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Title: Prediction of cloud condensation nuclei activity for organic compounds using functional group contribution methods

Abstract

A wealth of recent laboratory and field experiments demonstrate that organic aerosol composition evolves with time in the atmosphere, leading to changes in the influence of the organic fraction to cloud condensation nuclei (CCN) spectra. There is a need for tools that can realistically represent the evolution of CCN activity to better predict indirect effects of organic aerosol on clouds and climate. This work describes a model to predict the CCN activity of organic compounds from functional group composition. Following previous methods in the literature, we test the ability of semi-empirical group contribution methods in Kohler theory to predict the effective hygroscopicity parameter, kappa. However, in our approach we also account for liquid–liquid phase boundaries to simulate phase-limited activation behavior. Model evaluation against a selected database of published laboratory measurements demonstrates that kappa can be predicted within a factor of 2. Simulation of homologous series is used to identify the relative effectiveness of different functional groups in increasing the CCN activity of weakly functionalized organic compounds. Hydroxyl, carboxyl, aldehyde, hydroperoxide, carbonyl, and ether moieties promote CCN activity while methylene and nitrate moieties inhibit CCN activity. Furthermore, the model can be incorporated into scale-bridging test beds such as the Generator ofmore » Explicit Chemistry and Kinetics of Organics in the Atmosphere (GECKO-A) to evaluate the evolution of kappa for a complex mix of organic compounds and to develop suitable parameterizations of CCN evolution for larger-scale models.« less

Authors:
; ;
Publication Date:
Research Org.:
North Carolina State University, Raleigh, NC (United States)
Sponsoring Org.:
USDOE Office of Science (SC), Biological and Environmental Research (BER)
OSTI Identifier:
1236098
Alternate Identifier(s):
OSTI ID: 1268169
Grant/Contract Number:  
SC0006633; SC0010470
Resource Type:
Published Article
Journal Name:
Geoscientific Model Development (Online)
Additional Journal Information:
Journal Name: Geoscientific Model Development (Online) Journal Volume: 9 Journal Issue: 1; Journal ID: ISSN 1991-9603
Publisher:
Copernicus Publications, EGU
Country of Publication:
Germany
Language:
English
Subject:
54 ENVIRONMENTAL SCIENCES; single-parameter representation; soluble surfactant properties; aerosol-particles; hygroscopic growth; aqueous-solutions; ccn activation; part 2; activity-coefficients; chemical-composition; inorganic aerosols

Citation Formats

Petters, M. D., Kreidenweis, S. M., and Ziemann, P. J. Prediction of cloud condensation nuclei activity for organic compounds using functional group contribution methods. Germany: N. p., 2016. Web. doi:10.5194/gmd-9-111-2016.
Petters, M. D., Kreidenweis, S. M., & Ziemann, P. J. Prediction of cloud condensation nuclei activity for organic compounds using functional group contribution methods. Germany. https://doi.org/10.5194/gmd-9-111-2016
Petters, M. D., Kreidenweis, S. M., and Ziemann, P. J. Tue . "Prediction of cloud condensation nuclei activity for organic compounds using functional group contribution methods". Germany. https://doi.org/10.5194/gmd-9-111-2016.
@article{osti_1236098,
title = {Prediction of cloud condensation nuclei activity for organic compounds using functional group contribution methods},
author = {Petters, M. D. and Kreidenweis, S. M. and Ziemann, P. J.},
abstractNote = {A wealth of recent laboratory and field experiments demonstrate that organic aerosol composition evolves with time in the atmosphere, leading to changes in the influence of the organic fraction to cloud condensation nuclei (CCN) spectra. There is a need for tools that can realistically represent the evolution of CCN activity to better predict indirect effects of organic aerosol on clouds and climate. This work describes a model to predict the CCN activity of organic compounds from functional group composition. Following previous methods in the literature, we test the ability of semi-empirical group contribution methods in Kohler theory to predict the effective hygroscopicity parameter, kappa. However, in our approach we also account for liquid–liquid phase boundaries to simulate phase-limited activation behavior. Model evaluation against a selected database of published laboratory measurements demonstrates that kappa can be predicted within a factor of 2. Simulation of homologous series is used to identify the relative effectiveness of different functional groups in increasing the CCN activity of weakly functionalized organic compounds. Hydroxyl, carboxyl, aldehyde, hydroperoxide, carbonyl, and ether moieties promote CCN activity while methylene and nitrate moieties inhibit CCN activity. Furthermore, the model can be incorporated into scale-bridging test beds such as the Generator of Explicit Chemistry and Kinetics of Organics in the Atmosphere (GECKO-A) to evaluate the evolution of kappa for a complex mix of organic compounds and to develop suitable parameterizations of CCN evolution for larger-scale models.},
doi = {10.5194/gmd-9-111-2016},
journal = {Geoscientific Model Development (Online)},
number = 1,
volume = 9,
place = {Germany},
year = {Tue Jan 19 00:00:00 EST 2016},
month = {Tue Jan 19 00:00:00 EST 2016}
}

