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Georgia Environmental Protection Division
Links Between Air Pollution in Georgia and Cindy Crawford:
Shortness of breath, increased heart rates, and what GA EPD plans to do about it!!
Jim Boylan, Amit Marmur, Jim Kelly Maudood Khan, and Dan Cohan
(Georgia Environmental Protection Division)
Georgia Air Quality SummitAtlanta, GA - May 4, 2006
Georgia Environmental Protection Division
Policy Development Identify menu of control options
to be considered
Consider regulatory and practical implications along with costs, benefits, & sensitivities
Develop and implement regulations and policies
Air Quality Modeling Meteorology, emissions &
photochemistry for base & future
Sensitivity analysis of responses to various controls
by location and species
Impact (relative reduction factor) of overall strategy
Cost Assessment Evaluate cost-effectiveness ($/ton) of each control option
Benefit Assessment Evaluate health and other benefits of control strategy
Individual measures, overall strategy to model
Sensitivity to controls; Impact & attainment (Y/N)
of overall strategy
Iterative search for additional measures
Control measures
to be evaluated
Estimated $/ton of each measure
Modeled base & controlled pollutant concentrationsMorbidity/mortality
averted, visibility improved, etc. due to control strategy
Integrated Approach to Air Quality Attainment
Georgia Environmental Protection Division
Non-Attainment in Georgia
Ozone non-attainment areas PM2.5 non-attainment areas
• 8-hour ozone standard (85 ppb): Atlanta, Macon
• Annual PM2.5 standard (15 g/m3): Atlanta, Macon, Floyd county, Chattanooga
Georgia Environmental Protection Division
Atmospheric Modeling SystemMeteorology (MM5) Emissions (SMOKE)
+
Air Quality (CMAQ)
Georgia Environmental Protection Division
MM5
Meteorological Observations 3-d model predictions Land use, surface elevation, etc
3-D Meteorological Fields (temperature, wind speed, wind direction, humidity, etc)
CMAQ SMOKE
Initial and boundary conditions
Photolysis rates NRM
MOBILE6
TP+
Measured EIEGAS
3-D Pollutant Distributions and 3-D Sensitivities
Modeling System
Georgia Environmental Protection Division
CMAQ is a Grid-Based Model
Si Si
Riui ui
ui
Ki Ki
Ki
iiiii SRcKcut
c
Georgia Environmental Protection Division
CMAQ is a “Supermodel”!!
• Need to solve the Atmospheric Diffusion Equation for each species in each grid cell for each time step– (200 * 100 horizontal grid cells) x (19 vertical
layers) x (100 species) x (4 time step/hour) x (24 hours/day) x (365 days/year)
• IN AN ANNUAL SIMULATION, NEED TO SOLVE OVER 1,330,000,000,000 PARTIAL DIFFERENTIAL EQUATIONS!!!!
Georgia Environmental Protection Division
Future year emissions (e.g., 2009)
Air Quality Goals (i.e., attainment status)
Emissions control strategyHealthy Air
Pollutant distributions and sensitivities
Future year (e.g., 2009) emissions with controls
Area not in attainment
Area in attainment
Attainment demonstration and future year modeling
Air Quality Model Both modeling runs use the same meteorological & air quality inputs
Note:Air Quality Model
Pollutant distribution
Model Performance Evaluation
Base year emissions (e.g., 2002)
Base case modeling
Demonstrating attainment using AQ models
Georgia Environmental Protection Division
Future Emission Projection• Controls and Rules (promulgated as of July 1, 2004):
– Atlanta / Northern Kentucky / Birmingham 1-hr SIPs– Combustion Turbine MACT– Gulf Power SCR application– Heavy Duty Diesel (2007) Engine Standard– Industrial Boiler/Process Heater/RICE MACT– Large Spark Ignition and Recreational Vehicle Rule– Nonroad Diesel Rule– North Carolina Clean Smokestacks Act– NOx RACT in 1-hr NAA SIPs– NOx SIP Call (Phase I)– NOx SIP Call (Phase II)– Petroleum Refinery Initiative – RFP 3% Plans where in place for one hour plans– TECO & VEPCO Consent Agreements– Tier 2 Tailpipe– Title IV for Phase I and II EGUs– VOC 2-, 4-, 7-, and 10-year MACT Standards– Clean Air Interstate Rule (CAIR)
Georgia Environmental Protection Division
Future Emissions in Georgia
Reductions in NOx and SO2 reductions in ozone and sulfate PM2.5
0
100
200
300
400
500
600
700
800
NOx(2002)
NOx(2009)
SO2(2002)
SO2(2009)
VOC(2002)
VOC(2009)
Th
ou
sa
nd
To
ns
Area (VOC)
Point (VOC)
Misc.
