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An Exploration of Model Concentration Differences Between CMAQ and CAMx

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Title: An Exploration of Model Concentration Differences Between CMAQ and CAMx


1
An Exploration of Model Concentration Differences
Between CMAQ and CAMx
  • Brian Timin, Karen Wesson, Pat Dolwick,
  • Norm Possiel, Sharon Phillips
  • EPA/OAQPS
  • Timin.brian_at_epa.gov
  • October 3, 2007

2
Introduction
  • OAQPS conducted 2001 base case modeling with CMAQ
    and CAMx
  • Both models used the same raw emissions and
    meteorological data
  • Large differences were seen in predicted ozone
    concentrations as well as other precursors and
    species
  • We conducted several analyses to help examine
    differences in the models
  • Sensitivity model runs with CAMx and CMAQ
  • Analysis of existing information

3
2001 Model Platforms
  • Both models were run with a very similar setup

4
CMAQ vs. CAMx- Ozone Concentration
July 17, 2001 at 21Z
CAMx (w/OBrien)
CMAQ
5
CMAQ vs. CAMx- CO Concentration
July 17, 2001 at 21Z
CAMx (w/OBrien)
CMAQ
6
CMAQ vs. CAMx- FORM
July 17, 2001 24-hour average
CAMx (w/OBrien)
CMAQ
7
CMAQ vs. CAMx- Sulfate Concentration
July 19, 2001 24-hour average
CAMx (w/OBrien)
CMAQ
8
Analyses
  • Chemical mechanism
  • Photolysis rates
  • Cloud attenuation of radiation
  • Vertical mixing
  • Dry deposition

9
Analysis of Chemistry and Clouds
  • CAMx (mechanism 4) uses a hybrid version of CB-IV
    which contains additional reactions (CB-IV)
    compared to CMAQ CB-IV
  • Photolysis rates are generally higher in CAMx and
    with CB05 compared to CMAQ CB-IV
  • Cloud attenuation of radiation differs between
    the models
  • These differences between the models were judged
    not likely to cause significant regional ozone
    differences between the models

10
Vertical Mixing
  • Vertical mixing is governed by vertical diffusion
    coefficients (Kv)
  • CMAQ v4.5 used ACM mixing
  • CAMx used OBrien Kvs
  • There is an option in MM5CAMX to generate CMAQ
    like Kvs
  • Comparison of actual CMAQ Kvs and CMAQ like
    Kvs confirmed similar magnitudes and spatial
    patterns
  • We conducted a CAMx sensitivity run which used
    CMAQ like Kvs and compared the results to
    OBrien
  • CMAQ like Kvs (and actual CMAQ Kvs) are
    generally much higher than OBrien Kvs
  • Expect higher ozone with CMAQ like Kvs in NOx
    limited areas

11
CAMx Ozone Change-CMAQ-like Vs. OBrien KVs
Change in CAMx hourly ozone at 15Z on July 17,
2001
Change in CAMx hourly ozone at 20Z on July 17,
2001
Blue lower ozone with CMAQ-like Kvs
12
CAMx KVs and Ozone- Atlanta Example
CMAQ-like Kvs are (almost) always higher than
OBrien and tend to drop off at a higher layer
Ozone concentrations in CAMx and CMAQ are similar
at 15z, but CAMx becomes much higher at 20z
13
Maximum Daytime PBL Comparison
  • We compared maximum PBL heights in Atlanta from
    observations, predictions from MM5 (MCIP), and
    from CMAQ and CAMx
  • CMAQ tends to mix to a higher layer compared to
    the PBL heights from MCIP
  • This example for Atlanta is not representative of
    all days and areas

Note CAMx and CMAQ mix up to the top of discrete
model layers (as defined in the table above)
14
Dry deposition
  • CAMx uses a Wesely based dry deposition scheme
  • CMAQ uses the M3Dry scheme
  • Closely tied to the Pleim-Xiu land surface model
  • Accounts for enhanced deposition to wetted
    surfaces (soluble species)
  • Contains more recent science
  • RADM dry deposition scheme (similar to Wesely) is
    optional in CMAQ (MCIP 3.2 and prior)
  • Examination of dry deposition velocities (Vd)
    revealed large differences between models