Journal Article:
Free Publicly Available Full Text
Publisher's Version of Record
https://doi.org/10.5194/gmd-9-111-2016

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Cited by: 29 works
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Works referenced in this record:

Reply
journal, June 2001


Deliquescence-controlled activation of organic aerosols
journal, January 2006

  • Kreidenweis, Sonia M.; Petters, Markus D.; DeMott, Paul J.
  • Geophysical Research Letters, Vol. 33, Issue 6
  • DOI: 10.1029/2005GL024863

Heterogeneous oxidation of atmospheric aerosol particles by gas-phase radicals
journal, August 2010

  • George, I. J.; Abbatt, J. P. D.
  • Nature Chemistry, Vol. 2, Issue 9
  • DOI: 10.1038/nchem.806

Dissolution behavior and surface tension effects of organic compounds in nucleating cloud droplets
journal, February 1996

  • Shulman, Michelle L.; Jacobson, Michael C.; Carlson, Robert J.
  • Geophysical Research Letters, Vol. 23, Issue 3
  • DOI: 10.1029/95GL03810

Kinetics, products, and mechanisms of secondary organic aerosol formation
journal, January 2012

  • Ziemann, Paul J.; Atkinson, Roger
  • Chemical Society Reviews, Vol. 41, Issue 19
  • DOI: 10.1039/c2cs35122f

Surface tensions of simple liquid mixtures
journal, January 1966

  • Sprow, F. B.; Prausnitz, J. M.
  • Transactions of the Faraday Society, Vol. 62
  • DOI: 10.1039/tf9666201105

A curved multi-component aerosol hygroscopicity model framework: Part 2 – Including organic compounds
journal, January 2005

  • Topping, D. O.; McFiggans, G. B.; Coe, H.
  • Atmospheric Chemistry and Physics, Vol. 5, Issue 5
  • DOI: 10.5194/acp-5-1223-2005

A new atmospheric aerosol phase equilibrium model (UHAERO): organic systems
journal, January 2007

  • Amundson, N. R.; Caboussat, A.; He, J. W.
  • Atmospheric Chemistry and Physics, Vol. 7, Issue 17
  • DOI: 10.5194/acp-7-4675-2007

Critical Assessment of Liquid Density Estimation Methods for Multifunctional Organic Compounds and Their Use in Atmospheric Science
journal, April 2013

  • Barley, Mark H.; Topping, David O.; McFiggans, Gordon
  • The Journal of Physical Chemistry A, Vol. 117, Issue 16
  • DOI: 10.1021/jp304547r

Known and Unexplored Organic Constituents in the Earth's Atmosphere
journal, March 2007

  • Goldstein, Allen H.; Galbally, Ian E.
  • Environmental Science & Technology, Vol. 41, Issue 5
  • DOI: 10.1021/es072476p

How important is organic aerosol hygroscopicity to aerosol indirect forcing?
journal, October 2010


A new group contribution method for predicting viscosity of organic liquids
journal, October 1992


