An Improved Convective Ice Parameterization for the NASA GISS Global Climate Model and Impacts on Cloud Ice Simulation
Abstract
Partitioning of convective ice into precipitating and detrained condensate presents a challenge for GCMs since partitioning depends on the strength and microphysics of the convective updraft. It is an important issue because detrainment of ice from updrafts influences the development of stratiform anvils, impacts radiation, and can affect GCM climate sensitivity. Recent studies have shown that the CMIP5 configurations of the Goddard Institute for Space Studies (GISS) GCM simulated upper-tropospheric ice water content (IWC) that exceeded an estimated upper bound by a factor of 2. Partly in response to this bias, a new GCM parameterization of convective cloud ice has been developed that incorporates new ice particle fall speeds and convective outflow particle size distributions (PSDs) from the NASA African Monsoon Multidisciplinary Analyses (NAMMA), NASA Tropical Composition, Cloud and Climate Coupling (TC4), DOE ARM–NASA Midlatitude Continental Convective Clouds Experiment (MC3E), and DOE ARM Small Particles in Cirrus (SPARTICUS) field campaigns. The new parameterization assumes a normalized gamma PSD with two novel developments: no explicit assumption for particle habit in the calculation of mass distributions, and a formulation for translating ice particle fall speeds as a function of maximum diameter into fall speeds as a function of melted-equivalent diameter. Two parametersmore »
- Authors:
-
- NASA Goddard Inst. for Space Studies (GISS), New York, NY (United States); Columbia Univ., New York, NY (United States)
- NASA Goddard Inst. for Space Studies (GISS), New York, NY (United States)
- California Inst. of Technology (CalTech), Pasadena, CA (United States)
- Publication Date:
- Research Org.:
- NASA Goddard Space Flight Center (GSFC), Greenbelt, MD (United States)
- Sponsoring Org.:
- USDOE Office of Science (SC)
- OSTI Identifier:
- 1537016
- Grant/Contract Number:
- SC0006988; SC0014382
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Journal of Climate
- Additional Journal Information:
- Journal Volume: 30; Journal Issue: 1; Journal ID: ISSN 0894-8755
- Publisher:
- American Meteorological Society
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 54 ENVIRONMENTAL SCIENCES; Meteorology & Atmospheric Sciences
Citation Formats
Elsaesser, Gregory S., Del Genio, Anthony D., Jiang, Jonathan H., and van Lier-Walqui, Marcus. An Improved Convective Ice Parameterization for the NASA GISS Global Climate Model and Impacts on Cloud Ice Simulation. United States: N. p., 2016.
Web. doi:10.1175/jcli-d-16-0346.1.
Elsaesser, Gregory S., Del Genio, Anthony D., Jiang, Jonathan H., & van Lier-Walqui, Marcus. An Improved Convective Ice Parameterization for the NASA GISS Global Climate Model and Impacts on Cloud Ice Simulation. United States. https://doi.org/10.1175/jcli-d-16-0346.1
Elsaesser, Gregory S., Del Genio, Anthony D., Jiang, Jonathan H., and van Lier-Walqui, Marcus. Mon .
"An Improved Convective Ice Parameterization for the NASA GISS Global Climate Model and Impacts on Cloud Ice Simulation". United States. https://doi.org/10.1175/jcli-d-16-0346.1. https://www.osti.gov/servlets/purl/1537016.