Industrial
Other Fuel
EGU
NonRoad
OnRoad
Georgia Environmental Protection Division
VISTAS 12 km
ALGA 12 km
Georgia Environmental Protection Division
Attainment Demonstration• Models are used in a relative sense
rather than an absolute sense:
DVFuture = RRF * DVCurrent
– DVCurrent is based on observations
– RRF
Modeled Future Concentration = ---------------------------------------------
Modeled Current Concentration
Georgia Environmental Protection Division
Reductions in Ozone (2002 2009)
Max 8-hour O3 on June 12, 20022002 Emissions
Max 8-hour O3 on June 12, 20022009 Emissions
Georgia Environmental Protection Division
Future Ozone Concentrations
Georgia Ozone
55.0
60.0
65.0
70.0
75.0
80.0
85.0
90.0
95.0
Fu
lton
-0055
Hen
ry-0002
Do
ug
las-0004
Co
bb
-0003
De K
alb-3001
Ro
ckdale-0001
De K
alb-0002
Ham
ilton
-0028
Co
weta-0002
Bib
b-0012
Gw
inn
ett-0002
Ham
ilton
-1011
Pau
ldin
g-0003
Mu
rray-0003
Fayette-0001
Rich
mo
nd
-0091
Daw
son
-0001
Clarke-0002
Mu
scog
ee-1003
Su
mter-1001
Mu
scog
ee-0008
Ham
ilton
-4003
Glyn
n-0006
Ch
attoo
ga-0001
Ch
atham
-0021O
zon
e C
on
c. (
pp
b)
2002
2009
*2009 includes four SCRs at Bowen, two at Wansley, and one at Hammond
Georgia Environmental Protection Division
Future Ozone Concentrations
*Need ozone “buffer” below 85 ppb (e.g., 3 to 7 ppb in Atlanta) – Marmur et al. (2006)
Georgia Ozone
55.0
60.0
65.0
70.0
75.0
80.0
85.0
90.0
95.0
Fu
lton
-0055
Hen
ry-0002
Do
ug
las-0004
Co
bb
-0003
De K
alb-3001
Ro
ckdale-0001
De K
alb-0002
Ham
ilton
-0028
Co
weta-0002
Bib
b-0012
Gw
inn
ett-0002
Ham
ilton
-1011
Pau
ldin
g-0003
Mu
rray-0003
Fayette-0001
Rich
mo
nd
-0091
Daw
son
-0001
Clarke-0002
Mu
scog
ee-1003
Su
mter-1001
Mu
scog
ee-0008
Ham
ilton
-4003
Glyn
n-0006
Ch
attoo
ga-0001
Ch
atham
-0021O
zon
e C
on
c. (
pp
b)
2002
2009
Georgia Environmental Protection Division
*2009 includes 2 scrubbers at Bowen, 1 at Wansley, 1 at Yates, and 4 at Hammond
Future PM2.5 Concentrations
Georgia PM2.5
1011121314151617181920
Fu
lton
-0039
Cla
yto
n-0
091
Fu
lton
-0032
Co
bb
-0003
DeK
alb
-2001
Gw
inn
ett-0
002
DeK
alb
-0002
Cla
rke-0
001
Bib
b-0
007
Flo
yd
-0005
Walk
er-0
002
Wilk
inso
n-0
001
Hall-0
003
Ric
hm
on
d-0
091
Mu
sco
gee-0
011
Mu
sco
gee-0
001
Wash
ing
ton
-0001
Pau
ldin
g-0
003
Do
ug
herty
-0007
Ch
ath
am
-0017
Ch
ath
am
-0091
Bib
b-0
012
Ho
usto
n-0
001
Lo
wn
des-0
003
Gly
nn
-0006
Ham
ilton
-4002
Ru
ssell-0
001
PM
2.5
Co
nc.
(g
/m3 )
2002
2009
Georgia Environmental Protection Division
Emission Sensitivities
Georgia Environmental Protection Division
Emission Sensitivities• Sensitivity of ozone (ppb) and PM2.5 (g/m3)
• Summer Episode: May 25 - June 25, 2002 (2009)• Winter Episode: Nov 19 - Dec 19, 2002 (2009)
• Regional 10% Emission Reductions– Mobile (on-road/non-road) + area + non-EGU– NOx, VOCs, SO2, NH3, and primary carbon (PC)– Atlanta (full & sub), Macon (full & sub), Chattanooga (full
& sub), Floyd County
• Point Emission Reductions – Additional SCRs (NOx) and Scrubbers (SO2) at seven
largest Power Plants in Georgia• 2009 emissions already include 4 SCRs and 2 scrubbers at Plant
Bowen, 2 SCRs and 1 scrubber at Plant Wansley, 1 SCR and 4 scrubbers at Plant Hammond, and 1 scrubber at Plant Yates
Georgia Environmental Protection Division
Ozone Sensitivity in AtlantaAtlanta_1, GA (13-121-0055) (Summer)
-6.00
-5.00
-4.00
-3.00
-2.00
-1.00
0.00
NOx_Gro
und
NOx_Poin
t
VOCs
O
3 (
pp
b)
Bio.
