, E.
  • IEEE Transactions on Geoscience and Remote Sensing, Vol. 39, Issue 4
  • DOI: 10.1109/36.917906

A Microphysical Bulk Formulation Based on Scaling Normalization of the Particle Size Distribution. Part I: Description
journal, December 2005

  • Szyrmer, Wanda; Laroche, Stéphane; Zawadzki, Isztar
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 12
  • DOI: 10.1175/JAS3620.1

Sensitivity of a Simulated Midlatitude Squall Line to Parameterization of Raindrop Breakup
journal, August 2012

  • Morrison, Hugh; Tessendorf, Sarah A.; Ikeda, Kyoko
  • Monthly Weather Review, Vol. 140, Issue 8
  • DOI: 10.1175/MWR-D-11-00283.1

Structure and Evolution of Mesoscale Convective Systems: Sensitivity to Cloud Microphysics in Convection‐Permitting Simulations Over the United States
journal, July 2018

  • Feng, Zhe; Leung, L. Ruby; Houze, Robert A.
  • Journal of Advances in Modeling Earth Systems, Vol. 10, Issue 7
  • DOI: 10.1029/2018MS001305

Primary Modes of Global Drop Size Distributions
journal, May 2018

  • Dolan, B.; Fuchs, B.; Rutledge, S. A.
  • Journal of the Atmospheric Sciences, Vol. 75, Issue 5
  • DOI: 10.1175/JAS-D-17-0242.1

Evolution of the Shape of the Raindrop Size Distribution in Simulated Shallow Cumulus
journal, June 2016

  • Naumann, Ann Kristin; Seifert, Axel
  • Journal of the Atmospheric Sciences, Vol. 73, Issue 6
  • DOI: 10.1175/JAS-D-15-0263.1

Drop size spectra and integral remote sensing parameters in the transition from convective to stratiform rain
journal, January 2006

  • Atlas, David; Ulbrich, Carlton
  • Geophysical Research Letters, Vol. 33, Issue 16
  • DOI: 10.1029/2006GL026824

Parameterization of Cloud Microphysics Based on the Prediction of Bulk Ice Particle Properties. Part III: Introduction of Multiple Free Categories
journal, March 2016

  • Milbrandt, J. A.; Morrison, H.
  • Journal of the Atmospheric Sciences, Vol. 73, Issue 3
  • DOI: 10.1175/JAS-D-15-0204.1