Cloud condensation nucleus (CCN) behavior of organic aerosol particles generated by atomization of water and methanol solutions
journal, January 2007

  • Rissman, T. A.; Varutbangkul, V.; Surratt, J. D.
  • Atmospheric Chemistry and Physics, Vol. 7, Issue 11
  • DOI: 10.5194/acp-7-2949-2007

van der Waals Volumes and Radii
journal, March 1964

  • Bondi, A.
  • The Journal of Physical Chemistry, Vol. 68, Issue 3, p. 441-451
  • DOI: 10.1021/j100785a001

Activation capability of water soluble organic substances as CCN
journal, April 2003


Continuous Measurements of the Water Activities of Aqueous Droplets of Water-Soluble Organic Compounds
journal, May 2002

  • Choi, Man Yee; Chan, Chak K.
  • The Journal of Physical Chemistry A, Vol. 106, Issue 18
  • DOI: 10.1021/jp013875o

The surface tension of aqueous solutions of some atmospheric water-soluble organic compounds
journal, November 2004


A simple method to predict surface tension of organic liquids
journal, October 1995

  • Sastri, S. R. S.; Rao, K. K.
  • The Chemical Engineering Journal and the Biochemical Engineering Journal, Vol. 59, Issue 2
  • DOI: 10.1016/0923-0467(94)02946-6

A single parameter representation of hygroscopic growth and cloud condensation nucleus activity – Part 2: Including solubility
journal, January 2008

  • Petters, M. D.; Kreidenweis, S. M.
  • Atmospheric Chemistry and Physics, Vol. 8, Issue 20
  • DOI: 10.5194/acp-8-6273-2008

Mixing of the Organic Aerosol Fractions:  Liquids as the Thermodynamically Stable Phases
journal, March 2004

  • Marcolli, Claudia; Luo, Beiping; Peter, Thomas
  • The Journal of Physical Chemistry A, Vol. 108, Issue 12
  • DOI: 10.1021/jp036080l

Water Absorption by Organics:  Survey of Laboratory Evidence and Evaluation of UNIFAC for Estimating Water Activity
journal, November 1997

  • Saxena, Pradeep; Hildemann, Lynn M.
  • Environmental Science & Technology, Vol. 31, Issue 11
  • DOI: 10.1021/es9703638

CCN activity of organic aerosols observed downwind of urban emissions during CARES
journal, January 2013


The Hygroscopic Properties of Dicarboxylic and Multifunctional Acids:  Measurements and UNIFAC Predictions
journal, November 2001

  • Peng, Changgeng; Chan, Man Nin; Chan, Chak K.
  • Environmental Science & Technology, Vol. 35, Issue 22
  • DOI: 10.1021/es0107531

Aerosol–cloud–precipitation interactions. Part 1. The nature and sources of cloud-active aerosols
journal, July 2008


A Simple "Back of the Envelope" Method for Estimating the Densities and Molecular Volumes of Liquids and Solids
journal, November 1994

  • Girolami, Gregory S.
  • Journal of Chemical Education, Vol. 71, Issue 11
  • DOI: 10.1021/ed071p962

Variations in organic aerosol optical and hygroscopic properties upon heterogeneous OH oxidation
journal, January 2011

  • Cappa, Christopher D.; Che, Daphne L.; Kessler, Sean H.
  • Journal of Geophysical Research, Vol. 116, Issue D15
  • DOI: 10.1029/2011JD015918

Application of the UNIFAC model for prediction of surface tension and thickness of the surface layer in the binary mixtures
journal, March 2011

  • Rafati, A. A.; Bagheri, A.; Khanchi, A. R.
  • Journal of Colloid and Interface Science, Vol. 355, Issue 1
  • DOI: 10.1016/j.jcis.2010.12.003

The Chemistry of Nitrate Esters
journal, June 1955

  • Boschan, Robert; Merrow, Raymond T.; van Dolah, Robert W.
  • Chemical Reviews, Vol. 55, Issue 3
  • DOI: 10.1021/cr50003a001

