An Evaluation of Robotic Optical Carbon Analysis on Teflon ...An Evaluation of Robotic Optical...
Transcript of An Evaluation of Robotic Optical Carbon Analysis on Teflon ...An Evaluation of Robotic Optical...
RTI International
RTI International is a trade name of Research Triangle Institute. www.rti.org
An Evaluation of Robotic Optical Carbon Analysis on Teflon Filter Media
Paige Presler-Jur, Prakash Doraiswamy, Lisa C. Greene, and Oki Hammond RTI International
Neil Frank and Joann Rice US EPA / OAQPS
RTI International
Outline Background and Objectives Discussion of the Robotic Weighing System (RWS) Quality Assurance
– Comparison of the RWS OT21 to Benchtop SootScanTM
OT21 – Sensitivity of filter blank used for light attenuation calculation
Relationship of Light Attenuation and Thermal Elemental Carbon (EC) Analysis
Future Work
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Background
Black carbon (BC) has been related to adverse human health and environmental effects.
Predominant methods of analysis are labor intensive and/or expensive such as Thermal EC analysis of quartz filters or continuous instruments such as Aethalometers.
Development of an inexpensive, nondestructive, fast, optical carbon analysis method to estimate BC would benefit air quality research.
Ability to measure BC at a low cost on both archived and current filters would provide modelers and data end users with data for health and climate change effect research.
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Objectives
Evaluate the ability of the robotic weighing system to perform optical carbon analysis. – Comparison to the established benchtop optical carbon method – Evaluation of the relationship between optical carbon and
thermal EC analyses – Preliminary investigation by season and region
Verify robotic optical carbon analysis to illustrate its validity as a cost-effective means to: – Obtain a vast amount of BC data from archived filters – Maximize data collection for future samples with an efficient
determination of both net gravimetric mass and BC on a single Teflon® filter
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Instrumentation and Data Sets Instrumentation MTL Corporation AH-225
Precision Weighing System – Inline Magee
SootScan™ Model OT21 Transmissometer
Benchtop Magee SootScan™ Model OT21 Transmissometer
Data Sets Earlier measurements of CSN
Teflon® filters performed in 2010 (sampled in 2007)
Repetition of 2010 measurements on Benchtop and RWS OT21s in 2014
New measurements of filters sampled in 2014 on both OT21s
Corresponding quartz filters from the CSN analyzed by Thermal EC STN Method (2007) IMPROVE_A Method (2007 and
2014) Thermal/optical reflectance (TOR)
and transmittance (TOT) method
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MTL Precision Weighing System AH-225 a. b.
c. d.
MTL AH-225 Precision Weighing System
Figures b-d provided by MTL Corporation
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0.0000
0.0010
0.0020
0.0030
10/4/13 10/6/13 10/7/13
99.970
99.985
100.000
100.015
100.030
Repeatability for Continual Weighing St
anda
rd W
eigh
t (m
g)
Weight after Set of 10 Filters
Date
Plots show variation in weight for groups of 10 filter weights for a single filter weighing continuously for a. 100 mg standard weight, b. 400 mg standard weight, c. standard deviation.
Stability of standard weights indicate slight drift in standard deviation is due to filter media not instrument.
400.040
400.050
400.060
400.070
400.080a. b.
c.