@article{osti_1537016,
title = {An Improved Convective Ice Parameterization for the NASA GISS Global Climate Model and Impacts on Cloud Ice Simulation},
author = {Elsaesser, Gregory S. and Del Genio, Anthony D. and Jiang, Jonathan H. and van Lier-Walqui, Marcus},
abstractNote = {Partitioning of convective ice into precipitating and detrained condensate presents a challenge for GCMs since partitioning depends on the strength and microphysics of the convective updraft. It is an important issue because detrainment of ice from updrafts influences the development of stratiform anvils, impacts radiation, and can affect GCM climate sensitivity. Recent studies have shown that the CMIP5 configurations of the Goddard Institute for Space Studies (GISS) GCM simulated upper-tropospheric ice water content (IWC) that exceeded an estimated upper bound by a factor of 2. Partly in response to this bias, a new GCM parameterization of convective cloud ice has been developed that incorporates new ice particle fall speeds and convective outflow particle size distributions (PSDs) from the NASA African Monsoon Multidisciplinary Analyses (NAMMA), NASA Tropical Composition, Cloud and Climate Coupling (TC4), DOE ARM–NASA Midlatitude Continental Convective Clouds Experiment (MC3E), and DOE ARM Small Particles in Cirrus (SPARTICUS) field campaigns. The new parameterization assumes a normalized gamma PSD with two novel developments: no explicit assumption for particle habit in the calculation of mass distributions, and a formulation for translating ice particle fall speeds as a function of maximum diameter into fall speeds as a function of melted-equivalent diameter. Two parameters (particle volume– and projected area–weighted equivalent diameter) are diagnosed as a function of temperature and IWC in the convective plume, and these parameters constrain the shape and scale of the normalized gamma PSD. The diagnosed fall speeds and PSDs are combined with the GCM’s parameterized convective updraft vertical velocity to partition convective updraft condensate into precipitating and detrained components. A 5-yr prescribed sea surface temperature GCM simulation shows a 30%–50% decrease in upper-tropospheric deep convective IWC, bringing the tropical and global mean ice water path into closer agreement with CloudSat best estimates.},
doi = {10.1175/jcli-d-16-0346.1},
journal = {Journal of Climate},
number = 1,
volume = 30,
place = {United States},
year = {Mon Dec 19 00:00:00 EST 2016},
month = {Mon Dec 19 00:00:00 EST 2016}
}
Web of Science
Works referenced in this record:
Retrieval of ice cloud microphysical parameters using the CloudSat millimeter-wave radar and temperature
journal, January 2009
- Austin, Richard T.; Heymsfield, Andrew J.; Stephens, Graeme L.
- Journal of Geophysical Research, Vol. 114
Improvement in Determination of Ice Water Content from Two-Dimensional Particle Imagery. Part I: Image-to-Mass Relationships
journal, September 2006
- Baker, Brad; Lawson, R. Paul
- Journal of Applied Meteorology and Climatology, Vol. 45, Issue 9
Airspeed Corrections for Optical Array Probe Sample Volumes
journal, October 1997
- Baumgardner, Darrel; Korolev, Alexei
- Journal of Atmospheric and Oceanic Technology, Vol. 14, Issue 5
The Distribution of Rainfall over Oceans from Spaceborne Radars
journal, March 2010
- Berg, Wesley; L’Ecuyer, Tristan; Haynes, John M.
- Journal of Applied Meteorology and Climatology, Vol. 49, Issue 3
How Well Do We Understand and Evaluate Climate Change Feedback Processes?
journal, August 2006
- Bony, Sandrine; Colman, Robert; Kattsov, Vladimir M.
- Journal of Climate, Vol. 19, Issue 15
Clouds, circulation and climate sensitivity
journal, March 2015
- Bony, Sandrine; Stevens, Bjorn; Frierson, Dargan M. W.
- Nature Geoscience, Vol. 8, Issue 4
Improved Measurements of the Ice Water Content in Cirrus Using a Total-Water Probe
journal, April 1995
- Brown, Philip R. A.; Francis, Peter N.
- Journal of Atmospheric and Oceanic Technology, Vol. 12, Issue 2
The Sensitivity of the Tropical-Mean Radiation Budget
journal, August 2005
- Clement, Amy C.; Soden, Brian
- Journal of Climate, Vol. 18, Issue 16
Statistics of Storm Updraft Velocities from TWP-ICE Including Verification with Profiling Measurements
journal, August 2013
- Collis, Scott; Protat, Alain; May, Peter T.
- Journal of Applied Meteorology and Climatology, Vol. 52, Issue 8
An Intercomparison of Microphysical Retrieval Algorithms for Upper-Tropospheric Ice Clouds
journal, February 2007
- Comstock, Jennifer M.; d'Entremont, Robert; DeSlover, Daniel
- Bulletin of the American Meteorological Society, Vol. 88, Issue 2
The ERA-Interim reanalysis: configuration and performance of the data assimilation system
journal, April 2011
- Dee, D. P.; Uppala, S. M.; Simmons, A. J.