Antro.
BCs
MRPO
M-VU
CEN
VISTAS
WV
VA
TN
SC
NC
MS
KY
GA
FL
AL
30% Reductions
Georgia Environmental Protection Division
NOx & VOCs in Atlanta (Ozone)
10% NOx (38 TPD) 10% VOCs (49 TPD)
June 12, 2009 June 12, 2009
Georgia Environmental Protection Division
Branch (2 SCRs) Hammond (3 SCRs) McDonough (2 SCRs)
Scherer (4 SCRs) Yates (2 SCRs)
SCR NOx Controls (Ozone)
Georgia Environmental Protection Division
SCRs at Plant Scherer
Ozone at Confederate Avenue
- 2002 modeled value above 85 ppb - used for RRF calculations
0
20
40
60
80
100
120
140
5/23 5/25 5/27 5/29 5/31 6/2 6/4 6/6 6/8 6/10 6/12 6/14 6/16 6/18 6/20 6/22 6/24
ba
se
, co
ntr
olle
d (
pp
b)
0.00
0.20
0.40
0.60
0.80
1.00
1.20
1.40
dif
fere
nc
e (
pp
b)
O3 base O3 controlled O3 difference
Georgia Environmental Protection Division
Ozone Animations (9:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (10:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (11:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (12:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (1:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (2:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (3:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (4:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (5:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (6:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (7:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (8:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (9:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (10:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (11:00 am)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (12:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (1:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (2:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (3:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (4:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (5:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (6:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
Ozone Animations (7:00 pm)
2009 Ozone Conc. SCRs at Scherer
GMT GMT
Georgia Environmental Protection Division
SensitivityAvg response
(ppb)ppt/TPD
reduction
10% Atlanta NOx (20 counties) 1.36 35.7
10% Atlanta NOx (5 counties) 0.95 41.1
10% Atlanta VOC (20 counties) 0.08 1.5
10% Atlanta VOC (5 counties) 0.07 2.2
2 SCRs at Plant McDonough 0.42 60.4
4 SCRs at Plant Scherer 0.41 13.7
2 SCRs at Plant Branch 0.07 4.6
3 SCRs at Plant Hammond 0.03 2.2
2 SCRs at Plant Yates 0.11 9.9
Ozone at Confederate Avenue
Georgia Environmental Protection Division
Atlanta, GA (131210039) Annual-1.20
-1.00
-0.80
-0.60
-0.40
-0.20
0.00
0.20
SO2_EGU
SO2_nonEGU
NOx_Gro
und
NOx_Poin
tNH3
VOCs
PC_Gro
und
PC_Poin
t
PC_Fire
s
P
M2
.5 (
g/m
3)
Bio.
Antro.
BCs
MRPO
M-VU
CEN
VISTAS
WV
VA
TN
SC
NC
MS
KY
GA
FL
AL
Fire Station #8 - Annual
30% Reductions
Georgia Environmental Protection Division
Scrubber SO2 Controls (PM2.5) Bowen (2 Scrubbers)
Branch (4 Scrubbers)
Hammond (4 Scrubbers)
McDonough (2 Scrubbers)
Scherer (4 Scrubbers)
Wansley (1 Scrubbers)
Yates (2 Scrubbers)
10% PC(Atlanta)
Georgia Environmental Protection Division
PM2.5 at Fire Station #8
Sensitivity Summer (g/m3)
Winter (g/m3)
Annual (g/m3)
Annual (ng/m3/TPD)
10% Atlanta PC 0.19 0.36 0.25 85.7
10% Atlanta SO2 0.02 0.01 0.01 1.9
10% Atlanta NOx 0.03 -0.02 0.00 -0.09
10% Atlanta NH3 0.05 0.07 0.05 10.8
10% Atlanta VOCs 0.00 0.01 0.01 0.11
2 Scrubbers at Bowen 0.19 0.07 0.091 0.50
4 Scrubbers at Branch 0.15 0.03 0.098 0.63
2 Scrubbers at McDonough
0.11 0.07 0.070 1.39
4 Scrubbers at Scherer 0.38 0.04 0.150 0.56
1 Scrubber at Wansley 0.09 0.06 0.044 0.44
2 Scrubbers at Yates 0.05 0.06 0.037 0.71
Georgia Environmental Protection Division
Health Benefits Modeling
Georgia Environmental Protection Division
Health Benefits Modeling
• Modeling avoided mortality and morbidity associated with various emissions reduction scenarios– Evaluate and prioritize various attainment