Weight after Set of 10 Filters
Stan
dard
Dev
iatio
n (m
g)
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Magee OT21 SootScan™ Transmissometer
Analyzes filter media for BC content collected from both ambient and source applications
Measures the IR (880 nm) and UV (370 nm) transmission of sample media
Non-destructive and applicable for archived filters
OT21 Distinction Benchtop RWS Light Diffusion
Media T60 Filter Medium GP47 Permanent Backing Filter
Analysis Manual
(1.5 min/filter required labor)
Automated
Neutral Density Filters Available In Development
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RWS OT21 SootScan™ Transmissometer The RWS Transmissometer is
equipped with a GP47 glass filter with Teflon® coating as a permanent backing filter. – Borosilicate microfibers reinforced with
woven glass cloth and bonded with PTFE
backing filter installed in the
Magee filter holder
top view of the OT21 cavity without permanent backing filter
top view of the OT21 cavity with permanent backing filter
Images provided by MTL Corporation
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RWS OT21 SootScan™ Transmissometer
Image provided by MTL Corporation
Back of the RWS Transmissometer illustrating the location of the diffusing filter inside the OT21 cavity and fork entrance
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Benchtop OT21 Analysis Comparison
Comparison between the Benchtop OT21 measurements analyzed in 2010 and in 2014
IR ATN Unit y = 0.9843x + 0.3139
R² = 0.9936
UV ATN Unit y = 1.0201x - 1.6639
R² = 0.989
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2014
Ben
chto
p AT
N U
nit
2010 Benchtop ATN Unit
UV ATN Unit IR ATN Unit
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n = 92
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Comparison between OT21 SootScan Transmissometers
Comparison between the RWS OT21 analyzed in 2014 and Benchtop OT21 measurements analyzed in 2010 and in 2014
IR ATN Unit y = 0.9693x - 1.5692
R² = 0.9607
UV ATN Unit y = 0.959x - 3.3316
R² = 0.9668
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RW
S AT
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Benchtop ATN Unit
UV ATN Unit IR ATN Unit
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n = 557 unique filters = 447
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Comparison to Thermal EC Analyses
Light absorption is approximated by the light attenuation (batt) from PM deposited on the filter surface. batt = Area (m2)/Volume (m3) * LN(I0/I)
I0 = transmission through a blank filter I = transmission through an exposed filter
The BC concentration (µg/m3) of the PM is calculated with the mass absorption efficiency (σatt[λ] (m2/g)). [BC] = batt (Mm-1)/σatt[λ] (m2/g)
A linear regression scatter plot of the EC by thermal analysis and optical carbon batt can empirically derive the σatt[λ] (m2/g). σatt[λ] (m2/g) is the slope of the least-squares regression analysis.
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Variation in Blank Filter Batches
150,000
200,000
250,000
Individual Filters
Nov-2009
Oct-2012
Jun-2013
Jul-2013 Nov-2013 Dec-2013
Month-Year Received at RTI
Blank filters are used to measure initial transmittance, I0. IR and UV transmission readings of blank filters are compared by receipt
date at RTI. Results indicate that transmission values can vary by lot or over time.
When possible, blank filters from the same time period should be used.
UV Transmission IR Transmission
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Raw
IR a
nd U
V Tr
ansm
issi
on R
eadi
ngs
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Elemental Carbon by IMPROVE_A Method Compared to the RWS Light Attenuation
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EC by IMPROVE_A TOR and TOT was compared to the RWS light attenuation. – A.: RWS I0 was the blank filter analyzed with
the exposed filters. – B.: RWS I0 was the average of blank filters
from batch blank test.
EC by IMPROVE_A
Type
Slope σatt[λ] (m2/g)
Intercept r2 Count (n)
TOR – A 10.3 0.51 0.67 370
TOR – B 9.42 0.27 0.67 370
TOT – A 11.1 2.24 0.70 370
TOT - B 11.6 1.27 0.58 370 -5
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TOR TOT
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embr
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filte
r bat
t (M
m-1
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CSN Reported EC by IMPROVE_A (µg/m3)
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Elemental Carbon by IMPROVE_A Method Compared to OT21 Light Attenuation
EC by IMPROVE_A TOR and TOT was compared to the OT21 light attenuation. – TOR.: EC by IMPROVE_A TOR – TOT.: EC by IMPROVE_A TOT
OT21 – TOR or TOT
Slope σatt[λ] (m2/g)
Intercept r2 Count (n)
RWS – TOR 8.71 1.87 0.73 95
Benchtop – TOR 9.34 0.30 0.87 95
RWS – TOT 7.27 3.09 0.60 95
Benchtop – TOT 7.58 5.20 0.68 95
Benchtop OT21 RWS OT21
TOR
TOT
Teflo
n-m
embr
ane
filte
r bat
t (M
m-1
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CSN Reported EC by IMPROVE_A (µg/m3) 16
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EC by STN Method compared to OT21 SootScan Transmissometers
RWS OA batt = 10.939*EC - 2.2685
R² = 0.5922
Benchtop OA batt = 11.457*EC + 0.1074
R² = 0.6323
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Tef
lon-
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b att
(Mm
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EC by STN method was compared to light attenuation measured on the RWS and Benchtop.
