implementing a continuous pm 2.5 federal equivalent method ...€¦ · 2009 through december 2009...
TRANSCRIPT
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Implementing a Continuous PM2.5 Federal
Equivalent Method (FEM) for NAAQS
Comparisons and AQI Reporting in the
Missouri
Ambient Air Monitoring Network
Missouri Department of Natural Resources
Environmental Services Program
Stephen M. Hall
Air Monitoring Section
2010 Air Quality Conference, Raleigh, NC
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Benefits of Using a Continuous
PM2.5 FEM
• Reduced redundancy in 24-hr integrated PM2.5
measurements
• Ability to report real time data to AirNow and have
it “match” what is reported to AQS for NAAQS
purposes
• Increases quantity of 24-hr NAAQS data
• Data Quality Indicators for the FEM are reported
consistently to AQS
• Monitor and report diurnal PM2.5 hourly concentrations
•Reduced network operating costs
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St. Louis City
(9) PM2.5 Continuous Monitors
7-FEM (FDMS-8500C)
1-SHARP
1-TEOM-SES
El DoradoSprings (FEM)
(Rural &
Regional
Transport Site)
Arnold
West(FEM)
Liberty(FEM) Kansas City
St. Joseph(FEM) Ladue
(FEM)
Troost (FEM)
RG-South(FEM)
MSU
(SHARP)
Springfield
Blair Ave.(TEOM-SES)
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Observations•Continuous FEMs do not always perform “exactly” the same
as agency operated PM2.5 FRMs.
•More meta data should be monitored to ensure the best FEM
performance.
•Data Quality Indicators in 40 CFR Part 58 Appendix A were
typically applied to filter based FRM/FEM collocated pairs.
FRM/FEM(continuous) pairs may yield higher CV and Bias
results due to different methods.
•Evaluate the FEM method to understand how these issues
affect the FRM/FEM comparability in your region.
•EPA’s FEM Test was performed with single filter FRMs.
(Filter preservation techniques and sampling time frames
differ between the FEM test campaigns and the way our
agency operates multi-filter sequential FRMs.)
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Historic PM2.5 Method Performance in MO
“Winter” - FDMS Mass concentration data more closely
matches filter-based FRM data when ambient
temperatures are colder. Volatile/semi-volatile aerosol is
more likely retained on FRM filter before being weighed.
“Summer” - FDMS mass concentration data is generally
higher than filter based FRM when ambient temperatures
are higher. Volatile/semi-volatile aerosol not as likely to
be retained on FRM filter before being weighed.
FRM/FDMS comparability - Strongly correlated with
ambient temperature over all “seasons” in our region.
(Apparently, this was not true for the data fit for the FEM
test, but it is true for our state over all seasons.)
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Historic Missouri Solution
State Method (proposed ARM): Corrects FDMS-8500B
mass concentration data in real time-based on
temperature to account for what the FRM is not
measuring. (Using Tim Hanley’s algorithm-EPA-OAQPS)
FDMS-8500C FEM: Corrects mass concentration data
using a power algorithm which is not temperature
dependent.
As a consequence, modeling past data using the FEM
algorithm was beneficial to understanding the likely effect
of switching to the FEM method.
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FDMS-8500B (June 2008 to June 2009)
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
Slope
Intercept, ug/m
3
Arnold West (FMDS corrected by
FEM power algorithm (310 sample
pairs) (St. Louis)
Slope1
Intercept2
Correlation (r)
Statistics for this test site: 0.979 -1.219 0.98063
Upper: 1.100 2.000
Lower: 0.900 -1.915 0.94976
PASS PASS PASS1Multiplicative bias
2Additive bias
Test Results (Pass/Fail):
Regression statistics
Class III
Limits for
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
Slope
Intercept, ug/m
3
Arnold West (FMDS corrected by
ARM algorithm (310 sample pairs) (St. Louis)
Slope1
Intercept2
Correlation (r)
Statistics for this test site: 1.014 -0.880 0.98519
Upper: 1.100 1.669
Lower: 0.900 -2.000 0.94940
PASS PASS PASS1Multiplicative bias
2Additive bias
Test Results (Pass/Fail):
Regression statistics
Class III
Limits for
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Precision & Accuracy Model
CV (%) (Eqn 11)
9.75
Bias (%) (Eqn 3)
16.84
Signed Bias (%)
-16.84
Relative Percent Differences
-50.000
-30.000
-10.000
10.000
30.000
50.000
%D
CV (%) (Eqn 11)
7.17
ARM Algorithm: applied to Arnold
West data June 2008 through June
2009
Bias (%) (Eqn 3)
8.16
Signed Bias (%)
+/-8.16
Relative Percent Differences
-50.000
-30.000
-10.000
10.000
30.000
50.000
%D
FEM Algorithm: applied to raw ARM
test data-Arnold West June 2008
through June 2009
Precision and Bias
Statistics 40 CFR Part 58
Appendix A. Section 4.3.1
24hr-Avg.
