Title: The Impact of Long-range Transport on US PM Prediction
1The Impact of Long-range Transport on US PM
Prediction
- Ho-Chun Huang, Youhua Tang, Dongchul Kim, Sarah
Lu, Marina Tsidulko, Caterina Tassone, Jianping
Huang, Jeff McQueen1, William Lapenta1, Geoff
DiMego1, Stephen Lord1, Ivanka Stajner2, Arlindo
daSilva3, Mian Chin3, and Thomas Diehl4 - SAIC 1NOAA/NWS/NCEP/EMC 2Noblis 3NASA/GSFC
4UMBC - International Workshop on Air Quality Forecasting
Research - Boulder, Colorado December 2-3 2009
2Outline
- Overview of NCEPs GFS-GOCART offline global
aerosol modeling system - Impact of trans-continental and Intercontinental
aerosols transports - Discussion and Summary
3GFS-GOCART Offline System
- GFS
- NCEP/EMC Global Forecast System
(http//wwwt.emc.ncep.noaa.gov/gmb/gdas) - GOCART
- NASA Goddard Global Ozone Chemistry Aerosol
Radiation and Transport Model (GFDL, ESRL
FIM-Chem, GEOS-Chem Chin et al., 2000, 2002, and
2004)
4GOALS
- To serve as an initial benchmark for a planned
inline implementation - To provide modeled aerosol fields for
assimilation of satellite and in-situ data - To provide aerosol lateral boundary conditions
for regional air quality forecasting (AQF)
systems
5GOCART Aerosols
- Dust (in radius)
- 0.1 1.0 µm 1.0 1.8 µm 1.8 3.0 µm
- 3.0 6.0 µm 6.0 10.0 µm
- black carbon
- hydrophobic and hydrophilic
- organic carbon
- hydrophobic and hydrophilic
- Sulfate
- SO2, Sulfate, DMS, and MSA
- sea-salt aerosols (in radius)
- 0.1 0.5 µm 0.5 1.5 µm 1.5 5.0 µm 5.0
10.0 µm
6GOCART Processes
- Advection flux form semi-Lagrangian (Lin and
Rood 1996) - Boundary layer turbulent mixing (2nd closure
scheme Helfand and Labraga 1988) - Dry deposition the resistance method (Wesely
1989 Walcek et al. 1986) - Wet deposition rainout (Giorgi and Chameides
1986), washout (Dana and Hale 1976), convective
scavenging with moist convection (Allen et al.
1996), and evaporation below the cloud - Simple sulfur chemistry (Chin et al 2000) with
prescribed OH, NO3, and H2O2 monthly averaged
fields from IMAGES (Müller and Brasseur 1995)
7Impact of intercontinental transport of dust on
AQ
- Period May 1 to August 31, 2006
- NCEP National Air Quality Forecasting System
(CMAQ) - Older version of GFS meteorology
8(No Transcript)
9GFS-GOCART Impact on AQFC
AQFC PM25 Conc. versus AIROW Obs.
The GFS-GOCART aerosol simulations provide
dynamic lateral boundary conditions (LBCs) to
National Air Quality Forecast Capability (AQFC)
to identify the intrusion due to long range
transport. The intrusions can never be resolved
by using present static LBCs. Inclusion of
Saharan dust transport in LBCs reproduces
enhancement of fine particular matter (PM2.5)
concentration in the 1st episode, and about half
of the enhancement in the 2nd episode (right
panels).
10Submicron aerosol
- Daily averages of Mt. Bachelor aerosol and
GFS-GOCART dust - Mt. Bachelor observatory is at 43.98ºN, 121.69ºW,
2.7 km altitude
11Impact of long-range transport of biomass burning
particles on AQ
- Period May 1 to August 31, 2006
- Emission GFEDv2 8day AVG data
- GFS Q1FY10 operational
12Impact from Mexico Fires
13Impact from Boreal Forest Fires
14Impact from Siberia Fires
15GOCART Emissions
- Dust ? Driven by meteorology field
- Seasalt ? Driven by meteorology field
- Anthropogenic emissions ? Need global emissions
database - Biomass burning ? Need real-time global emissions
for forecasting as well as type of fire and plume
injection height - Volcanic emissions ? Need real-time global
emissions for forecasting
16Challenge for PM Forecasting Research versus
Forecasting
- Global scale emissions and in nearreal time
- Network of global geostationary and orbital
satellites (QFED, FLAMB, GFAS) - Projection for future fire emissions
- Need to finish runs within specific time limit
(wall-clock) - Complexity of physical and chemical processes
incorporated - Species mapping between global and regional
Chemical-Transport Model (CTM) - Improve forward model first guess with
assimilated satellite aerosol information
17Summary
- The long-rang transport of aerosols has
significant impact on the US PM forecast - The need for the realistic estimation of
emissions of various aerosols globally and in
near real-time - Continuous improvements of GFS-GOCART emissions
and transport processes - Include anthropogenic aerosols
- Include sea-salt aerosol
- Data Assimilation using satellite observations
18Backup slides
192006 August Biomass Burning - South Africa
202006 August Biomass Burning - South America