batt was comparable to filters measured by IMPROVE_A method.
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CSN Reported EC by IMPROVE_A (µg/m3)
n = 305
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Future Data Analysis
Understanding the relationship of the net mass loading on the optical carbon analysis
Comparing the batt and thermal carbon analysis as a function of – seasonal variation – EPA regions – Regional Planning Organizations
Images from epa.gov
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Light attenuation as a function of the Mass Concentration of the Teflon filter shows a possible plateau at higher concentrations.
Further investigation is needed to evaluate the limit of the capability of the optical absorption method at high net mass loadings.
RWS Light Attenuation as a Function of Mass Concentration
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Teflo
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CSN Reported Mass Concentration (µg/m3)
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A focused look at the low mass concentrations illustrates increased possibility of negative light attenuation.
This further illustrates the importance of blank filter at low net mass loadings.
RWS provides the capability of looking at a large number of filters with minimal labor time to further understand this variance.
RWS Light Attenuation as a Function of Mass Concentration
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CSN Reported Mass Concentration (µg/m3)
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CSN Reported EC by IMPROVE_A (µg/m3)
Seasonal Variation of Light Attenuation as a Function of EC by IMPROVE_A Method
Seasonal variation of the Teflon filter light attenuation as a function of EC by IMPROVE_A method for filters sampled in 2014
Season Slope (σatt[λ], m2/g)
Intercept r2 Count (n)
Fall – TOR 8.61 1.14 0.60 252
December – TOR 12.0 3.41 0.91 37
Fall – TOT 10.8 0.26 0.47 252
December – TOT 13.6 1.44 0.88 37
Fall TOR December TOR Fall TOT December TOT
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Seasonal Variation of Light Attenuation as a Function of EC by IMPROVE_A Method
Seasonal variation of batt as a function of EC by IMPROVE_A method for filters sampled in 2007
Season Slope σatt[λ] (m2/g)
Intercept r2 Count (n)
Summer – TOR 8.91 1.97 0.73 29
Fall – TOR 9.02 2.12 0.74 43
December – TOR 8.51 1.48 0.88 10
Summer – TOT 9.95 0.90 0.65 29
Fall – TOT 6.13 4.14 0.59 43
December – TOT 12.68 0.24 0.89 10
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CSN Reported EC by IMPROVE_A (µg/m3)
Summer TOR Fall TOR December TOR Summer TOT Fall TOT December TOT
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EPA Regional Variation of batt as a Function of EC by IMPROVE_A TOR
Variation between EPA regions of batt as a function of EC by IMPROVE_A method for filters sampled in 2014
EPA Regions
Slope σatt[λ] (m2/g)
Intercept r2 Count (n)
1 & 2 9.53 2.27 0.75 49
3 & 4 8.20 0.90 0.48 80
5 & 6 8.60 0.94 0.56 65
7 & 8 11.14 1.94 0.67 47
9 & 10 10.57 2.78 0.84 48
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EC by IMPROVE_A TOR (µg/m3)
Region 1 & 2 Region 3 & 4 Region 5 & 6 Region 7 & 8 Region 9 & 10
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Regional Planning Organization Variation of batt as a Function of EC by IMPROVE_A TOR
Variation between Regional Planning Organizations (RPO) of batt as a function of EC by IMPROVE_A method for filters sampled in 2014
RPO Slope σatt[λ] (m2/g)
Intercept r2 Count (n)
MANE-VU 9.38 2.25 0.74 70
VISTAS 8.29 0.68 0.46 42
Midwest 9.05 1.62 0.64 46
CENRAP 8.96 0.53 0.47 38
WRAP 10.70 2.81 0.83 59
MANEVU VISTAS Midwest CENRAP WRAP
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EC by IMPROVE_A TOR (µg/m3)
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Conclusions and Next Steps Conclusions Robotic system shows excellent
agreement with the Benchtop OT21. Relationship between thermal EC
and RWS batt provides σatt comparable to RTI and EPA Benchtop OT21s and ranges observed in literature.
