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Title: A new parameterization of ice heterogeneous nucleation coupled to aerosol chemistry in WRF-Chem model version 3.5.1: evaluation through ISDAC measurements

Abstract

In the Arctic, during polar night and early spring, ice clouds are separated into two leading types of ice clouds (TICs): (1) TIC1 clouds characterized by a large concentration of very small crystals and TIC2 clouds characterized by a low concentration of large ice crystals. Using a suitable parameterization of heterogeneous ice nucleation is essential for properly representing ice clouds in meteorological and climate models and subsequently understanding their interactions with aerosols and radiation. Here, we describe a new parameterization for ice crystal formation by heterogeneous nucleation in water-subsaturated conditions coupled to aerosol chemistry in the Weather Research and Forecasting model coupled with chemistry (WRF-Chem). The parameterization is implemented in the Milbrandt and Yau (2005a, b) two-moment cloud microphysics scheme, and we assess how the WRF-Chem model responds to the run-time interaction between chemistry and the new parameterization. Well-documented reference cases provided us with in situ data from the spring 2008 Indirect and Semi-Direct Aerosol Campaign (ISDAC) over Alaska. Our analysis reveals that the new parameterization clearly improves the representation of the ice water content (IWC) in polluted or unpolluted air masses and shows the poor performance of the reference parameterization in representing ice clouds with low IWC. The newmore » parameterization is able to represent TIC1 and TIC2 microphysical characteristics at the top of the clouds, where heterogenous ice nucleation is most likely occurring, even with the known bias of simulated aerosols by WRF-Chem over the Arctic.« less

Authors:
 [1];  [1]; ORCiD logo [2];  [3]; ORCiD logo [1];  [4];  [4];  [1]
  1. Univ. du Québec, Montréal, QC (Canada)
  2. Univ. du Québec, Montréal, QC (Canada); Sorbonne Univ., Paris (France)
  3. Univ. du Québec, Montréal, QC (Canada); Univ. Paul Sabatier, Toulouse (France)
  4. Sorbonne Univ., Paris (France)
Publication Date:
Research Org.:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Atmospheric Radiation Measurement (ARM) Data Center
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER); Network on Climate and Aerosols: Addressing Key Uncertainties in Remote Canadian Environments (NETCARE); Natural Sciences and Engineering Research Council of Canada (NSERC)
Contributing Org.:
PNNL, BNL, ANL, ORNL
OSTI Identifier:
1751933
Grant/Contract Number:  
AC05-76RL01830
Resource Type:
Accepted Manuscript
Journal Name:
Geoscientific Model Development (Online)
Additional Journal Information:
Journal Name: Geoscientific Model Development (Online); Journal Volume: 13; Journal Issue: 11; Journal ID: ISSN 1991-9603
Publisher:
European Geosciences Union
Country of Publication:
United States
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES

Citation Formats

Keita, Setigui Aboubacar, Girard, Eric, Raut, Jean-Christophe, Leriche, Maud, Blanchet, Jean-Pierre, Pelon, Jacques, Onishi, Tatsuo, and Cirisan, Ana. A new parameterization of ice heterogeneous nucleation coupled to aerosol chemistry in WRF-Chem model version 3.5.1: evaluation through ISDAC measurements. United States: N. p., 2020. Web. doi:10.5194/gmd-13-5737-2020.
Keita, Setigui Aboubacar, Girard, Eric, Raut, Jean-Christophe, Leriche, Maud, Blanchet, Jean-Pierre, Pelon, Jacques, Onishi, Tatsuo, & Cirisan, Ana. A new parameterization of ice heterogeneous nucleation coupled to aerosol chemistry in WRF-Chem model version 3.5.1: evaluation through ISDAC measurements. United States. https://doi.org/10.5194/gmd-13-5737-2020
Keita, Setigui Aboubacar, Girard, Eric, Raut, Jean-Christophe, Leriche, Maud, Blanchet, Jean-Pierre, Pelon, Jacques, Onishi, Tatsuo, and Cirisan, Ana. Wed . "A new parameterization of ice heterogeneous nucleation coupled to aerosol chemistry in WRF-Chem model version 3.5.1: evaluation through ISDAC measurements". United States. https://doi.org/10.5194/gmd-13-5737-2020. https://www.osti.gov/servlets/purl/1751933.
@article{osti_1751933,
title = {A new parameterization of ice heterogeneous nucleation coupled to aerosol chemistry in WRF-Chem model version 3.5.1: evaluation through ISDAC measurements},
author = {Keita, Setigui Aboubacar and Girard, Eric and Raut, Jean-Christophe and Leriche, Maud and Blanchet, Jean-Pierre and Pelon, Jacques and Onishi, Tatsuo and Cirisan, Ana},
abstractNote = {In the Arctic, during polar night and early spring, ice clouds are separated into two leading types of ice clouds (TICs): (1) TIC1 clouds characterized by a large concentration of very small crystals and TIC2 clouds characterized by a low concentration of large ice crystals. Using a suitable parameterization of heterogeneous ice nucleation is essential for properly representing ice clouds in meteorological and climate models and subsequently understanding their interactions with aerosols and radiation. Here, we describe a new parameterization for ice crystal formation by heterogeneous nucleation in water-subsaturated conditions coupled to aerosol chemistry in the Weather Research and Forecasting model coupled with chemistry (WRF-Chem). The parameterization is implemented in the Milbrandt and Yau (2005a, b) two-moment cloud microphysics scheme, and we assess how the WRF-Chem model responds to the run-time interaction between chemistry and the new parameterization. Well-documented reference cases provided us with in situ data from the spring 2008 Indirect and Semi-Direct Aerosol Campaign (ISDAC) over Alaska. Our analysis reveals that the new parameterization clearly improves the representation of the ice water content (IWC) in polluted or unpolluted air masses and shows the poor performance of the reference parameterization in representing ice clouds with low IWC. The new parameterization is able to represent TIC1 and TIC2 microphysical characteristics at the top of the clouds, where heterogenous ice nucleation is most likely occurring, even with the known bias of simulated aerosols by WRF-Chem over the Arctic.},
doi = {10.5194/gmd-13-5737-2020},
journal = {Geoscientific Model Development (Online)},
number = 11,
volume = 13,
place = {United States},
year = {2020},
month = {11}
}

Works referenced in this record:

Investigation of the sulphate-induced freezing inhibition effect from CloudSat and CALIPSO measurements
journal, January 2010

  • Grenier, Patrick; Blanchet, Jean-Pierre
  • Journal of Geophysical Research, Vol. 115, Issue D22
  • DOI: 10.1029/2010JD013905

Time dependence of immersion freezing: an experimental study on size selected kaolinite particles
journal, January 2012

  • Welti, A.; Lüönd, F.; Kanji, Z. A.
  • Atmospheric Chemistry and Physics, Vol. 12, Issue 20
  • DOI: 10.5194/acp-12-9893-2012

Ice nucleation by surrogates for atmospheric mineral dust and mineral dust/sulfate particles at cirrus temperatures
journal, January 2005

  • Archuleta, C. M.; DeMott, P. J.; Kreidenweis, S. M.
  • Atmospheric Chemistry and Physics, Vol. 5, Issue 10
  • DOI: 10.5194/acp-5-2617-2005

On the relationship between Arctic ice clouds and polluted air masses over the North Slope of Alaska in April 2008
journal, January 2014


Ice nucleation activity of silicates and aluminosilicates in pure water and aqueous solutions – Part 1: The K-feldspar microcline
journal, January 2018

  • Kumar, Anand; Marcolli, Claudia; Luo, Beiping
  • Atmospheric Chemistry and Physics, Vol. 18, Issue 10
  • DOI: 10.5194/acp-18-7057-2018