A single parameter representation of hygroscopic growth and cloud condensation nucleus activity – Part 3: Including surfactant partitioning
journal, January 2013


Ultra-slow water diffusion in aqueous sucrose glasses
journal, January 2011

  • Zobrist, Bernhard; Soonsin, Vacharaporn; Luo, Bei P.
  • Physical Chemistry Chemical Physics, Vol. 13, Issue 8
  • DOI: 10.1039/c0cp01273d

Towards closing the gap between hygroscopic growth and activation for secondary organic aerosol – Part 2: Theoretical approaches
journal, January 2009

  • Petters, M. D.; Wex, H.; Carrico, C. M.
  • Atmospheric Chemistry and Physics, Vol. 9, Issue 12
  • DOI: 10.5194/acp-9-3999-2009

The Role of Temperature in Cloud Droplet Activation
journal, September 2012

  • Christensen, S. I.; Petters, M. D.
  • The Journal of Physical Chemistry A, Vol. 116, Issue 39
  • DOI: 10.1021/jp3064454

Ubiquitous nature of ambient metastable aerosol
journal, February 1989

  • Rood, M. J.; Shaw, M. A.; Larson, T. V.
  • Nature, Vol. 337, Issue 6207
  • DOI: 10.1038/337537a0

A simple representation of surface active organic aerosol in cloud droplet formation
journal, January 2011

  • Prisle, N. L.; Dal Maso, M.; Kokkola, H.
  • Atmospheric Chemistry and Physics, Vol. 11, Issue 9
  • DOI: 10.5194/acp-11-4073-2011

A thermodynamic model of mixed organic-inorganic aerosols to predict activity coefficients
journal, January 2008

  • Zuend, A.; Marcolli, C.; Luo, B. P.
  • Atmospheric Chemistry and Physics, Vol. 8, Issue 16
  • DOI: 10.5194/acp-8-4559-2008

Thermodynamic equilibrium of organic-electrolyte mixtures in aerosol particles
journal, June 2002


Gas uptake and chemical aging of semisolid organic aerosol particles
journal, June 2011

  • Shiraiwa, M.; Ammann, M.; Koop, T.
  • Proceedings of the National Academy of Sciences, Vol. 108, Issue 27
  • DOI: 10.1073/pnas.1103045108

Influence of Soluble Surfactant Properties on the Activation of Aerosol Particles Containing Inorganic Solute
journal, May 1998


A simplified treatment of surfactant effects on cloud drop activation
journal, January 2011


Influence of non-ideality on condensation to aerosol
journal, January 2009

  • Compernolle, S.; Ceulemans, K.; Müller, J. -F.
  • Atmospheric Chemistry and Physics, Vol. 9, Issue 4
  • DOI: 10.5194/acp-9-1325-2009

Vapor-liquid equilibria by UNIFAC group contribution. 5. Revision and extension
journal, October 1991

  • Hansen, Henrik K.; Rasmussen, Peter; Fredenslund, Aage
  • Industrial & Engineering Chemistry Research, Vol. 30, Issue 10
  • DOI: 10.1021/ie00058a017

Classifying organic materials by oxygen-to-carbon elemental ratio to predict the activation regime of Cloud Condensation Nuclei (CCN)
journal, January 2013

  • Kuwata, M.; Shao, W.; Lebouteiller, R.
  • Atmospheric Chemistry and Physics, Vol. 13, Issue 10
  • DOI: 10.5194/acp-13-5309-2013

Area method for prediction of fluid-phase equilibria
journal, March 1992

  • Eubank, Philip T.; Elhassan, Ahmed E.; Barrufet, Maria A.
  • Industrial & Engineering Chemistry Research, Vol. 31, Issue 3
  • DOI: 10.1021/ie00003a041

Evolution of Organic Aerosols in the Atmosphere
journal, December 2009


Hygroscopic properties of levoglucosan and related organic compounds characteristic to biomass burning aerosol particles: HYGROSCOPIC PROPERTY OF LEVOGLUCOSAN
journal, November 2004