- Quarterly Journal of the Royal Meteorological Society, Vol. 137, Issue 656
Statistical properties of the normalized ice particle size distribution
journal, January 2005
- Delanoë, Julien
- Journal of Geophysical Research, Vol. 110, Issue D10
A Prognostic Cloud Water Parameterization for Global Climate Models
journal, February 1996
- Del Genio, Anthony D.; Yao, Mao-Sung; Kovari, William
- Journal of Climate, Vol. 9, Issue 2
Cumulus Microphysics and Climate Sensitivity
journal, July 2005
- Del Genio, Anthony D.; Kovari, William; Yao, Mao-Sung
- Journal of Climate, Vol. 18, Issue 13
Will moist convection be stronger in a warmer climate?: CONVECTION STRENGTH IN A WARMER CLIMATE
journal, August 2007
- Del Genio, Anthony D.; Yao, Mao-Sung; Jonas, Jeffrey
- Geophysical Research Letters, Vol. 34, Issue 16
Constraints on Cumulus Parameterization from Simulations of Observed MJO Events
journal, August 2015
- Del Genio, Anthony D.; Wu, Jingbo; Wolf, Audrey B.
- Journal of Climate, Vol. 28, Issue 16
A Cumulus Parameterization Including Mass Fluxes, Convective Vertical Velocities, and Mesoscale Effects: Thermodynamic and Hydrological Aspects in a General Circulation Model
journal, August 2001
- Donner, Leo J.; Seman, Charles J.; Hemler, Richard S.
- Journal of Climate, Vol. 14, Issue 16
The Dynamical Core, Physical Parameterizations, and Basic Simulation Characteristics of the Atmospheric Component AM3 of the GFDL Global Coupled Model CM3
journal, July 2011
- Donner, Leo J.; Wyman, Bruce L.; Hemler, Richard S.
- Journal of Climate, Vol. 24, Issue 13
Development and Evaluation of a Convection Scheme for Use in Climate Models
journal, June 1999
- Emanuel, Kerry A.; Živković-Rothman, Marina
- Journal of the Atmospheric Sciences, Vol. 56, Issue 11
Microweve Radiative Transfer through Clouds Composed of Realistically Shaped Ice Crystals. Part II. Remote Sensing of Ice Clouds
journal, June 1995
- Evans, K. Franklin; Stephens, Graeme L.
- Journal of the Atmospheric Sciences, Vol. 52, Issue 11
Ice Cloud Retrievals and Analysis with the Compact Scanning Submillimeter Imaging Radiometer and the Cloud Radar System during CRYSTAL FACE
journal, June 2005
- Evans, K. Franklin; Wang, James R.; Racette, Paul E.
- Journal of Applied Meteorology, Vol. 44, Issue 6
Aggregation and Scaling of Ice Crystal Size Distributions
journal, February 2003
- Field, Paul R.; Heymsfield, Andrew J.
- Journal of the Atmospheric Sciences, Vol. 60, Issue 3
Constraining mass–diameter relations from hydrometeor images and cloud radar reflectivities in tropical continental and oceanic convective anvils
journal, January 2014
- Fontaine, E.; Schwarzenboeck, A.; Delanoë, J.
- Atmospheric Chemistry and Physics, Vol. 14, Issue 20
High ice water content at low radar reflectivity near deep convection – Part 1: Consistency of in situ and remote-sensing observations with stratiform rain column simulations
journal, January 2015
- Fridlind, A. M.; Ackerman, A. S.; Grandin, A.
- Atmospheric Chemistry and Physics, Vol. 15, Issue 20
A Summary of Convective-Core Vertical Velocity Properties Using ARM UHF Wind Profilers in Oklahoma
journal, October 2013
- Giangrande, Scott E.; Collis, Scott; Straka, Jerry
- Journal of Applied Meteorology and Climatology, Vol. 52, Issue 10
Estimation of entrainment rate in simple models of convective clouds
journal, January 2001
- Gregory, David
- Quarterly Journal of the Royal Meteorological Society, Vol. 127, Issue 571
The Effect of Cloud Type on Earth's Energy Balance: Global Analysis
journal, November 1992
- Hartmann, Dennis L.; Ockert-Bell, Maureen E.; Michelsen, Marc L.