Efficiency of immersion mode ice nucleation on surrogates of mineral dust
journal, January 2007

  • Marcolli, C.; Gedamke, S.; Peter, T.
  • Atmospheric Chemistry and Physics, Vol. 7, Issue 19
  • DOI: 10.5194/acp-7-5081-2007

Ice nucleation on mineral dust particles: Onset conditions, nucleation rates and contact angles
journal, January 2008

  • Eastwood, Michael L.; Cremel, Sebastien; Gehrke, Clemens
  • Journal of Geophysical Research, Vol. 113, Issue D22
  • DOI: 10.1029/2008JD010639

Effects of Arctic haze on surface cloud radiative forcing: Arctic Haze Effect on Surface CRF
journal, January 2015

  • Zhao, Chuanfeng; Garrett, Timothy J.
  • Geophysical Research Letters, Vol. 42, Issue 2
  • DOI: 10.1002/2014GL062015

Fully coupled “online” chemistry within the WRF model
journal, December 2005


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

Technical Note: A proposal for ice nucleation terminology
journal, January 2015


Corrigendum to: "Studies of heterogeneous freezing by three different desert dust samples", Atmos. Chem. Phys., 9, 2805–2824, 2009
journal, January 2013

  • Connolly, P. J.; Möhler, O.; Field, P. R.
  • Atmospheric Chemistry and Physics, Vol. 13, Issue 19
  • DOI: 10.5194/acp-13-10079-2013

Ice nucleation activity of silicates and aluminosilicates in pure water and aqueous solutions – Part 3: Aluminosilicates
journal, January 2019

  • Kumar, Anand; Marcolli, Claudia; Peter, Thomas
  • Atmospheric Chemistry and Physics, Vol. 19, Issue 9
  • DOI: 10.5194/acp-19-6059-2019

Effect of sulphuric acid treatment on the physico-chemical characteristics of kaolin clay
journal, June 2010

  • Panda, Achyut K.; Mishra, B. G.; Mishra, D. K.
  • Colloids and Surfaces A: Physicochemical and Engineering Aspects, Vol. 363, Issue 1-3
  • DOI: 10.1016/j.colsurfa.2010.04.022

A Case Study of Urban Particle Acidity and Its Influence on Secondary Organic Aerosol
journal, May 2007

  • Zhang, Qi; Jimenez, Jose L.; Worsnop, Douglas R.
  • Environmental Science & Technology, Vol. 41, Issue 9
  • DOI: 10.1021/es061812j

A Classical-Theory-Based Parameterization of Heterogeneous Ice Nucleation by Mineral Dust, Soot, and Biological Particles in a Global Climate Model
journal, August 2010

  • Hoose, Corinna; Kristjánsson, Jón Egill; Chen, Jen-Ping
  • Journal of the Atmospheric Sciences, Vol. 67, Issue 8
  • DOI: 10.1175/2010JAS3425.1

Ice nucleation by particles immersed in supercooled cloud droplets
journal, January 2012

  • Murray, B. J.; O'Sullivan, D.; Atkinson, J. D.
  • Chemical Society Reviews, Vol. 41, Issue 19
  • DOI: 10.1039/c2cs35200a

Parameterizing ice nucleation rates using contact angle and activation energy derived from laboratory data
journal, January 2008

  • Chen, J. -P.; Hazra, A.; Levin, Z.
  • Atmospheric Chemistry and Physics, Vol. 8, Issue 24
  • DOI: 10.5194/acp-8-7431-2008

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

Critical humidities of homogeneous and heterogeneous ice nucleation: Inferences from extended classical nucleation theory
journal, January 2009

  • Khvorostyanov, Vitaly I.; Curry, Judith A.
  • Journal of Geophysical Research, Vol. 114, Issue D4
  • DOI: 10.1029/2008JD011197