Ability of the RWS to measure optical carbon at a high throughput makes it a valuable, cost-effective tool for – black carbon and gravimetric analysis
as part of routine network sampling. – black carbon analysis of filters archived
as part of the CSN, FRM, and other network activities.
Next Steps Further investigation of the
relationship of optical carbon analysis to – mass concentration – seasonal variation – regional variability
Development of neutral density filters for RWS
Analysis of reference materials produced by RTI
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Acknowledgements
Linda Andrews Ed Rickman Wayne Winstead Eric Poitras Cindi Salmons
Project was funded by
RTI International.
MTL Corporation – Joel Englund
Magee Scientific – Tony Hansen
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More Information
Paige Presler-Jur Research Environmental Scientist 919.541.6813 [email protected]
Prakash Doraiswamy Research Environmental Scientist 919.990.8648 [email protected]
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RTI International is a trade name of Research Triangle Institute. www.rti.org
Extra Slides
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Repeatability for Continual Weighing Analysis of a single filter weighed over a three-day period
showed collection of filter weights by AH-225 to have a high level of precision.
Standard Deviation for groups of 10 filter weights for a single filter weighing continuously. Sets of 10 were divided by the weighing of standard weights. St
anda
rd D
evia
tion
(mg)
Sets of 10 Filters over Time
0.0000
0.0005
0.0010
0.0015
0.0020
0.0025
0.0030
10/4/13 10/6/13 10/7/13
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99.990
99.995
100.000
100.005
100.010
Repeatability for Continual Weighing St
anda
rd W
eigh
t (m
g)
Filte
r Wei
ght (
mg)
Weight after Set of 10 Filters
Date / Time
Variation in weight of a. 100 mg Standard Weight, b. 400 mg Standard Weight, c. Filter Weight for single filter repetitions.
Stability of standard weights indicate drift is due to filter media not instrument.
400.040
400.050
400.060
400.070
147.200
147.210
147.220
147.230
147.240
147.250
10/4/13 10/6/13 10/8/13
a. b.
c.
Weight after Set of 10 Filters
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Teflo
n-m
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ane
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CSN Reported EC by STN (µg/m3)
Seasonal Variation of Light Attenuation as a function of EC by STN Method
Seasonal variation of batt as a function of EC by STN method for filters sampled in 2007
Season Slope (σatt[λ], m2/g)
Intercept r2 Count (n)
Spring 8.53 2.89 0.66 92
Summer 10.03 2.12 0.81 67
Fall 8.24 1.03 0.76 42
December 16.80 4.21 0.59 70
Spring Summer Fall December
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EPA Regional Variation of batt as a function of EC by IMPROVE_A TOT
Variation between EPA Regions of batt as a function of EC by IMPROVE_A method. Filters sampled in 2014.
EPA Regions
Slope (σatt[λ], m2/g)
Intercept r2 Count (n)
1 & 2 10.67 0.56 0.65 49
3 & 4 12.68 0.19 0.41 80
5 & 6 9.20 1.23 0.38 65
7 & 8 16.12 1.37 0.61 47
9 & 10 13.05 2.17 0.84 48
Region 1 & 2 Region 3 & 4 Region 5 & 6 Region 7 & 8 Region 9 & 10
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