- Journal of Climate, Vol. 5, Issue 11
Rainfall retrieval over the ocean with spaceborne W-band radar
journal, January 2009
- Haynes, John M.; L'Ecuyer, Tristan S.; Stephens, Graeme L.
- Journal of Geophysical Research, Vol. 114
On measurements of small ice particles in clouds: SMALL PARTICLES IN ICE CLOUDS
journal, December 2007
- Heymsfield, Andrew J.
- Geophysical Research Letters, Vol. 34, Issue 23
Observations and Parameterizations of Particle Size Distributions in Deep Tropical Cirrus and Stratiform Precipitating Clouds: Results from In Situ Observations in TRMM Field Campaigns
journal, December 2002
- Heymsfield, Andrew J.; Bansemer, Aaron; Field, Paul R.
- Journal of the Atmospheric Sciences, Vol. 59, Issue 24
Improved Representation of Ice Particle Masses Based on Observations in Natural Clouds
journal, October 2010
- Heymsfield, Andrew J.; Schmitt, Carl; Bansemer, Aaron
- Journal of the Atmospheric Sciences, Vol. 67, Issue 10
Ice Cloud Particle Size Distributions and Pressure-Dependent Terminal Velocities from In Situ Observations at Temperatures from 0° to −86°C
journal, December 2013
- Heymsfield, Andrew J.; Schmitt, Carl; Bansemer, Aaron
- Journal of the Atmospheric Sciences, Vol. 70, Issue 12
Characteristics of Deep Tropical and Subtropical Convection from Nadir-Viewing High-Altitude Airborne Doppler Radar
journal, February 2010
- Heymsfield, Gerald M.; Tian, Lin; Heymsfield, Andrew J.
- Journal of the Atmospheric Sciences, Vol. 67, Issue 2
An Assessment of the Impact of Antishattering Tips and Artifact Removal Techniques on Bulk Cloud Ice Microphysical and Optical Properties Measured by the 2D Cloud Probe
journal, October 2014
- Jackson, Robert C.; McFarquhar, Greg M.
- Journal of Atmospheric and Oceanic Technology, Vol. 31, Issue 10
The dependence of ice microphysics on aerosol concentration in arctic mixed-phase stratus clouds during ISDAC and M-PACE: AEROSOL EFFECTS ON ARCTIC STRATUS
journal, August 2012
- Jackson, Robert C.; McFarquhar, Greg M.; Korolev, Alexei V.
- Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D15
The dependence of cirrus gamma size distributions expressed as volumes in N 0 ‐ λ‐μ phase space and bulk cloud properties on environmental conditions: Results from the Small Ice Particles in Cirrus Experiment (SPARTICUS)
journal, October 2015
- Jackson, Robert C.; McFarquhar, Greg M.; Fridlind, Ann M.
- Journal of Geophysical Research: Atmospheres, Vol. 120, Issue 19
The Midlatitude Continental Convective Clouds Experiment (MC3E)
journal, September 2016
- Jensen, M. P.; Petersen, W. A.; Bansemer, A.
- Bulletin of the American Meteorological Society, Vol. 97, Issue 9
Evaluation of cloud and water vapor simulations in CMIP5 climate models using NASA “A-Train” satellite observations: EVALUATION OF IPCC AR5 MODEL SIMULATIONS
journal, July 2012
- Jiang, Jonathan H.; Su, Hui; Zhai, Chengxing
- Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D14
Small Ice Particles in Tropospheric Clouds: Fact or Artifact? Airborne Icing Instrumentation Evaluation Experiment
journal, August 2011
- Korolev, A. V.; Emery, E. F.; Strapp, J. W.
