Title: Uma Shankar1 and Prakash Bhave2
1Box Model Tests of Two Mass Transfer Methods for
Volatile Aerosol Species in CMAQ
- Uma Shankar1 and Prakash Bhave2
- Sixth Annual CMAS Conference
- October 1-3, 2007
- 1 UNC Institute for the Environment
- 2 Atmospheric Modeling Division, NOAA (in
partnership with EPA-NERL)
2Overview
- Treatment of Coarse PM in CMAQ
- Mass Transfer Theory
- Approach Box Model Development
- Results
- Fine-particle Equilibrium
- Fully Dynamic Approaches (4 schemes)
- Next Steps
3Coarse-Mode Chemistry in CMAQ
- Prior to CMAQv4.5
- Coarse mode is inert.
- Fine mode species equilibrate instantaneously w/
inorganic gases
SVOCs
COARSE MODE
2 FINE MODES
4Coarse-Mode Chemistry in CMAQ
- CMAQv4.6 (current) treatment
- Coarse mode is inert.
- New species shown in RED.
- Fine mode species equilibrate instantaneously w/
inorganic gases
SVOCs
COARSE MODE
2 FINE MODES
5Coarse-Mode Chemistry in CMAQ
- Next CMAQ release
- Coarse mode will interact with inorganic
gases - New species and interactions are shown in RED
SVOCs
COARSE MODE
2 FINE MODES
6Time Scale for Mass Transfer
Coarse PM takes 10h to reach equilibrium with
surrounding gases, so instantaneous equilibrium
approach is not applicable.
Dynamic approach needed for gas-particle mass
transfer
7Mass Transfer Rate, J
Composition-dependent term concentration at the
particles surface (cs) is determined by
gas/particle equilibriumpositive gradient ?
condensationnegative gradient ? evaporation
Most implementations of dynamic mass transfer to
date have been done in sectional models (e.g.,
PMCAMx, CMAQ-MADRID). One exception Modal
Aerosol Module in Polyphemus (Sartelet et al.,
2006).
8Approach
- Adapt aerosol code from CMAQ v4.6 to develop a
stand-alone box model for aerosol microphysics - Extend the box model to treat gas-particle
transfer with all 3 modes dynamically - Add some simplifying assumptions to maintain
computational efficiency - Resulting module will be implemented in next
release of CMAQ.
9Approach
- Adapt aerosol code from CMAQ v4.6 to develop a
stand-alone box model for aerosol microphysics - Extend the box model to treat gas-particle
transfer with all 3 modes dynamically - Add some simplifying assumptions to maintain
computational efficiency - Resulting module will be implemented in next
release of CMAQ. - Test case. Mimics the transport of a marine air
mass into a polluted urban area such as Los
Angeles
10Box-Model Test Conditions
- Developed by Pandis et al.
- 38-hour scenario to test different
gas-to-particle mass transfer schemes over a
range of RH, particle acidity, and pollution
concentrations. - Used previously in development/testing of
sectional aerosol models in CMAQ-MADRID and
PM-CAMx
Large plumes of NH3 provide a realistic challenge
for dynamic-transfer module.
Reference Pilinis et al., Aerosol Sci. Technol.,
32482-502 (2000).
11Box-Model Test Conditions
- Initial conditions
- NH3 0.3 µg m-3
- HNO3 4.0 µg m-3
- Marine particle distribution
- Convert to tri-modal distribution, for
compatibility with CMAQ
Reference J. Lu and F.M. Bowman, Aerosol Sci.
Technol., 38391-399 (2004).
12Box-Model Test Results
- First, compare the fine particle equilibrium
approach of CMAQ v4.6 with a reference model a
multi-component aerosol dynamics module (MADM)
run with 10 sections - Focus of comparisons is total PM concentrations
of inorganic species predicted by different
models as a function of time.
13Box-Model Test Results
Reference curve is from a state-of-the-science
multi-component aerosol dynamics module (MADM)
run with 10 sections. Sulfate matches very well,
because SO42- a non-volatile condensing species.
14Box-Model Test Results
CMAQv4.6 NH4 also matches reference very
well. Jim Kelly discovered an error in reference
case past hour 30 and thus we excluded these data
from subsequent comparisons.
15Box-Model Test Results
- In CMAQv4.6, nitrate is underpredicted throughout
the simulation because - During first 16 hours, coarse-mode NaNO3 is not
formed. - After NH3 is emitted on Hour 16, NH4NO3 formation
is restricted to the fine modes.