Black carbon aerosol size in snow
journal, March 2013

  • Schwarz, J. P.; Gao, R. S.; Perring, A. E.
  • Scientific Reports, Vol. 3, Issue 1
  • DOI: 10.1038/srep01356

Overview paper: New insights into aerosol and climate in the Arctic
journal, January 2019

  • Abbatt, Jonathan P. D.; Leaitch, W. Richard; Aliabadi, Amir A.
  • Atmospheric Chemistry and Physics, Vol. 19, Issue 4
  • DOI: 10.5194/acp-19-2527-2019

A new WRF-Chem treatment for studying regional-scale impacts of cloud processes on aerosol and trace gases in parameterized cumuli
journal, January 2015

  • Berg, L. K.; Shrivastava, M.; Easter, R. C.
  • Geoscientific Model Development, Vol. 8, Issue 2
  • DOI: 10.5194/gmd-8-409-2015

Integrating laboratory and field data to quantify the immersion freezing ice nucleation activity of mineral dust particles
journal, January 2015

  • DeMott, P. J.; Prenni, A. J.; McMeeking, G. R.
  • Atmospheric Chemistry and Physics, Vol. 15, Issue 1
  • DOI: 10.5194/acp-15-393-2015

Effects of sulfuric acid and ammonium sulfate coatings on the ice nucleation properties of kaolinite particles: FREEZING OF COATED KAOLINITE PARTICLES
journal, January 2009

  • Eastwood, Michael L.; Cremel, Sebastien; Wheeler, Michael
  • Geophysical Research Letters, Vol. 36, Issue 2
  • DOI: 10.1029/2008GL035997

Optical, physical, and chemical properties of springtime aerosol over Barrow Alaska in 2008
journal, March 2014

  • Shantz, N. C.; Gultepe, I.; Andrews, E.
  • International Journal of Climatology, Vol. 34, Issue 10
  • DOI: 10.1002/joc.3898

An evaluation of the wind erosion module in DUSTRAN
journal, March 2008


Phase Transitions of Aqueous Atmospheric Particles
journal, September 2000


Interpretation of freezing nucleation experiments: singular and stochastic; sites and surfaces
journal, January 2014


Characteristics of PM 2.5 speciation in representative megacities and across China
journal, January 2011


Assessment of the effects of acid-coated ice nuclei on the Arctic cloud microstructure, atmospheric dehydration, radiation and temperature during winter
journal, March 2012

  • Girard, Eric; Dueymes, Guillaume; Du, Ping
  • International Journal of Climatology, Vol. 33, Issue 3
  • DOI: 10.1002/joc.3454

Ice Initiation in Natural Clouds
journal, December 1986


Ice Nucleation onto Arizona Test Dust at Cirrus Temperatures: Effect of Temperature and Aerosol Size on Onset Relative Humidity
journal, January 2010

  • Kanji, Z. A.; Abbatt, J. P. D.
  • The Journal of Physical Chemistry A, Vol. 114, Issue 2
  • DOI: 10.1021/jp908661m

Sources, distribution, and acidity of sulfate–ammonium aerosol in the Arctic in winter–spring
journal, December 2011


CNT Parameterization Based on the Observed INP Concentration during Arctic Summer Campaigns in a Marine Environment
journal, August 2020

  • Cirisan, Ana; Girard, Eric; Blanchet, Jean-Pierre
  • Atmosphere, Vol. 11, Issue 9
  • DOI: 10.3390/atmos11090916

Climate response to regional radiative forcing during the twentieth century
journal, March 2009

  • Shindell, Drew; Faluvegi, Greg
  • Nature Geoscience, Vol. 2, Issue 4
  • DOI: 10.1038/ngeo473

Observational and Modeling Study of Ice Hydrometeor Radar Dual-Wavelength Ratios
journal, September 2019

