Drop size distribution broadening mechanisms in a bin microphysics Eulerian model
Abstract
In this study, processes that broaden drop size distributions (DSDs) in Eulerian models with two-moment bin microphysics are analyzed. Numerous tests are performed to isolate the effects of different physical mechanisms that broaden DSDs in two- and three-dimensional Weather Research and Forecasting model simulations of an idealized ice-free cumulus cloud. Additionally, sensitivity of these effects to modifying horizontal and vertical model grid spacings is also examined. As expected, collision-coalescence is a key process broadening the modeled DSDs. In-cloud droplet activation also contributes substantially to DSD broadening, whereas evaporation has only a minor effect and sedimentation has little effect. Cloud dilution (mixing of cloud-free and cloudy air) also broadens the DSDs considerably, whether or not it is accompanied by evaporation. This mechanism involves the reduction of droplet concentration from dilution along the cloud’s lateral edges, leading to locally high supersaturation and enhanced drop growth when this air is subsequently lifted in the updraft. DSD broadening ensues when the DSDs are mixed with those from the cloud core. Decreasing the horizontal and vertical model grid spacings from 100 m to 30 m has limited impact on the DSDs. However, when these physical broadening mechanisms (in-cloud activation, collision-coalescence, dilution, etc.) are turned off,more »
- Authors:
-
- Inst. Nacional de Pesquisas Espaciais, São Paulo (Brazil)
- National Center for Atmospheric Research, Boulder, CO (United States); Univ. of New South Wales, Sydney, NSW (Australia)
- Inst. Nacional de Pesquisas Espaciais, São Paulo (Brazi); Max Planck Inst. for Chemistry, Mainz (Germany)
- Pennsylvania State Univ., University Park, PA (United States)
- Univ. of Wyoming, Laramie, WY (United States)
- Publication Date:
- Research Org.:
- University Corporation for Atmospheric Research, Boulder, CO (United States); National Center for Atmospheric Research, Boulder, CO (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC), Biological and Environmental Research (BER); São Paulo Research Foundation (FAPESP); National Science Foundation (NSF); National Center of Meteorology
- OSTI Identifier:
- 1657539
- Alternate Identifier(s):
- OSTI ID: 1786990
- Grant/Contract Number:
- SC0020118; 2016/24562-6; 2019/06988-4; AGS-1824243; AGS-1822268
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of the Atmospheric Sciences
- Additional Journal Information:
- Journal Volume: 77; Journal Issue: 9; Journal ID: ISSN 0022-4928
- Publisher:
- American Meteorological Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES
Citation Formats
Hernández Pardo, Lianet, Morrison, Hugh, Machado, Luiz A. T., Harrington, Jerry Y., and Lebo, Zachary J. Drop size distribution broadening mechanisms in a bin microphysics Eulerian model. United States: N. p., 2020.
Web. doi:10.1175/jas-d-20-0099.1.
Hernández Pardo, Lianet, Morrison, Hugh, Machado, Luiz A. T., Harrington, Jerry Y., & Lebo, Zachary J. Drop size distribution broadening mechanisms in a bin microphysics Eulerian model. United States. https://doi.org/10.1175/jas-d-20-0099.1
Hernández Pardo, Lianet, Morrison, Hugh, Machado, Luiz A. T., Harrington, Jerry Y., and Lebo, Zachary J. Thu .
"Drop size distribution broadening mechanisms in a bin microphysics Eulerian model". United States. https://doi.org/10.1175/jas-d-20-0099.1. https://www.osti.gov/servlets/purl/1657539.