16Box-Model Test Results
- In CMAQv4.6, Cl- is constant because
- Initial mass of Cl- is entirely in coarse mode
- There is no coarse-mode chemistry
- In reference case
- In first 12 hours, Cl- in coarse PM is gradually
replaced by NO3-. - On Hour 16, large NH3 plume leads to NH4Cl
formation.
17Box-Model Test Results
- Next, we implemented a dynamic mass transfer
scheme with a uniform 10 s time step. - Fluxes of volatile acids and NH3 are calculated
independently of each other uncoupled
transfer - Call ISORROPIA in reverse mode w/ particle-phase
concentrations as input. Output is the
equilibrium concentration, Cs, at particle
surface. - Focus on Hours 0 16, when marine aerosol is
reacting gradually with HNO3, before encountering
large NH3 emissions. - Does the model capture the replacement of Cl- by
NO3?
18Box-Model Test Results
In dynamic model, loss of Cl- from coarse mode is
captured quite accurately!
In dynamic model, NaNO3 reaches the correct
endpoint, but temporal evolution needs further
study.
What happens in dynamic model after Hour 16?
19Box-Model Test Results
After encountering the NH3 plume on Hour 16,
dynamic model becomes unstable. Abrupt
transition of coarse mode from acidic to
alkaline, causes rapid NH3 evaporation, and the
system never recovers...
So we investigated the use of special mass
transfer schemes when particle composition
approaches neutral pH
20Treatment Near pH-Neutrality
- 3 approaches in literature (all sectional models)
- Sun Wexler, Atmos. Environ. 1998Coupled
Transport Transfer acids and bases in
equimolar quantities such that H remains stable
near pH-neutrality. - Pilinis et al., Aerosol Sci. Technol.
2000Restrain the transfer of all volatile gases
to allow only small changes in acidity during
each time step. - Jacobson, Aerosol Sci. Technol. 2005Uncoupled
dynamic transfer of acids followed by
instantaneous equilibrium transfer of NH3.
21Treatment Near pH-Neutrality
- 3 approaches in literature (all sectional models)
- Sun Wexler, Atmos. Environ. 1998Coupled
Transport Transfer acids and bases in
equimolar quantities such that H remains stable
near pH-neutrality. - Pilinis et al., Aerosol Sci. Technol.
2000Restrain the transfer of all volatile gases
to allow only small changes in acidity during
each time step. - Jacobson, Aerosol Sci. Technol. 2005Uncoupled
dynamic transfer of acids followed by
instantaneous equilibrium transfer of NH3. - Implement and test each scheme in box model.
22Box-Model Test Results
If acids and base are both condensing or both
evaporating, coupled transfer when near
pH-neutral Oscillatory behavior persists but
trend improves substantially.
23Box-Model Test Results
Jacobson-like scheme Best agreement with
reference case
24Box-Model Test Results
Jacobson-like scheme Oscillations appear more
pronounced due to scale of the plot. Under-
prediction after hr 16 matches overprediction in
NH4
25Next Steps
- Implement and test the Pilinis et al. mass
transfer scheme in our modal model - Develop a computationally-efficient solution for
modal model - Hybrid scheme (fine particles at equilibrium w/
gas phase, dynamic transfer of coarse particle
mass) - Tabulate Cs on coarse mode or treat as an
irreversible heterogeneous reaction (e.g., Hodzic
et al., 2006) - Benchmark our results
- against sectional implementation by Pilinis et
al. - against modal implementation by Sartelet et al.
- Compare size-resolved output to multiple
reference cases - Apply our fully-dynamic and computationally-effici
ent schemes in CMAQ simulations - Incorporate into next years CMAQ release
26Acknowledgements
- Bill Benjey (EPA-ORD)
- Frank Binkowski (UNC)
- Frank Bowman (UND)
- Adel Hanna (UNC)
- Jim Kelly (EPA-ORD)
- Bonyoung Koo (ENVIRON)
- Spyros Pandis (CMU)
- Christian Seigneur (AER)
- Shaocai Yu (STC)
Disclaimer The research presented here was
performed under the Memorandum of Understanding
between the U.S. Environmental Protection Agency
(EPA) and the U.S. Department of Commerce's
National Oceanic and Atmospheric Administration
(NOAA) and under agreement number DW13921548.
This work constitutes a contribution to the NOAA
Air Quality Program. Although it has been
reviewed by EPA and NOAA and approved for
publication, it does not necessarily reflect
their policies or views.