Ambient temp.
low (Nov-Feb)
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Other Midwest Testing - March 2007
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
SlopeIntercept, ug/m
3
Comparability of Candidate and FRM Methods*
y = 1.015x - 1.3868
0
5
10
15
20
25
30
0 5 10 15 20 25 30
FRM concentration, ug/m3
Candidate m
ethod concentration,
ug/m
3
Slope1
Intercept2
Correlation (r)
Statistics for this test site: 1.015 -1.387 0.96743
Upper: 1.100 1.652
Lower: 0.900 -2.000 0.93539
PASS PASS PASS1Multiplicative bias
2Additive bias
Test Results (Pass/Fail):
Regression statistics
Class III
Limits for
• Concurrent with FEM test Campaign C (different site)
•FDMS-8500B corrected using FEM power algorithm
• Avg. ambient 24-hr temperature for month: 12.9 °C.
• Only one day when 24-hr avg. ambient temperature was below 0 °C.
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FDMS-8500C FEM Burn-inArnold West (St. Louis) (FMDS-8500C
FEM) 124 valid pairs (Aug.to Dec. 2009)
Arnold West (St. Louis) (FMDS-8500C
ARM) (Aug.to Dec. 2009)
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
Slope
Intercept, ug/m
3
Slope1
Intercept2
Correlation (r)
Statistics for this test site: 0.899 -0.150 0.98379
Upper: 1.100 2.000
Lower: 0.900 -0.519 0.95000
FAIL PASS PASSTest Results (Pass/Fail):
Regression statistics
Class III
Limits for
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
Slope
Intercept, ug/m
3
Slope1 Intercept2 Correlation (r)
Statistics for this test site: 0.988 0.122 0.98850
Upper: 1.100 2.000
Lower: 0.900 -2.000 0.95000
PASS PASS PASSTest Results (Pass/Fail):
Regression statistics
Class III
Limits for
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Precision & Accuracy FRM/FEM-Burn-in
CV (%) (Eqn 11)
8.68
Relative Percent Differences
-50.000
-30.000
-10.000
10.000
30.000
50.000
%D
Bias (%) (Eqn 3)
13.26
Signed Bias (%)
-13.26
FEM Method FDMS-8500C –October
2009 through December 2009 (N=68
pairs) Arnold West St. Louis
CV (%) (Eqn 11)
6.74
Bias (%) (Eqn 3)
8.88
Signed Bias (%)
+/-8.88
ARM Method- FDMS-8500C -
October 2009 through December
2009 (N=68 pairs) Arnold West St.
Louis
Relative Percent Differences
-50.000
-30.000
-10.000
10.000
30.000
50.000
%D
Precision and Bias
Statistics 40 CFR Part 58
Appendix A. Section 4.3.1
24hr-Avg.
Ambient temp.
low (Nov-Dec)
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What is Going On?
Temp (24-hr deg. C)
FRM-FDMS-FEM (ug/m^3)
25.9
24.2
22.5
22.0
21.2
20.4
19.0
17.1
15.7
14.1
12.9
11.4
10.4
9.5
7.8
5.9
2.7
1.0
-1.0
-2.7
-7.9
6
5
4
3
2
1
0
-1
-2
-3
0
5.2
Difference (FRM-FDMS(FEM) vs Ambient Temperature )ArnoldWest 8-1-09 through 12-31-09
FEM method corrects raw data (independent of temperature)
FRM Filter Preservation Temperature: 4 °C
FDMS Reference Purge Filter Temp: 4 °C
Coincidence? Probably not…
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Regional Method Corrects FDMS-8500C for
Temperature Effect
Temp (24-hr deg. C)
FRM-FDMS-TH (ug/m^3)
25.9
24.2
22.5
22.0
21.2
20.4
19.0
17.1
15.7
14.1
12.9
11.4
10.4
9.5
7.8
5.9
2.7
1.0
-1.0
-2.7
-7.9
6
5
4
3
2
1
0
-1
-2
-3
0
5.2
Difference (FRM-FDMS(ARM Method) vs Ambient Temperature )ArnoldWest 8-1-09 through 12-31-09
Tim Hanley's method- corrects based on ambient temperature
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Raw FDMS-8500C
Temp (24-hr deg. C)
FRM-FDMS-Raw (ug/m^3)
25.9
24.2
22.5
22.0
21.2
20.4
19.0
17.1
15.7
14.1
12.9
11.4
10.4
9.5
7.8
5.9
2.7
1.0
-1.0
-2.7
-7.9
6
5
4
3
2
1
0
-1
-2
-3
0
5.2
Difference (FRM-FDMS(Raw Data) vs Ambient Temperature )ArnoldWest 8-1-09 through 12-31-09
No Data Corrections
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Troost (Kansas City) FRM/FEM-Burn in
FEM Method FDMS-8500C -October
2009 through January 2010 (N=53
pairs)
Relative Percent Differences
-50.000
-30.000
-10.000
10.000
30.000
50.000
%D
ARM Method- FDMS-8500C -
October 2009 through January 2010
(N=53 pairs)