@article{osti_1657539,
title = {Drop size distribution broadening mechanisms in a bin microphysics Eulerian model},
author = {Hernández Pardo, Lianet and Morrison, Hugh and Machado, Luiz A. T. and Harrington, Jerry Y. and Lebo, Zachary J.},
abstractNote = {In this study, processes that broaden drop size distributions (DSDs) in Eulerian models with two-moment bin microphysics are analyzed. Numerous tests are performed to isolate the effects of different physical mechanisms that broaden DSDs in two- and three-dimensional Weather Research and Forecasting model simulations of an idealized ice-free cumulus cloud. Additionally, sensitivity of these effects to modifying horizontal and vertical model grid spacings is also examined. As expected, collision-coalescence is a key process broadening the modeled DSDs. In-cloud droplet activation also contributes substantially to DSD broadening, whereas evaporation has only a minor effect and sedimentation has little effect. Cloud dilution (mixing of cloud-free and cloudy air) also broadens the DSDs considerably, whether or not it is accompanied by evaporation. This mechanism involves the reduction of droplet concentration from dilution along the cloud’s lateral edges, leading to locally high supersaturation and enhanced drop growth when this air is subsequently lifted in the updraft. DSD broadening ensues when the DSDs are mixed with those from the cloud core. Decreasing the horizontal and vertical model grid spacings from 100 m to 30 m has limited impact on the DSDs. However, when these physical broadening mechanisms (in-cloud activation, collision-coalescence, dilution, etc.) are turned off, there is a reduction of DSD width by up to ~20-50% when the vertical grid spacing is decreased from 100 m to 30 m, consistent with effects of artificial broadening from vertical numerical diffusion. Nonetheless, this artificial numerical broadening appears to be relatively unimportant overall for DSD broadening when physically based broadening mechanisms in the model are included for this cumulus case.},
doi = {10.1175/jas-d-20-0099.1},
journal = {Journal of the Atmospheric Sciences},
number = 9,
volume = 77,
place = {United States},
year = {2020},
month = {9}
}
Works referenced in this record:
Broadening of Cloud Droplet Spectra through Eddy Hopping: Turbulent Entraining Parcel Simulations
journal, October 2018
- Abade, Gustavo C.; Grabowski, Wojciech W.; Pawlowska, Hanna
- Journal of the Atmospheric Sciences, Vol. 75, Issue 10
The Evolution of Droplet Spectra and the Rate of Production of Embryonic Raindrops in Small Cumulus Clouds
journal, August 1979
- Baker, M. B.; Latham, J.
- Journal of the Atmospheric Sciences, Vol. 36, Issue 8
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
The Effects of Turbulent Mixing in Clouds
journal, January 1984
- Baker, M. B.; Breidenthal, R. E.; Choularton, T. W.
- Journal of the Atmospheric Sciences, Vol. 41, Issue 2
Entrainment in Cumulus Clouds
journal, April 1993
- Blyth, Alan M.
- Journal of Applied Meteorology, Vol. 32, Issue 4
Cumulus Entrainment and Cloud Droplet Spectra: A Numerical Model within a Two-Dimensional Dynamical Framework
journal, January 1993
- Brenguier, Jean-Louis; Grabowski, Wojciech W.
- Journal of the Atmospheric Sciences, Vol. 50, Issue 1
Illustration of microphysical processes in Amazonian deep convective clouds in the gamma phase space: introduction and potential applications
journal, January 2017
- Cecchini, Micael A.; Machado, Luiz A. T.; Wendisch, Manfred
- Atmospheric Chemistry and Physics, Vol. 17, Issue 23
Turbulence Effects of Collision Efficiency and Broadening of Droplet Size Distribution in Cumulus Clouds
journal, January 2018
- Chen, Sisi; Yau, M. K.; Bartello, Peter
- Journal of the Atmospheric Sciences, Vol. 75, Issue 1
Effects of Variable Droplet Growth Histories on Droplet Size Distributions. Part I: Theory
journal, May 1989
- Cooper, William A.
- Journal of the Atmospheric Sciences, Vol. 46, Issue 10
The Influence of Entrainment and Mixing on the Initial Formation of Rain in a Warm Cumulus Cloud
journal, June 2013
- Cooper, William A.; Lasher-Trapp, Sonia G.; Blyth, Alan M.
- Journal of the Atmospheric Sciences, Vol. 70, Issue 6
Settling of small particles near vortices and in turbulence
journal, August 2001
- DÁVila, J.; Hunt, J. C. R.