- Bulletin of the American Meteorological Society, Vol. 92, Issue 8
Modification and Tests of Particle Probe Tips to Mitigate Effects of Ice Shattering
journal, April 2013
- Korolev, Alexei; Emery, Edward; Creelman, Kirk
- Journal of Atmospheric and Oceanic Technology, Vol. 30, Issue 4
Effects of ice particles shattering on the 2D-S probe
journal, January 2011
- Lawson, R. P.
- Atmospheric Measurement Techniques, Vol. 4, Issue 7
The 2D-S (Stereo) Probe: Design and Preliminary Tests of a New Airborne, High-Speed, High-Resolution Particle Imaging Probe
journal, November 2006
- Lawson, R. Paul; O’Connor, Darren; Zmarzly, Patrick
- Journal of Atmospheric and Oceanic Technology, Vol. 23, Issue 11
Microphysical and radiative properties of tropical clouds investigated in TC4 and NAMMA
journal, January 2010
- Lawson, R. Paul; Jensen, Eric; Mitchell, David L.
- Journal of Geophysical Research, Vol. 115
Fall speeds and masses of solid precipitation particles
journal, May 1974
- Locatelli, John D.; Hobbs, Peter V.
- Journal of Geophysical Research, Vol. 79, Issue 15
Characterizing Tropical Cirrus Life Cycle, Evolution, and Interaction with Upper-Tropospheric Water Vapor Using Lagrangian Trajectory Analysis of Satellite Observations
journal, December 2004
- Luo, Zhengzhao; Rossow, William B.
- Journal of Climate, Vol. 17, Issue 23
The Distribution of Raindrops with size
journal, August 1948
- Marshall, J. S.; Palmer, W. Mc K.
- Journal of Meteorology, Vol. 5, Issue 4
Missing iris effect as a possible cause of muted hydrological change and high climate sensitivity in models
journal, April 2015
- Mauritsen, Thorsten; Stevens, Bjorn
- Nature Geoscience, Vol. 8, Issue 5
Tuning the climate of a global model: TUNING THE CLIMATE OF A GLOBAL MODEL
journal, March 2012
- Mauritsen, Thorsten; Stevens, Bjorn; Roeckner, Erich
- Journal of Advances in Modeling Earth Systems, Vol. 4, Issue 3
Observations of Particle Size and Phase in Tropical Cyclones: Implications for Mesoscale Modeling of Microphysical Processes
journal, February 2004
- McFarquhar, Greg M.; Black, Robert A.
- Journal of the Atmospheric Sciences, Vol. 61, Issue 4
Vertical Variability of Cloud Hydrometeors in the Stratiform Region of Mesoscale Convective Systems and Bow Echoes
journal, October 2007
- McFarquhar, Greg M.; Timlin, Michael S.; Rauber, Robert M.
- Monthly Weather Review, Vol. 135, Issue 10
The Characterization of Ice Hydrometeor Gamma Size Distributions as Volumes in N 0 – λ – μ Phase Space: Implications for Microphysical Process Modeling
journal, February 2015
- McFarquhar, Greg M.; Hsieh, Tsung-Lin; Freer, Matt
- Journal of the Atmospheric Sciences, Vol. 72, Issue 2
Representing the ice fall speed in climate models: Results from Tropical Composition, Cloud and Climate Coupling (TC4) and the Indirect and Semi-Direct Aerosol Campaign (ISDAC)
journal, January 2011
- Mitchell, D. L.; Mishra, S.; Lawson, R. P.
- Journal of Geophysical Research, Vol. 116
Impact of large-scale dynamics on the microphysical properties of midlatitude cirrus
journal, April 2014
- Muhlbauer, Andreas; Ackerman, Thomas P.; Comstock, Jennifer M.
- Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 7
The Evaluation of CloudSat and CALIPSO Ice Microphysical Products Using Ground-Based Cloud Radar and Lidar Observations
journal, May 2010
- Protat, A.; Delanoë, J.; O’Connor, E. J.
- Journal of Atmospheric and Oceanic Technology, Vol. 27, Issue 5
Towards constraining climate sensitivity by linear analysis of feedback patterns in thousands of perturbed-physics GCM simulations
journal, July 2007
- Sanderson, Benjamin M.; Piani, C.; Ingram, W. J.