  • Matrosov, Sergey Y.; Maahn, Maximilian; de Boer, Gijs
  • Journal of Applied Meteorology and Climatology, Vol. 58, Issue 9
  • DOI: 10.1175/JAMC-D-19-0018.1

Improvements to an Empirical Parameterization of Heterogeneous Ice Nucleation and Its Comparison with Observations
journal, February 2013

  • Phillips, Vaughan T. J.; Demott, Paul J.; Andronache, Constantin
  • Journal of the Atmospheric Sciences, Vol. 70, Issue 2
  • DOI: 10.1175/JAS-D-12-080.1

Saharan aerosols over the tropical North Atlantic — Mineralogy
journal, September 1980


Kinetics of Heterogeneous Ice Nucleation on the Surfaces of Mineral Dust Cores Inserted into Aqueous Ammonium Sulfate Particles
journal, March 2003

  • Hung, Hui-Ming; Malinowski, Adam; Martin, Scot T.
  • The Journal of Physical Chemistry A, Vol. 107, Issue 9
  • DOI: 10.1021/jp021593y

The Fire INventory from NCAR (FINN): a high resolution global model to estimate the emissions from open burning
journal, January 2011

  • Wiedinmyer, C.; Akagi, S. K.; Yokelson, R. J.
  • Geoscientific Model Development, Vol. 4, Issue 3
  • DOI: 10.5194/gmd-4-625-2011

Aerosol classification using airborne High Spectral Resolution Lidar measurements – methodology and examples
journal, January 2012

  • Burton, S. P.; Ferrare, R. A.; Hostetler, C. A.
  • Atmospheric Measurement Techniques, Vol. 5, Issue 1
  • DOI: 10.5194/amt-5-73-2012

Predicting global atmospheric ice nuclei distributions and their impacts on climate
journal, June 2010

  • DeMott, P. J.; Prenni, A. J.; Liu, X.
  • Proceedings of the National Academy of Sciences, Vol. 107, Issue 25
  • DOI: 10.1073/pnas.0910818107

Importance of Chemical Composition of Ice Nuclei on the Formation of Arctic Ice Clouds
journal, April 2016


Radiative forcing by long-lived greenhouse gases: Calculations with the AER radiative transfer models
journal, January 2008

  • Iacono, Michael J.; Delamere, Jennifer S.; Mlawer, Eli J.
  • Journal of Geophysical Research, Vol. 113, Issue D13
  • DOI: 10.1029/2008JD009944

Deliquescence and crystallization of ammonium sulfate-glutaric acid and sodium chloride-glutaric acid particles: DRH AND CRH OF ATMOSPHERIC PARTICLES
journal, June 2004

  • Pant, Atul; Fok, Abel; Parsons, Matthew T.
  • Geophysical Research Letters, Vol. 31, Issue 12
  • DOI: 10.1029/2004GL020025

Atmospheric sulfur cycle simulated in the global model GOCART: Model description and global properties
journal, October 2000

  • Chin, Mian; Rood, Richard B.; Lin, Shian-Jiann
  • Journal of Geophysical Research: Atmospheres, Vol. 105, Issue D20
  • DOI: 10.1029/2000JD900384

A New Double-Moment Microphysics Parameterization for Application in Cloud and Climate Models. Part II: Single-Column Modeling of Arctic Clouds
journal, June 2005

  • Morrison, H.; Curry, J. A.; Shupe, M. D.
  • Journal of the Atmospheric Sciences, Vol. 62, Issue 6
  • DOI: 10.1175/JAS3447.1

Influence of particle size on the ice nucleating ability of mineral dusts
journal, January 2009

  • Welti, A.; Lüönd, F.; Stetzer, O.
  • Atmospheric Chemistry and Physics, Vol. 9, Issue 18
  • DOI: 10.5194/acp-9-6705-2009

Heterogeneous ice nucleation on atmospheric aerosols: a review of results from laboratory experiments
journal, January 2012