- Journal of Fluid Mechanics, Vol. 440
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
Droplet inhomogeneity in shallow cumuli: the effects of in-cloud location and aerosol number concentration
journal, January 2019
- Dodson, Dillon S.; Small Griswold, Jennifer D.
- Atmospheric Chemistry and Physics, Vol. 19, Issue 11
University of Warsaw Lagrangian Cloud Model (UWLCM) 1.0: a modern large-eddy simulation tool for warm cloud modeling with Lagrangian microphysics
journal, January 2019
- Dziekan, Piotr; Waruszewski, Maciej; Pawlowska, Hanna
- Geoscientific Model Development, Vol. 12, Issue 6
Substantial convection and precipitation enhancements by ultrafine aerosol particles
journal, January 2018
- Fan, Jiwen; Rosenfeld, Daniel; Zhang, Yuwei
- Science, Vol. 359, Issue 6374
Evolution of Raindrop Spectra. Part I: Solution to the Stochastic Collection/Breakup Equation Using the Method of Moments
journal, November 1988
- Feingold, Graham; Tzivion (Tzitzvashvili), Shalvn; Leviv, Zev
- Journal of the Atmospheric Sciences, Vol. 45, Issue 22
Collision Rates of Cloud Droplets in Turbulent Flow
journal, July 2005
- Franklin, Charmaine N.; Vaillancourt, Paul A.; Yau, M. K.
- Journal of the Atmospheric Sciences, Vol. 62, Issue 7
Extracting Microphysical Impacts in Large-Eddy Simulations of Shallow Convection
journal, December 2014
- Grabowski, Wojciech W.
- Journal of the Atmospheric Sciences, Vol. 71, Issue 12
Comparison of Eulerian Bin and Lagrangian Particle-Based Schemes in Simulations of Pi Chamber Dynamics and Microphysics
journal, March 2019
- Grabowski, Wojciech W.
- Journal of the Atmospheric Sciences, Vol. 77, Issue 3
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
Growth of Cloud Droplets in a Turbulent Environment
journal, January 2013
- Grabowski, Wojciech W.; Wang, Lian-Ping
- Annual Review of Fluid Mechanics, Vol. 45, Issue 1
Broadening of Cloud Droplet Spectra through Eddy Hopping: Turbulent Adiabatic Parcel Simulations
journal, May 2017
- Grabowski, Wojciech W.; Abade, Gustavo C.
- Journal of the Atmospheric Sciences, Vol. 74, Issue 5
Lagrangian condensation microphysics with Twomey CCN activation
journal, January 2018
- Grabowski, Wojciech W.; Dziekan, Piotr; Pawlowska, Hanna
- Geoscientific Model Development, Vol. 11, Issue 1
Modeling of Cloud Microphysics: Can We Do Better?
journal, April 2019
- Grabowski, Wojciech W.; Morrison, Hugh; Shima, Shin-Ichiro
- Bulletin of the American Meteorological Society, Vol. 100, Issue 4
Cloud condensation nuclei in pristine tropical rainforest air of Amazonia: size-resolved measurements and modeling of atmospheric aerosol composition and CCN activity
journal, January 2009
- Gunthe, S. S.; King, S. M.; Rose, D.
- Atmospheric Chemistry and Physics, Vol. 9, Issue 19
A Detailed Microphysical Model Within a Two-Dimensional Dynamic Framework: Model Description and Preliminary Results
journal, November 1980
- Hall, William D.
- Journal of the Atmospheric Sciences, Vol. 37, Issue 11
Radiative Impacts on the Growth of Drops within Simulated Marine Stratocumulus. Part I: Maximum Solar Heating
journal, July 2005
- Hartman, Christopher M.; Harrington, Jerry Y.
- Journal of the Atmospheric Sciences, Vol. 62, Issue 7
Radiative Impacts on the Growth of Drops within Simulated Marine Stratocumulus. Part II: Solar Zenith Angle Variations
journal, July 2005
- Hartman, Christopher M.; Harrington, Jerry Y.