15
Dry Deposition VelocitiesCAMx vs. CMAQ- Ozone
CMAQ (M3Dry) ozone Vd at 16Z on July 17, 2001
CAMx ozone Vd at 16Z on July 17, 2001
16
Dry Deposition VelocitiesCAMx vs. CMAQ- CO
CMAQ (M3Dry) CO Vd at 16Z on July 17, 2001
CAMx CO Vd at 16Z on July 17, 2001
17
Dry Deposition VelocitiesCAMx vs. CMAQ- NO
CAMx NO Vd at 16Z on July 17, 2001
CMAQ (M3Dry) NO Vd at 16Z on July 17, 2001
18
Dry Deposition VelocitiesCAMx vs. CMAQ- NO2
CAMx NO2 Vd at 16Z on July 17, 2001
CMAQ (M3Dry) NO2 Vd at 16Z on July 17, 2001
19
Dry Deposition VelocitiesCAMx vs. CMAQ- FORM
CAMx FORM Vd at 16Z on July 17, 2001
CMAQ (M3Dry) FORM Vd at 16Z on July 17, 2001
20
Dry Deposition Sensitivities
  • Two CMAQ sensitivity runs were conducted to
    examine dry deposition issues
  • Alternative mesophyll resistance values with
    M3Dry
  • Alternative dry deposition scheme (RADM)
  • The platform for these CMAQ runs was CMAQ v4.6
    with CB05 chemistry
  • Ran CMAQ for 2 weeks in August 2002 (plus 7 day
    ramp-up)

21
CMAQ Dry Deposition Sensitivity No. 1 Mesophyll
Resistance
  • M3Dry Vd values for CO, NO, and NO2 were found to
    be too high
  • Added a mesophyll resistance value in MCIP for
  • NO 9400 S/M
  • NO2 500 S/M
  • CO 100,000 S/M
  • Ran MCIP and CMAQ with the new values
  • August 2002 period

The mesophyll resistance values for NO, NO2, and
CO were later incorporated into MCIP 3.3
22
CMAQ CO Vd- M3Dry vs. M3Dry w/modified Mesophyll
Resistance
M3Dry CO Vd at 16Z on August
10, 2002 (w/mesophyll resistance)
M3Dry CO Vd at 16Z on August
10, 2002
23
CMAQ CO Concentration and Change in Concentration
Due to Mesophyll Resistance
Change in CMAQ CO concentration
on August 5, 2002 (w/mesophyll resistance) (24
hour avg.)
CMAQ CO concentration on
August 5, 2002 (24 hour avg.)
24
CMAQ Ozone Concentration and Change in
Concentration Due to Mesophyll Resistance
Change in CMAQ ozone concentration
on August 5, 2002 (w/mesophyll resistance)
(8 hour max.)
CMAQ ozone concentration on
August 5, 2002 (8 hour max.)
25
CMAQ Dry Deposition Sensitivity No. 2 RADM Dry
  • The RADM dry deposition routine is an option in
    MCIP
  • Formulation is based on Wesely, 1989
  • Very similar to CAMx
  • Ran MCIP and CMAQ with RADM dry
  • August 2002 period

RADM Dry was removed from MCIP v3.3
26
CMAQ Ozone Vd- M3Dry vs. RADM
M3Dry ozone Vd at 16Z on
August 10, 2002
RADM Dry ozone Vd at 16Z on
August 10, 2002
27
CMAQ FORM Vd- M3Dry vs. RADM
M3Dry FORM Vd at 16Z on
August 10, 2002
RADM Dry FORM Vd at 16Z on
August 10, 2002
28
CMAQ Ozone Concentration and Change in
Concentration Due to RADM Dry Deposition
CMAQ ozone concentration on
August 5, 2002 w/M3Dry (8 hour max.)
Change in CMAQ ozone concentration
on August 5, 2002 (w/RADM Dry) (8
hour max.)
29
CMAQ Sulfate Concentration and Change in
Concentration Due to RADM Dry Deposition
Change in CMAQ sulfate concentration on August
5, 2002 (w/RADM Dry) (24 hour avg.)
CMAQ sulfate concentration
on August 5, 2002 w/M3Dry (24 hour avg.)
30
Conclusions
  • We examined numerous differences between CMAQ and
    CAMx
  • The majority of the ozone differences can be
    attributed to different implementations of
    vertical diffusion and dry deposition
  • Numerous other smaller differences were also
    identified
  • CO concentrations were too low in CMAQ due to
    high CO Vd (corrected by adding a mesophyll
    resistance value)
  • Other species (including secondary aerosols) are
    also affected by mixing and dry deposition

31
Recommendations
  • Further testing of vertical mixing is needed in
    both models
  • Need more comparisons between observed PBL and
    CMAQ/CAMx mixing
  • Does CMAQ overmix compared to MM5 predicted
    PBL?
  • Does OBrien have too little mixing?
  • More vertical layers may be needed in the AQM
    boundary layer
  • Further examination of dry deposition velocities
    is needed
  • Evaluate diurnal pattern of Vd
  • Are afternoon Vd values too high in CMAQ?
  • Does the Wesely scheme need to be replaced?

32
Recommendations
  • Various combinations of chemical mechanisms
    (CB-IV, CB05, SAPRC), vertical diffusion
    (OBrien, ACM, ACM2) and dry deposition (M3Dry,
    Wesely, AERMOD) can give very different results
  • Each process needs to be individually evaluated
  • Operational ozone evaluation should not be used
    to determine the best model formulation
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