Title: An Exploration of Model Concentration Differences Between CMAQ and CAMx
1An 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
2Introduction
- 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
32001 Model Platforms
- Both models were run with a very similar setup
4CMAQ vs. CAMx- Ozone Concentration
July 17, 2001 at 21Z
CAMx (w/OBrien)
CMAQ
5CMAQ vs. CAMx- CO Concentration
July 17, 2001 at 21Z
CAMx (w/OBrien)
CMAQ
6CMAQ vs. CAMx- FORM
July 17, 2001 24-hour average
CAMx (w/OBrien)
CMAQ
7CMAQ vs. CAMx- Sulfate Concentration
July 19, 2001 24-hour average
CAMx (w/OBrien)
CMAQ
8Analyses
- Chemical mechanism
- Photolysis rates
- Cloud attenuation of radiation
- Vertical mixing
- Dry deposition
9Analysis 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
10Vertical 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
11CAMx 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
12CAMx 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
13Maximum 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)
14Dry 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
15Dry Deposition VelocitiesCAMx vs. CMAQ- Ozone
CMAQ (M3Dry) ozone Vd at 16Z on July 17, 2001
CAMx ozone Vd at 16Z on July 17, 2001
16Dry Deposition VelocitiesCAMx vs. CMAQ- CO
CMAQ (M3Dry) CO Vd at 16Z on July 17, 2001
CAMx CO Vd at 16Z on July 17, 2001
17Dry Deposition VelocitiesCAMx vs. CMAQ- NO
CAMx NO Vd at 16Z on July 17, 2001
CMAQ (M3Dry) NO Vd at 16Z on July 17, 2001
18Dry Deposition VelocitiesCAMx vs. CMAQ- NO2
CAMx NO2 Vd at 16Z on July 17, 2001
CMAQ (M3Dry) NO2 Vd at 16Z on July 17, 2001
19Dry Deposition VelocitiesCAMx vs. CMAQ- FORM
CAMx FORM Vd at 16Z on July 17, 2001
CMAQ (M3Dry) FORM Vd at 16Z on July 17, 2001
20Dry 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)
21CMAQ 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
22CMAQ 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
23CMAQ 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.)
24CMAQ 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.)
25CMAQ 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
26CMAQ Ozone Vd- M3Dry vs. RADM
M3Dry ozone Vd at 16Z on
August 10, 2002
RADM Dry ozone Vd at 16Z on
August 10, 2002
27CMAQ FORM Vd- M3Dry vs. RADM
M3Dry FORM Vd at 16Z on
August 10, 2002
RADM Dry FORM Vd at 16Z on
August 10, 2002
28CMAQ 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.)
29CMAQ 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.)
30Conclusions
- 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
31Recommendations
- 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?
32Recommendations
- 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