Deposition nucleation on mineral dust particles: a case against classical nucleation theory with the assumption of a single contact angle
journal, January 2012


Characterization of Arctic ice cloud properties observed during ISDAC: ISDAC ARCTIC ICE CLOUDS
journal, December 2012

  • Jouan, Caroline; Girard, Eric; Pelon, Jacques
  • Journal of Geophysical Research: Atmospheres, Vol. 117, Issue D23
  • DOI: 10.1029/2012JD017889

A computationally efficient description of heterogeneous freezing: A simplified version of the Soccer ball model: NIEDERMEIER ET AL.
journal, January 2014

  • Niedermeier, Dennis; Ervens, Barbara; Clauss, Tina
  • Geophysical Research Letters, Vol. 41, Issue 2
  • DOI: 10.1002/2013GL058684

An explicit approach to microphysics in MC2
journal, September 1997


Background and Overview
journal, January 2017


Inclusion of Ice Microphysics in the NCAR Community Atmospheric Model Version 3 (CAM3)
journal, September 2007

  • Liu, Xiaohong; Penner, Joyce E.; Ghan, Steven J.
  • Journal of Climate, Vol. 20, Issue 18
  • DOI: 10.1175/JCLI4264.1

Ice nucleation of bare and sulfuric acid-coated mineral dust particles and implication for cloud properties: Ice formation on dust particles
journal, August 2014

  • Kulkarni, Gourihar; Sanders, Cassandra; Zhang, Kai
  • Journal of Geophysical Research: Atmospheres, Vol. 119, Issue 16
  • DOI: 10.1002/2014JD021567

Model for Simulating Aerosol Interactions and Chemistry (MOSAIC)
journal, January 2008

  • Zaveri, Rahul A.; Easter, Richard C.; Fast, Jerome D.
  • Journal of Geophysical Research, Vol. 113, Issue D13
  • DOI: 10.1029/2007JD008782

Recent Advances in Arctic Cloud and Climate Research
journal, October 2016

  • Kay, Jennifer E.; L’Ecuyer, Tristan; Chepfer, Helene
  • Current Climate Change Reports, Vol. 2, Issue 4
  • DOI: 10.1007/s40641-016-0051-9

Irreversible loss of ice nucleation active sites in mineral dust particles caused by sulphuric acid condensation
journal, January 2010

  • Sullivan, R. C.; Petters, M. D.; DeMott, P. J.
  • Atmospheric Chemistry and Physics, Vol. 10, Issue 23
  • DOI: 10.5194/acp-10-11471-2010

A new lumped structure photochemical mechanism for large-scale applications
journal, December 1999

  • Zaveri, Rahul A.; Peters, Leonard K.
  • Journal of Geophysical Research: Atmospheres, Vol. 104, Issue D23
  • DOI: 10.1029/1999JD900876

Deliquescence of malonic, succinic, glutaric, and adipic acid particles: DELIQUESCENCE OF ORGANIC ACID PARTICLES
journal, March 2004

  • Parsons, Matthew T.; Mak, Jackson; Lipetz, Sarah R.
  • Journal of Geophysical Research: Atmospheres, Vol. 109, Issue D6
  • DOI: 10.1029/2003JD004075

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

The formation of atmospheric ice crystals by the freezing of droplets
journal, October 1953

  • Bigg, E. K.
  • Quarterly Journal of the Royal Meteorological Society, Vol. 79, Issue 342
  • DOI: 10.1002/qj.49707934207

Arctic ‘greenhouse effect’
journal, September 1994

  • Blanchet, Jean-Pierre; Girard, Eric
  • Nature, Vol. 371, Issue 6496
  • DOI: 10.1038/371383a0

Description and evaluation of the Model for Ozone and Related chemical Tracers, version 4 (MOZART-4)
journal, January 2010

  • Emmons, L. K.; Walters, S.; Hess, P. G.
  • Geoscientific Model Development, Vol. 3, Issue 1
  • DOI: 10.5194/gmd-3-43-2010