  • Mochida, Michihiro; Kawamura, Kimitaka
  • Journal of Geophysical Research: Atmospheres, Vol. 109, Issue D21
  • DOI: 10.1029/2004JD004962

Measurements of the Sensitivity of Aerosol Hygroscopicity and the κ Parameter to the O/C Ratio
journal, December 2013

  • Rickards, Andrew M. J.; Miles, Rachael E. H.; Davies, James F.
  • The Journal of Physical Chemistry A, Vol. 117, Issue 51
  • DOI: 10.1021/jp407991n

The hygroscopicity parameter (κ) of ambient organic aerosol at a field site subject to biogenic and anthropogenic influences: relationship to degree of aerosol oxidation
journal, January 2010

  • Chang, R. Y. -W.; Slowik, J. G.; Shantz, N. C.
  • Atmospheric Chemistry and Physics, Vol. 10, Issue 11
  • DOI: 10.5194/acp-10-5047-2010

Cloud condensation nuclei activation of limited solubility organic aerosol
journal, February 2006


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
  • DOI: 10.5194/acp-7-1961-2007

Mass Spectral Evidence That Small Changes in Composition Caused by Oxidative Aging Processes Alter Aerosol CCN Properties
journal, May 2007

  • Shilling, J. E.; King, S. M.; Mochida, M.
  • The Journal of Physical Chemistry A, Vol. 111, Issue 17
  • DOI: 10.1021/jp068822r

Surface tension of aqueous solutions of water-soluble organic and inorganic compounds
journal, September 2007


Estimation of Pure-Component Properties from Group-Contributions
journal, July 1987


Trends in particle-phase liquid water during the Southern Oxidant and Aerosol Study
journal, January 2014

  • Nguyen, T. K. V.; Petters, M. D.; Suda, S. R.
  • Atmospheric Chemistry and Physics, Vol. 14, Issue 20
  • DOI: 10.5194/acp-14-10911-2014

Using Elemental Ratios to Predict the Density of Organic Material Composed of Carbon, Hydrogen, and Oxygen
journal, December 2011

  • Kuwata, Mikinori; Zorn, Soeren R.; Martin, Scot T.
  • Environmental Science & Technology, Vol. 46, Issue 2
  • DOI: 10.1021/es202525q

Predicted hygroscopic growth of sea salt aerosol
journal, November 2001

  • Ming, Yi; Russell, Lynn M.
  • Journal of Geophysical Research: Atmospheres, Vol. 106, Issue D22
  • DOI: 10.1029/2001JD000454

The role of surfactants in Köhler theory reconsidered
journal, January 2004

  • Sorjamaa, R.; Svenningsson, B.; Raatikainen, T.
  • Atmospheric Chemistry and Physics, Vol. 4, Issue 8
  • DOI: 10.5194/acp-4-2107-2004

CCN activation experiments with adipic acid: effect of particle phase and adipic acid coatings on soluble and insoluble particles
journal, January 2008

  • Hings, S. S.; Wrobel, W. C.; Cross, E. S.
  • Atmospheric Chemistry and Physics, Vol. 8, Issue 14
  • DOI: 10.5194/acp-8-3735-2008

Modeling the gas-particle partitioning of secondary organic aerosol: the importance of liquid-liquid phase separation
journal, January 2012


Partially soluble organics as cloud condensation nuclei: Role of trace soluble and surface active species
journal, January 2004


Thermodynamic Models of Aqueous Solutions Containing Inorganic Electrolytes and Dicarboxylic Acids at 298.15 K. 2. Systems Including Dissociation Equilibria
journal, May 2006

  • Clegg, Simon L.; Seinfeld, John H.
  • The Journal of Physical Chemistry A, Vol. 110, Issue 17
  • DOI: 10.1021/jp056150j

HTDMA analysis of multicomponent dicarboxylic acid aerosols with comparison to UNIFAC and ZSR
journal, January 2008