- Climate Dynamics, Vol. 30, Issue 2-3
Configuration and assessment of the GISS ModelE2 contributions to the CMIP5 archive: GISS MODEL-E2 CMIP5 SIMULATIONS
journal, March 2014
- Schmidt, Gavin A.; Kelley, Max; Nazarenko, Larissa
- Journal of Advances in Modeling Earth Systems, Vol. 6, Issue 1
Stratiform Rain in the Tropics as Seen by the TRMM Precipitation Radar*
journal, June 2003
- Schumacher, Courtney; Houze, Robert A.
- Journal of Climate, Vol. 16, Issue 11
The Meteorological Measurement System on the NASA ER-2 Aircraft
journal, August 1990
- Scott, Stan G.; Bui, T. Paul; Chan, K. Roland
- Journal of Atmospheric and Oceanic Technology, Vol. 7, Issue 4
Microphysics parameterization for convective clouds in a global climate model: Description and single-column model tests
journal, January 2011
- Song, Xiaoliang; Zhang, Guang J.
- Journal of Geophysical Research, Vol. 116, Issue D2
Assessment of NASA GISS CMIP5 and Post-CMIP5 Simulated Clouds and TOA Radiation Budgets Using Satellite Observations. Part I: Cloud Fraction and Properties
journal, June 2014
- Stanfield, Ryan E.; Dong, Xiquan; Xi, Baike
- Journal of Climate, Vol. 27, Issue 11
Cloud Feedbacks in the Climate System: A Critical Review
journal, January 2005
- Stephens, Graeme L.
- Journal of Climate, Vol. 18, Issue 2
THE CLOUDSAT MISSION AND THE A-TRAIN: A New Dimension of Space-Based Observations of Clouds and Precipitation
journal, December 2002
- Stephens, Graeme L.; Vane, Deborah G.; Boain, Ronald J.
- Bulletin of the American Meteorological Society, Vol. 83, Issue 12
Effects of Convective Microphysics Parameterization on Large-Scale Cloud Hydrological Cycle and Radiative Budget in Tropical and Midlatitude Convective Regions
journal, December 2015
- Storer, Rachel L.; Zhang, Guang J.; Song, Xiaoliang
- Journal of Climate, Vol. 28, Issue 23
Diagnosis of regime-dependent cloud simulation errors in CMIP5 models using “A-Train” satellite observations and reanalysis data: DIAGNOSIS OF CLOUD ERRORS FOR CMIP5
journal, April 2013
- Su, Hui; Jiang, Jonathan H.; Zhai, Chengxing
- Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 7
The Concept of “Normalized” Distribution to Describe Raindrop Spectra: A Tool for Cloud Physics and Cloud Remote Sensing
journal, June 2001
- Testud, Jacques; Oury, Stéphane; Black, Robert A.
- Journal of Applied Meteorology, Vol. 40, Issue 6
Planning, implementation, and first results of the Tropical Composition, Cloud and Climate Coupling Experiment (TC4)
journal, January 2010
- Toon, Owen B.; Starr, David O.; Jensen, Eric J.
- Journal of Geophysical Research, Vol. 115
Evaluation of cloud-resolving model intercomparison simulations using TWP-ICE observations: Precipitation and cloud structure
journal, January 2011
- Varble, Adam; Fridlind, Ann M.; Zipser, Edward J.
- Journal of Geophysical Research, Vol. 116, Issue D12
Evaluation of cloud-resolving and limited area model intercomparison simulations using TWP-ICE observations: 1. Deep convective updraft properties: Eval. of TWP-ICE CRMs and LAMs Pt. 1
journal, December 2014
- Varble, Adam; Zipser, Edward J.; Fridlind, Ann M.
- Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 24
Cloud ice: A climate model challenge with signs and expectations of progress
journal, January 2009
- Waliser, Duane E.; Li, Jui-Lin F.; Woods, Christopher P.
- Journal of Geophysical Research, Vol. 114
The Earth observing system microwave limb sounder (EOS MLS) on the aura Satellite
journal, May 2006
- Waters, J. W.; Froidevaux, L.; Harwood, R. S.
