Havala O. T. Pye1 With contributions from:

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Presentation transcript:

Updating CMAQ secondary organic aerosol properties relevant for aerosol water interactions Havala O. T. Pye1 With contributions from: Benjamin N. Murphy1, Lu Xu2, Ng L. Ng2, Annmarie G. Carlton3, Hongyu Guo2, Rodney Weber2, Petros Vasilakos2, K. Wyat Appel1, Sri Hapsari Budisulistiorini4, Jason D. Surratt4, Athanasios Nenes2, Weiwei Hu5, Jose L. Jimenez5, Gabriel Isaacman-VanWertz6, Pawel K. Misztal6, and Allen H. Goldstein6 1US Environmental Protection Agency, Research Triangle Park, NC; 2Georgia Institute of Technology, Atlanta, GA; 3Rutgers University, New Brunswick, NJ; 4The University of North Carolina at Chapel Hill, Chapel Hill, NC; 5University of Colorado, Boulder, CO; 6University of California, Berkeley, CA Office of Research and Development National Exposure Research Laboratory, Computational Exposure Division 25 October 2016

Aerosol Water is ubiquitous Aerosol water is a ubiquitous component of particulate matter mass as estimated here by Nguyen et al. The mass of aerosol water is often comparable in magnitude to that of organic aerosol (green) and sulfate (red). This aerosol water has contributions from both organic and inorganic components. Water associated with inorganic constituents is often dominant, but organic water is particularl Nguyen et al., 2016 ES&TL

Models represent limited connections between OA and aerosol water Observed OA is largely water soluble as measured by PiLS instrument SOA soluble Modeled OA generally does not involve water Concentration during Southern Oxidant and Aerosol Study (SOAS) 2013 [mg m-3] other SOA Models are beginning to include SOA from IEPOX uptake onto aqueous aerosol: CMAQ v5.1 (Pye et al., 2013 ES&T) GEOS-Chem, research version (Marais et al., 2016 ACP) aqueous SOA insoluble POA POA Model (CMAQ) Obs Obs

Models represent limited connections between OA and aerosol water SOA soluble Should traditional SOA interact with water? Concentration during Southern Oxidant and Aerosol Study (SOAS) 2013 [mg m-3] other SOA aqueous SOA insoluble POA POA Model (CMAQ) Obs Obs

Determine a consistent set of properties for semivolatile SOA Types of Aerosol in CMAQ: Aerosol with direct water interaction POA Very low volatility SOA Semivolatile SOA Organic Aerosol in CMAQ v5.1

Specify a consistent set of properties: MW, OM/OC, C*, density

Implementing organic interactions with water CMAQ includes water associated with inorganic compounds Aerosol water has contributions from inorganic and organic constituents: Wi + Wo

Implementing organic interactions with water CMAQ includes water associated with inorganic compounds Aerosol water has contributions from inorganic and organic constituents: Wi + Wo Organic compounds will interact with Wi when one liquid phase exists in the particle: Occurs when RH>Separation RH (SRH) You et al., 2013 ACP

LLPS simulation: Organic interaction with Wi Parameterize SRH based on OM/OC Determine liquid-liquid phase separation (LLPS) based on SRH and RH Organic partitioning medium: Include Wi when RH>SRH Wo = 0

LLPS more common in urban areas, during the day OM/OC Percentage of time phase separated

LLPS more common in urban areas, during the day OM/OC Percentage of time phase separated SOAS-CTR Base Model Observed Local Hour

Wo > 0 simulation: Organic interaction with Wo Parameterize hygroscopicity (k) of organics based on OM/OC Calculate water uptake using k-Kohler theory Organic partitioning medium: Do not include Wi Include Wo

Wo highest where OA is high SOAS

Aerosol water interactions increase mean error

Aerosol water interactions increase mean error

g ≠ 1 simulation: Implement deviations in ideality Organic partitioning medium: Include Wi when RH>SRH Include Wo at all times Consider deviations in ideality via an activity coefficient, g, as a function of mole fraction of water in organic-rich phase

Specify a consistent set of properties: solubility Activity Coefficient at Infinite Dilution in Water

Nonideal simulation improves mean bias, small increase in ME

Nonideal simulations: good OA speciation AMS PMF factor: Less oxidized-oxygenated organic aerosol Total Organic Aerosol Particulate Organic Nitrates local hour

Improvements in OA will improve aerosol water

Improvements in OA will improve aerosol water g ≠ 1 simulation

For more information, see our paper: Pye et al., 2016 ACPD Summary Water is an important component of PM2.5 Many traditional SOA species are highly soluble Water can influence the partitioning of compounds traditionally considered insoluble in models Organic aerosol takes up water according to RH Organic aerosol interacts with inorganic water Deviations in ideality (solubility) must be considered For more information, see our paper: Pye et al., 2016 ACPD pye.havala@epa.gov