Precision and Bias Statistics
40 CFR Part 58 Appendix A.
Section 4.3.1
CV (%) (Eqn 11)
9.32
Bias (%) (Eqn 3)
17.38
Signed Bias (%)
-17.38
Relative Percent Differences
-50.000
-30.000
-10.000
10.000
30.000
50.000
%D
24hr-Avg.
Ambient temp.
low (Nov-Jan)
Bias (%) (Eqn 3)
7.36
Signed Bias (%)
+/-7.36
CV (%) (Eqn 11)
6.58
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Western MO “Left Shift” (Nitrate?)
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
Slope
Intercept, ug/m
3
Slope1
Intercept2
Correlation (r)
Statistics for this test site: 0.876 -0.283 0.99165
Upper: 1.100 2.000
Lower: 0.900 -0.129 0.95000
FAIL FAIL PASSTest Results (Pass/Fail):
Regression statistics
Class III
Limits for
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
Slope
Intercept, ug/m
3
Slope1
Intercept2
Correlation (r)
Statistics for this test site: 0.958 0.405 0.99632
Upper: 1.100 2.000
Lower: 0.900 -1.535 0.95000
PASS PASS PASSTest Results (Pass/Fail):
Regression statistics
Class III
Limits for
Troost (Kansas City) (FDMS-8500C FEM)
53 valid pairs (Oct. 2009 to Jan. 2010)
Troost (Kansas City) (FDMS-8500C ARM)
53 valid pairs (Oct. 2009 to Jan. 2010)
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Troost (Kansas City)
Comparability of Candidate and FRM Methods*
y = 0.9576x + 0.4052
0
5
10
15
20
25
30
35
40
45
0 10 20 30 40 50
FRM concentration, ug/m3
Candidate m
ethod concentration,
ug/m
3
Comparability of Candidate and FRM Methods*
y = 0.8764x - 0.2831
0
5
10
15
20
25
30
35
40
45
0 10 20 30 40 50
FRM concentration, ug/m3
Candidate m
ethod concentration,
ug/m
3
Troost (Kansas City) (FDMS-8500C FEM)
(Oct. 2009 to Jan. 2010)
Troost (Kansas City) (FDMS-8500C ARM)
(Oct. 2009 to Jan. 2010)
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Temp 24-hr-Deg C
FRM-FDMS-FEM (ug/m^3)
18.2
16.6
15.3
13.8
12.4
11.3
10.6
9.2
8.1
7.4
5.5
4.4
3.0
2.1
0.2
-1.1
-3.1
-4.6
-7.2
-9.1
-12.7
-16.9
6
5
4
3
2
1
0
-1
-2
-3
0
5.3
Valid Data Pairs 9-25-2009 through 1-31-2010
Difference (FRM-FDMS(FEM) vs. Ambient Temperature )
Troost (Kansas City)-FEM method corrects raw data (independent of temperature)
Temp 24-hr-Deg C
FRM-FDMS-TH (ug/m^3)
18.2
16.6
15.3
13.8
12.4
11.3
10.6
9.2
8.1
7.4
5.5
4.4
3.0
2.1
0.2
-1.1
-3.1
-4.6
-7.2
-9.1
-12.7
-16.9
6
5
4
3
2
1
0
-1
-2
0
5.1
Valid Data Pairs 9-25-2009 through 1-31-2010
Difference (FRM-FDMS(ARM) vs. Ambient Temperature )
Troost (Kansas City)-Tim Hanley's method- corrects based on ambient temperature
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Regional P&A Statistics Summary (For burn-in period, using 40 CFR Part 58 Appendix A. Section 4.3.1 and 4.3.2)
• FRM/FEM Collocated Precision CV: <10%
PEP Bias - Audit Conc. 6.41µg/m3
Nov. 3, 2009, Avg. 24-hr temp: 10.3 °C
FRM/PEP: -17.6% (FRM Conc. 5.28µg/m3)
FEM/PEP: -14.2% (FEM Conc. 5.5µg/m3)
ARM/PEP: -6.4% (ARM Conc. 6.0µg/m3)
Raw/PEP: +12.3% (Raw Conc. 7.2µg/m3)
• FRM/FEM Bias (Absolute Method): Between
10% and 20%
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Important Meta Data to Monitor
for Best FEM Performance
• Dryer Efficiency - Monitor Dew Points! (not discussed in FDMS manual)
• Dryer Purge Line Vacuum - MUST MONITOR!