A multi-model assessment of pollution transport to the Arctic
journal, January 2008

  • Shindell, D. T.; Chin, M.; Dentener, F.
  • Atmospheric Chemistry and Physics, Vol. 8, Issue 17
  • DOI: 10.5194/acp-8-5353-2008

Cross-polar transport and scavenging of Siberian aerosols containing black carbon during the 2012 ACCESS summer campaign
journal, January 2017

  • Raut, Jean-Christophe; Marelle, Louis; Fast, Jerome D.
  • Atmospheric Chemistry and Physics, Vol. 17, Issue 18
  • DOI: 10.5194/acp-17-10969-2017

Heterogeneous freezing of ice on atmospheric aerosols containing ash, soot, and soil
journal, January 2009

  • Fornea, Adam P.; Brooks, Sarah D.; Dooley, Jeffrey B.
  • Journal of Geophysical Research, Vol. 114, Issue D13
  • DOI: 10.1029/2009JD011958

Study of polar thin ice clouds and aerosols seen by CloudSat and CALIPSO during midwinter 2007
journal, January 2009

  • Grenier, Patrick; Blanchet, Jean‐Pierre; Muñoz‐Alpizar, Rodrigo
  • Journal of Geophysical Research, Vol. 114, Issue D9
  • DOI: 10.1029/2008JD010927

Simulating Arctic Ice Clouds during Spring Using an Advanced Ice Cloud Microphysics in the WRF Model
journal, July 2019

  • Keita, Setigui; Girard, Eric; Raut, Jean-Christophe
  • Atmosphere, Vol. 10, Issue 8
  • DOI: 10.3390/atmos10080433

Crystallization of Aqueous Ammonium Sulfate Particles Internally Mixed with Soot and Kaolinite:  Crystallization Relative Humidities and Nucleation Rates
journal, July 2006

  • Pant, Atul; Parsons, Matthew T.; Bertram, Allan K.
  • The Journal of Physical Chemistry A, Vol. 110, Issue 28
  • DOI: 10.1021/jp060985s

Ice nucleation activity of silicates and aluminosilicates in pure water and aqueous solutions – Part 2: Quartz and amorphous silica
journal, January 2019

  • Kumar, Anand; Marcolli, Claudia; Peter, Thomas
  • Atmospheric Chemistry and Physics, Vol. 19, Issue 9
  • DOI: 10.5194/acp-19-6035-2019

Cloud droplet activation of secondary organic aerosol: CLOUD DROPLET ACTIVATION
journal, May 2007

  • Prenni, Anthony J.; Petters, Markus D.; Kreidenweis, Sonia M.
  • Journal of Geophysical Research: Atmospheres, Vol. 112, Issue D10
  • DOI: 10.1029/2006JD007963

Aerosol properties over Interior Alaska from lidar, DRUM Impactor sampler, and OPC-sonde measurements and their meteorological context during ARCTAS-A, April 2008
journal, January 2013

  • Atkinson, D. E.; Sassen, K.; Hayashi, M.
  • Atmospheric Chemistry and Physics, Vol. 13, Issue 3
  • DOI: 10.5194/acp-13-1293-2013

Overview of Ice Nucleating Particles
journal, January 2017


A Review of Ice Particle Shapes in Cirrus formed In Situ and in Anvils
journal, September 2019

  • Lawson, R. P.; Woods, S.; Jensen, E.
  • Journal of Geophysical Research: Atmospheres, Vol. 124, Issue 17-18
  • DOI: 10.1029/2018JD030122

The role of time in heterogeneous freezing nucleation: ROLE OF TIME IN ICE NUCLEATION
journal, May 2013

  • Wright, Timothy P.; Petters, Markus D.
  • Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 9
  • DOI: 10.1002/jgrd.50365