- Journal of the Atmospheric Sciences, Vol. 62, Issue 7
Quantifying the aerosol effect on droplet size distribution at cloud top
journal, January 2019
- Hernández Pardo, Lianet; Toledo Machado, Luiz Augusto; Amore Cecchini, Micael
- Atmospheric Chemistry and Physics, Vol. 19, Issue 11
Microphysics of Maritime Tropical Convective Updrafts at Temperatures from −20° to −60°
journal, December 2009
- Heymsfield, Andrew J.; Bansemer, Aaron; Heymsfield, Gerald
- Journal of the Atmospheric Sciences, Vol. 66, Issue 12
The Effect of Spurious Cloud Edge Supersaturations in Lagrangian Cloud Models: An Analytical and Numerical Study
journal, January 2016
- Hoffmann, F.
- Monthly Weather Review, Vol. 144, Issue 1
Entrainment of aerosols and their activation in a shallow cumulus cloud studied with a coupled LCM–LES approach
journal, April 2015
- Hoffmann, F.; Raasch, S.; Noh, Y.
- Atmospheric Research, Vol. 156
Volatility and size of cloud condensation nuclei
journal, February 1996
- Hudson, James G.; Da, Xiaoyu
- Journal of Geophysical Research: Atmospheres, Vol. 101, Issue D2
libcloudph++ 2.0: aqueous-phase chemistry extension of the particle-based cloud microphysics scheme
journal, January 2018
- Jaruga, Anna; Pawlowska, Hanna
- Geoscientific Model Development, Vol. 11, Issue 9
Condensational Growth of Drops Formed on Giant Sea-Salt Aerosol Particles
journal, March 2017
- Jensen, Jørgen B.; Nugent, Alison D.
- Journal of the Atmospheric Sciences, Vol. 74, Issue 3
Turbulent Mixing, Spectral Evolution and Dynamics in a Warm Cumulus Cloud
journal, January 1985
- Jensen, J. B.; Austin, P. H.; Baker, M. B.
- Journal of the Atmospheric Sciences, Vol. 42, Issue 2
Notes on the state-of-the-art numerical modeling of cloud microphysics
journal, December 2000
- Khain, A.; Ovtchinnikov, M.; Pinsky, M.
- Atmospheric Research, Vol. 55, Issue 3-4
The mechanism of first raindrops formation in deep convective clouds: RAIN ONSET
journal, August 2013
- Khain, A.; Prabha, Thara V.; Benmoshe, Nir
- Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 16
The Influence of Supersaturation Fluctuations on Droplet Size Spectra Formation
journal, October 1995
- Korolev, Alexei V.
- Journal of the Atmospheric Sciences, Vol. 52, Issue 20
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
Laboratory studies of the effects of mixing on the evolution of cloud droplet spectra
journal, April 1977
- Latham, J.; Reed, R. L.
- Quarterly Journal of the Royal Meteorological Society, Vol. 103, Issue 436
Radiative influences on ice crystal and droplet growth within mixed-phase stratus clouds
journal, January 2008
- Lebo, Z. J.; Johnson, N. C.; Harrington, J. Y.
- Journal of Geophysical Research, Vol. 113, Issue D9
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
Spherical Vortex Theory of Bubble-Like Motion in Cumulus Clouds
journal, December 1959
- Levine, Joseph
- Journal of Meteorology, Vol. 16, Issue 6
The Chuva Project: How Does Convection Vary across Brazil?
journal, September 2014
- Machado, Luiz A. T.; Silva Dias, Maria A. F.; Morales, Carlos
- Bulletin of the American Meteorological Society, Vol. 95, Issue 9
Sources and properties of Amazonian aerosol particles
journal, January 2010
- Martin, Scot T.; Andreae, Meinrat O.; Artaxo, Paulo
- Reviews of Geophysics, Vol. 48, Issue 2
Introduction: Observations and Modeling of the Green Ocean Amazon (GoAmazon2014/5)
journal, January 2016
- Martin, S. T.; Artaxo, P.; Machado, L. A. T.