strategy options– Consider air quality management across
multiple pollutants and regions– Improve the net benefits of attainment efforts– Communicate impacts to decision-makers,
stakeholders and public
Georgia Environmental Protection Division
Benefits Analysis with BenMAP
Modeled (or measured) reductions in
pollutant levels
(and other benefits analysis
software)
Reduced morbidity, mortality, health costs
Georgia Environmental Protection Division
EPA’s Nonroad Diesel Rule
Georgia Environmental Protection Division
Health Benefits in Atlanta
Health Endpoint 1g/m3 reduction in PM2.5 10 ppb reduction in Ozone
cases prevented million $ cases prevented million $
Acute Bronchitis 243 0.02 - -
Acute Myocard. Infarct. 216 73.8 - -
Acute Resp. Sympt./MRADs
116,890 8.6 44,331 3.0
Chronic Bronchitis 90 23.4 - -
ER Visits, Resp. 145 0.04 24 0.01
Hospital Adm., Cardiov. 34 1.4 - -
Hospital Adm., Resp. 52 0.8 250 2.5
Lower Resp. Symptoms 2,790 0.1 - -
Mortality 114 700 34 198
Work/School Loss Days 20,232 2.8 52,683 4.1
Total - 811 - 207
Georgia Environmental Protection Division
Future Analyses
• So far, analyzed health benefits based on observations
• Next step is to analyze health-benefits based on modeled emissions reduction scenarios (annual CMAQ simulations as input to BenMAP)
• Ozone– SCRs at McDonough and Scherer– Ground level NOx sources
• PM2.5– Scrubbers at major power plants– Primary carbon sensitivities
Georgia Environmental Protection Division
Potential Control Measures
Georgia Environmental Protection Division
Potential NOx Controls• SCRs at Plant McDonough and Plant Scherer • NOx Reasonably Available Control Technology (RACT)
– 16 Facilities in 20 County area with a NOx PTE over 100 TPY
• Truck Stop Electrification (TSE)– Example Rule requiring 20% electrification could result in potential 1.1 TPD reduction
in NOx
• Inspection & Maintenance (I&M)– Assessed for 7 new Atlanta Area non-attainment counties
• Barrow, Bartow, Carroll, Hall, Newton, Spalding & Walton– NOx Reduction of 3.17 tons per summer day across all 7 counties
• Additional NOx Controls– Mobile on-road and non-road diesel controls– Traffic Management and Mass Transit– Open Burning Restrictions– Extend stationary source controls outside of non-attainment area
Georgia Environmental Protection Division
Potential PM2.5 Controls
• Coal/Oil Fired Stationary Sources– Electric Generating Units (EGUs) – Subject to CAIR– Non-EGUs – Subject to RACT
• Mobile Diesel Controls– On-road trucks, buses– Off-road construction, agriculture, airports, and
rail/locomotives
• Open Burning• Commercial Meat Cooking
Georgia Environmental Protection Division
Clean Air Interstate Rule
• Federal Rule for the abatement of the regional transport of ozone and PM2.5 in 28 Eastern states
• Only Electrical Generating Units Subject to Rule
• 70% reduction in SO2 and 60% reduction in NOx when fully implemented (from 2003 levels)
• Cap and Trade program for NOx and SO2 emissions per ton
Georgia Environmental Protection Division
Links to Cindy Crawford
Georgia Environmental Protection Division
Similar Health Impacts….
• Shortness of Breath
• Increased Heart Rates
• Even Heart Attacks!!
Georgia Environmental Protection Division
EPD Control Strategy
Georgia Environmental Protection Division
Summary• 8-Hour Ozone
– Macon will likely be in attainment in 2009– Need additional emission reductions to show
attainment in Atlanta• Reduction from “Regional” NOx and EGU NOx
• PM2.5– Macon, Floyd county, and Chattanooga will likely
be in attainment in 2009– Need additional emission reductions to show
attainment in Atlanta • Reductions from “Regional” PC (OC+EC)• Reductions from EGU SO2
• Quantify impact from local sources with a dispersion model (ISC or AERMOD)
Georgia Environmental Protection Division
Jim Boylan, Ph.D.Georgia Dept. of Natural Resources
4244 International Parkway, Suite 120Atlanta, GA 30354
[email protected] 404-362-4851
Contact Information