(maintain 80% to70% of ambient pressure, about 20 inHg vacuum or better)
• Noise (Frequency) (<0.10 per manual, but <0.030
is better, 0.004 to 0.007 is typical of our monitors)
• Flow Rates (not usually a problem)
• Filter Loading ( <100% per manual, <60% is
better, or once per month whichever is sooner)
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Purge Line Vacuum Effect on Dryer Efficiency
FDMS-RG South-Sample Dew Point as a function of rank ordering the External
Dew point
-35
-30
-25
-20
-15
-10
-5
0
5
10
0 200 400 600 800 1000 1200 1400 1600
Data point (hourly value)
Dew Point Deg C.
Samp Dew (PRC-099)
Extrn Dew (PRC-114)
After new pump
12/22/09
Vacuum at -22 inHg
Nov. & early
Dec. Vacuum
at -18 inHg
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Sample Dew Point vs. Time -Ladue FDMS-8500C
"Age" Effect on Nafion Dryer (12/29/06 to 10/2/09)
-25
-20
-15
-10
-5
0
5
10
1/0 9/8 5/18 1/24 10/3 6/11
Date/hour
Sample Dew Point Deg C
Samp Dew (PRC-099)
FDMS-8500C
upgrade: about
5/17/07
May
2008
New Nafion Dryer
installed 8/26/09
May 2009
January 2008January
2009
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Dryer “Age Effect” on FDMS Reference Channel
Observation
Individual Value (ug/m^3)
1601441281129680644832161
2
0
-2
-4
-6
-8
_X=-2.80
UCL=0.03
LCL=-5.63
144
111
1
1
11
1
1
11
1
Average 24 hr. Reference channel mass concentration (ug/m^3)
Dryer Replaced at Reference Line 144 (8/26/09)
Ladue TEOM-FDMS-8500C Reference Channel
Period 4/1/09 to 9/17/09
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FRM Comparability - Dryer Efficiency
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
Slope
Intercept, ug/m
3
Data Set Slope and Intercept, and Limits
-8
-6
-4
-2
0
2
4
6
8
0.8 0.9 1.0 1.1 1.2
Slope
Intercept, ug/m
3
Less Efficient Dryer
(typically yields greater
additive bias)
Efficient Dryer
(normal additive bias)
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General Network Issues• Presently maintain FRM/FEM collocation at design value site in Kansas City MSA for quality assurance requirements and FEM performance monitoring.
• Report Regional Method (not an approved ARM) to AQS
under Parameter Code 88502 for the FRM/FEM collocated
site. (To support a potential modification of methods by user
request if cold weather bias is a problem for NAAQS
attainment decisions)
• Report PM2.5 Volatile Channel (reference) as AQS
Parameter Code 88503
• Report PM2.5 Total Atmospheric (uncorrected) as AQS
Parameter Code 88500 (meets Class III equivalency in
colder months)
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Conclusions• The FEM in MO is comparable to the FRM averaged over all
seasons, but its use may be less desirable if concentrations areclose to attainment due to cold weather bias.
• There are several TEOM-FDMS methods that are comparable to the
FRM but only the FEM is approved for NAAQS comparisons.
• Options:
� Start new ARM test with FDMS-8500C (Best solution but is too
costly).
� Propose a Modification of Method by User: Substitute raw FDMS
data (already reported to AQS under method code 88500) at the
applicable temperature threshold.
• Monitor dryer performance and/or replace dryer annually.
� Continue with FEM “as is” and accept the bias.