- Atmospheric Chemistry and Physics, Vol. 16, Issue 8
Impacts of Updraft Size and Dimensionality on the Perturbation Pressure and Vertical Velocity in Cumulus Convection. Part I: Simple, Generalized Analytic Solutions
journal, April 2016
- Morrison, Hugh
- Journal of the Atmospheric Sciences, Vol. 73, Issue 4
Impacts of Updraft Size and Dimensionality on the Perturbation Pressure and Vertical Velocity in Cumulus Convection. Part II: Comparison of Theoretical and Numerical Solutions and Fully Dynamical Simulations
journal, April 2016
- Morrison, Hugh
- Journal of the Atmospheric Sciences, Vol. 73, Issue 4
Broadening of Modeled Cloud Droplet Spectra Using Bin Microphysics in an Eulerian Spatial Domain
journal, November 2018
- Morrison, Hugh; Witte, Mikael; Bryan, George H.
- Journal of the Atmospheric Sciences, Vol. 75, Issue 11
Nonlinear Advection Algorithms Applied to Interrelated Tracers: Errors and Implications for Modeling Aerosol–Cloud Interactions
journal, February 2009
- Ovtchinnikov, Mikhail; Easter, Richard C.
- Monthly Weather Review, Vol. 137, Issue 2
The Influence of Vertical Wind Shear on Moist Thermals
journal, May 2019
- Peters, John M.; Hannah, Walter; Morrison, Hugh
- Journal of the Atmospheric Sciences, Vol. 76, Issue 6
A single parameter representation of hygroscopic growth and cloud condensation nucleus activity
journal, January 2007
- Petters, M. D.; Kreidenweis, S. M.
- Atmospheric Chemistry and Physics, Vol. 7, Issue 8
Cloud microphysics, radiation and vertical velocities in two- and three-dimensional simulations of deep convection
journal, October 2006
- Phillips, Vaughan T. J.; Donner, Leo J.
- Quarterly Journal of the Royal Meteorological Society, Vol. 132, Issue 621C
Effects of in-cloud nucleation and turbulence on droplet spectrum formation in cumulus clouds
journal, January 2002
- Pinsky, M. B.; Khain, A. P.
- Quarterly Journal of the Royal Meteorological Society, Vol. 128, Issue 580
Collisions of Small Drops in a Turbulent Flow. Part III: Relative Droplet Fluxes and Swept Volumes
journal, August 2006
- Pinsky, M. B.; Khain, A. P.; Grits, B.
- Journal of the Atmospheric Sciences, Vol. 63, Issue 8
Collisions of Cloud Droplets in a Turbulent Flow. Part IV: Droplet Hydrodynamic Interaction
journal, July 2007
- Pinsky, M. B.; Khain, A. P.; Shapiro, M.
- Journal of the Atmospheric Sciences, Vol. 64, Issue 7
Theoretical analysis of mixing in liquid clouds – Part 3: Inhomogeneous
mixing
journal, January 2016
- Pinsky, Mark; Khain, Alexander; Korolev, Alexei
- Atmospheric Chemistry and Physics, Vol. 16, Issue 14
Long-term observations of cloud condensation nuclei in the Amazon rain forest – Part 1: Aerosol size distribution, hygroscopicity, and new model parametrizations for CCN prediction
journal, January 2016
- Pöhlker, Mira L.; Pöhlker, Christopher; Ditas, Florian
- Atmospheric Chemistry and Physics, Vol. 16, Issue 24
Thermodynamic factors influencing bimodal spectrum formation in cumulus clouds
journal, March 2003
- Segal, Y.; Pinsky, M.; Khain, A.
- Atmospheric Research, Vol. 66, Issue 1-2
The Geometry of Rimed Aggregate Snowflakes: A Modeling Study
journal, March 2019
- Seifert, Axel; Leinonen, Jussi; Siewert, Christoph
- Journal of Advances in Modeling Earth Systems, Vol. 11, Issue 3
The super-droplet method for the numerical simulation of clouds and precipitation: a particle-based and probabilistic microphysics model coupled with a non-hydrostatic model
journal, July 2009
- Shima, S.; Kusano, K.; Kawano, A.