  • Moore, R. H.; Raymond, T. M.
  • Journal of Geophysical Research, Vol. 113, Issue D4
  • DOI: 10.1029/2007JD008660

Computation of liquid-liquid equilibria and phase stabilities: implications for RH-dependent gas/particle partitioning of organic-inorganic aerosols
journal, January 2010


Predicted change in global secondary organic aerosol concentrations in response to future climate, emissions, and land use change: FUTURE PREDICTED CHANGE IN GLOBAL SOA
journal, March 2008

  • Heald, C. L.; Henze, D. K.; Horowitz, L. W.
  • Journal of Geophysical Research: Atmospheres, Vol. 113, Issue D5
  • DOI: 10.1029/2007JD009092

Cloud droplet activation of polymerized organic aerosol
journal, January 2006

  • Petters, Markus D.; Kreidenweis, Sonia M.; Snider, Jefferson R.
  • Tellus B: Chemical and Physical Meteorology, Vol. 58, Issue 3
  • DOI: 10.1111/j.1600-0889.2006.00181.x

Influence of Functional Groups on Organic Aerosol Cloud Condensation Nucleus Activity
journal, August 2014

  • Suda, Sarah R.; Petters, Markus D.; Yeh, Geoffrey K.
  • Environmental Science & Technology, Vol. 48, Issue 17
  • DOI: 10.1021/es502147y

Group-contribution estimation of activity coefficients in nonideal liquid mixtures
journal, November 1975

  • Fredenslund, Aage; Jones, Russell L.; Prausnitz, John M.
  • AIChE Journal, Vol. 21, Issue 6
  • DOI: 10.1002/aic.690210607

Including phase separation in a unified model to calculate partitioning of vapours to mixed inorganic–organic aerosol particles
journal, January 2013

  • Topping, David; Barley, Mark; McFiggans, Gordon
  • Faraday Discussions, Vol. 165
  • DOI: 10.1039/c3fd00047h

An optimization problem related to the modeling of atmospheric organic aerosols
journal, May 2005

  • Amundson, Neal R.; Caboussat, Alexandre; He, Jiwen
  • Comptes Rendus Mathematique, Vol. 340, Issue 10
  • DOI: 10.1016/j.crma.2005.04.018

Viscosity of  -pinene secondary organic material and implications for particle growth and reactivity
journal, April 2013

  • Renbaum-Wolff, L.; Grayson, J. W.; Bateman, A. P.
  • Proceedings of the National Academy of Sciences, Vol. 110, Issue 20
  • DOI: 10.1073/pnas.1219548110

Relating hygroscopicity and composition of organic aerosol particulate matter
journal, January 2011

  • Duplissy, J.; DeCarlo, P. F.; Dommen, J.
  • Atmospheric Chemistry and Physics, Vol. 11, Issue 3
  • DOI: 10.5194/acp-11-1155-2011

Chemistry of secondary organic aerosol: Formation and evolution of low-volatility organics in the atmosphere
journal, May 2008


Multiday production of condensing organic aerosol mass in urban and forest outflow
journal, January 2015

  • Lee-Taylor, J.; Hodzic, A.; Madronich, S.
  • Atmospheric Chemistry and Physics, Vol. 15, Issue 2
  • DOI: 10.5194/acp-15-595-2015

Role of molecular size in cloud droplet activation
journal, January 2009

  • Petters, M. D.; Kreidenweis, S. M.; Prenni, A. J.
  • Geophysical Research Letters, Vol. 36, Issue 22
  • DOI: 10.1029/2009GL040131

Application of several activity coefficient models to water-organic-electrolyte aerosols of atmospheric interest
journal, January 2005


Evaporation kinetics and phase of laboratory and ambient secondary organic aerosol
journal, January 2011

  • Vaden, T. D.; Imre, D.; Beranek, J.
  • Proceedings of the National Academy of Sciences, Vol. 108, Issue 6
  • DOI: 10.1073/pnas.1013391108

Water activity in polyol/water systems: new UNIFAC parameterization
journal, January 2005