- IEEE Transactions on Geoscience and Remote Sensing, Vol. 44, Issue 5
Evaluating CloudSat ice water content retrievals using a cloud-resolving model: Sensitivities to frozen particle properties
journal, January 2008
- Woods, Christopher P.; Waliser, Duane E.; Li, Jui-Lin
- Journal of Geophysical Research, Vol. 113
Validation of the Aura MLS cloud ice water content measurements
journal, January 2008
- Wu, Dong L.; Jiang, Jonathan H.; Read, William G.
- Journal of Geophysical Research, Vol. 113, Issue D15
Comparisons of global cloud ice from MLS, CloudSat, and correlative data sets
journal, January 2009
- Wu, D. L.; Austin, R. T.; Deng, M.
- Journal of Geophysical Research, Vol. 114
On the Impacts of Different Definitions of Maximum Dimension for Nonspherical Particles Recorded by 2D Imaging Probes
journal, May 2016
- Wu, Wei; McFarquhar, Greg M.
- Journal of Atmospheric and Oceanic Technology, Vol. 33, Issue 5
Computing and Partitioning Cloud Feedbacks Using Cloud Property Histograms. Part II: Attribution to Changes in Cloud Amount, Altitude, and Optical Depth
journal, June 2012
- Zelinka, Mark D.; Klein, Stephen A.; Hartmann, Dennis L.
- Journal of Climate, Vol. 25, Issue 11
Sensitivity of climate simulations to the parameterization of cumulus convection in the Canadian climate centre general circulation model
journal, September 1995
- Zhang, G. J.; McFarlane, Norman A.
- Atmosphere-Ocean, Vol. 33, Issue 3
Evaluating and constraining ice cloud parameterizations in CAM5 using aircraft measurements from the SPARTICUS campaign
journal, January 2013
- Zhang, K.; Liu, X.; Wang, M.
- Atmospheric Chemistry and Physics, Vol. 13, Issue 9
An Investigation of the Connections among Convection, Clouds, and Climate Sensitivity in a Global Climate Model
journal, March 2014
- Zhao, Ming
- Journal of Climate, Vol. 27, Issue 5
The Saharan Air Layer and the Fate of African Easterly Waves—NASA's AMMA Field Study of Tropical Cyclogenesis
journal, August 2009
- Zipser, Edward J.; Twohy, Cynthia H.; Tsay, Si-Chee
- Bulletin of the American Meteorological Society, Vol. 90, Issue 8
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Resolving Orbital and Climate Keys of Earth and Extraterrestrial Environments with Dynamics (ROCKE-3D) 1.0: A General Circulation Model for Simulating the Climates of Rocky Planets
journal, July 2017
- Way, M. J.; Aleinov, I.; Amundsen, David S.
- The Astrophysical Journal Supplement Series, Vol. 231, Issue 1
Anthony Del Genio: Climates of Planets Near and Far
journal, November 2019
- Del Genio, Anthony D.
- Perspectives of Earth and Space Scientists, Vol. 1, Issue 1
Climates of Warm Earth-like Planets. I. 3D Model Simulations
journal, December 2018
- Way, M. J.; Del Genio, Anthony D.; Aleinov, Igor
- The Astrophysical Journal Supplement Series, Vol. 239, Issue 2
Ongoing Breakthroughs in Convective Parameterization
journal, April 2019
- Rio, Catherine; Del Genio, Anthony D.; Hourdin, Frédéric
- Current Climate Change Reports, Vol. 5, Issue 2
A Review of Ice Cloud Optical Property Models for Passive Satellite Remote Sensing
journal, December 2018
- Yang, Ping; Hioki, Souichiro; Saito, Masanori
- Atmosphere, Vol. 9, Issue 12
Evaluating models' response of tropical low clouds to SST forcings using CALIPSO observations
journal, January 2019
- Cesana, Grégory; Del Genio, Anthony D.; Ackerman, Andrew S.
- Atmospheric Chemistry and Physics, Vol. 19, Issue 5
Tightening of tropical ascent and high clouds key to precipitation change in a warmer climate
journal, June 2017
- Su, Hui; Jiang, Jonathan H.; Neelin, J. David
- Nature Communications, Vol. 8, Issue 1