The role of time in heterogeneous freezing nucleation: ROLE OF TIME IN ICE NUCLEATION
journal, May 2013

  • Wright, Timothy P.; Petters, Markus D.
  • Journal of Geophysical Research: Atmospheres, Vol. 118, Issue 9
  • DOI: 10.1002/jgrd.50365

A comparison of heterogeneous ice nucleation parameterizations using a parcel model framework
journal, January 2009

  • Eidhammer, Trude; DeMott, Paul J.; Kreidenweis, Sonia M.
  • Journal of Geophysical Research, Vol. 114, Issue D6
  • DOI: 10.1029/2008jd011095

Climate response to regional radiative forcing during the twentieth century
journal, March 2009

  • Shindell, Drew; Faluvegi, Greg
  • Nature Geoscience, Vol. 2, Issue 4
  • DOI: 10.1038/ngeo473

Predicting global atmospheric ice nuclei distributions and their impacts on climate
journal, June 2010

  • DeMott, P. J.; Prenni, A. J.; Liu, X.
  • Proceedings of the National Academy of Sciences, Vol. 107, Issue 25
  • DOI: 10.1073/pnas.0910818107

Indirect and Semi-direct Aerosol Campaign: The Impact of Arctic Aerosols on Clouds
journal, February 2011

  • McFarquhar, Greg M.; Ghan, Steven; Verlinde, Johannes
  • Bulletin of the American Meteorological Society, Vol. 92, Issue 2
  • DOI: 10.1175/2010bams2935.1

Effects of sulfuric acid and ammonium sulfate coatings on the ice nucleation properties of kaolinite particles.
text, January 2009

  • Eastwood, Michael L.; Cremel, Sebastien; Wheeler, Michael
  • American Geophysical Union
  • DOI: 10.14288/1.0041857

Ice nucleation on mineral dust particles: onset conditions, nucleation rates and contact angles.
text, January 2008

  • Eastwood, Michael L.; Cremel, Sebastien; Gehrke, Clemens
  • American Geophysical Union
  • DOI: 10.14288/1.0041868

Time dependence of immersion freezing: an experimental study on size selected kaolinite particles
text, January 2012


Influence of particle size on the ice nucleating ability of mineral dusts
text, January 2009


Assessment of WRF/Chem to simulate sub–Arctic boundary layer characteristics during low solar irradiation using radiosonde, SODAR, and surface data
journal, July 2011

  • Mölders, Nicole; Tran, Huy N. Q.; Quinn, Patricia
  • Atmospheric Pollution Research, Vol. 2, Issue 3
  • DOI: 10.5094/apr.2011.035

Irreversible loss of ice nucleation active sites in mineral dust particles caused by sulphuric acid condensation
journal, January 2010

  • Sullivan, R. C.; Petters, M. D.; DeMott, P. J.
  • Atmospheric Chemistry and Physics, Vol. 10, Issue 23
  • DOI: 10.5194/acp-10-11471-2010

Cross-polar transport and scavenging of Siberian aerosols containing black carbon during the 2012 ACCESS summer campaign
journal, January 2017

  • Raut, Jean-Christophe; Marelle, Louis; Fast, Jerome D.
  • Atmospheric Chemistry and Physics, Vol. 17, Issue 18
  • DOI: 10.5194/acp-17-10969-2017

Overview paper: New insights into aerosol and climate in the Arctic
journal, January 2019

  • Abbatt, Jonathan P. D.; Leaitch, W. Richard; Aliabadi, Amir A.
  • Atmospheric Chemistry and Physics, Vol. 19, Issue 4
  • DOI: 10.5194/acp-19-2527-2019

Efficiency of immersion mode ice nucleation on surrogates of mineral dust
journal, January 2007

  • Marcolli, C.; Gedamke, S.; Peter, T.
  • Atmospheric Chemistry and Physics, Vol. 7, Issue 19
  • DOI: 10.5194/acp-7-5081-2007