- Quarterly Journal of the Royal Meteorological Society, Vol. 135, Issue 642
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
A large-eddy model for cirrus clouds with explicit aerosol and ice microphysics and Lagrangian ice particle tracking
journal, September 2010
- Sölch, Ingo; Kärcher, Bernd
- Quarterly Journal of the Royal Meteorological Society, Vol. 136, Issue 653
Elements of the Microphysical Structure of Numerically Simulated Nonprecipitating Stratocumulus
journal, April 1996
- Stevens, Bjorn; Feingold, Graham; Cotton, William R.
- Journal of the Atmospheric Sciences, Vol. 53, Issue 7
The Spurious Production of Cloud-Edge Supersaturations by Eulerian Models
journal, May 1996
- Stevens, Bjorn; Walko, Robert L.; Cotton, William R.
- Monthly Weather Review, Vol. 124, Issue 5
Statistical Properties of a Cloud Ensemble: A Numerical Study
journal, November 1987
- Tao, Wei-kuo; Simpson, Joanne; Soong, Su-Tzai
- Journal of the Atmospheric Sciences, Vol. 44, Issue 21
Model experiments relating to thermals with increasing buoyancy
journal, January 1963
- Turner, J. S.
- Quarterly Journal of the Royal Meteorological Society, Vol. 89, Issue 379
An Efficient Numerical Solution to the Stochastic Collection Equation
journal, November 1987
- Tzivion (Tzitzvashvili), Shalva; Feingold, Graham; Levin, Zev
- Journal of the Atmospheric Sciences, Vol. 44, Issue 21
The Evolution of Raindrop Spectra. Part II: Collisional Collection/Breakup and Evaporation in a Rainshaft
journal, November 1989
- Tzivion (Tzitzvashvili), Shalva; Feingold, Graham; Levin, Zev
- Journal of the Atmospheric Sciences, Vol. 46, Issue 21
Collection/aggregation algorithms in Lagrangian cloud microphysical models: rigorous evaluation in box model simulations
journal, January 2017
- Unterstrasser, Simon; Hoffmann, Fabian; Lerch, Marion
- Geoscientific Model Development, Vol. 10, Issue 4
Response of convection to relative sea surface temperature: Cloud-resolving simulations in two and three dimensions
journal, January 2011
- Wang, S.; Sobel, A. H.
- Journal of Geophysical Research, Vol. 116, Issue D11
The Life Cycle of a Thunderstorm in Three Dimensions
journal, September 1974
- Wilhelmson, Robert
- Journal of the Atmospheric Sciences, Vol. 31, Issue 6
Conditions for super-adiabatic droplet growth after entrainment mixing
journal, January 2016
- Yang, Fan; Shaw, Raymond; Xue, Huiwen
- Atmospheric Chemistry and Physics, Vol. 16, Issue 14
Cloud droplet size distribution broadening during diffusional growth: ripening amplified by deactivation and reactivation
journal, January 2018
- Yang, Fan; Kollias, Pavlos; Shaw, Raymond A.
- Atmospheric Chemistry and Physics, Vol. 18, Issue 10
Aerosol transport and wet scavenging in deep convective clouds: A case study and model evaluation using a multiple passive tracer analysis approach
journal, August 2015
- Yang, Qing; Easter, Richard C.; Campuzano‐Jost, Pedro
- Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 16
The effects of giant cloud condensation nuclei on the development of precipitation in convective clouds — a numerical study
journal, March 2000
- Yin, Yan; Levin, Zev; Reisin, Tamir G.
- Atmospheric Research, Vol. 53, Issue 1-3
On the Sensitivity of Atmospheric Ensembles to Cloud Microphysics in Long-Term Cloud-Resolving Model Simulations
journal, January 2008
- Zeng, Xiping; Tao, Wei-Kuo; Lang, Stephen
- Journal of the Meteorological Society of Japan, Vol. 86A