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Office of Research and Development National Risk Management Research Laboratory, Air and Energy Management Division Air Pollutant Source Investigation using Next Generation Emission Measurements and Models; Early Case Studies of 1,3-Butadiene Emissions in Louisville, KY NEIC 2018 Tech Summit, Denver CO, August 21, 2018 NRMRL Fugitive and Area Source Group Source and Fenceline Measurements Methods and Technology Development E.D. Thoma 1* , R. Duvall 1 , I. George 1 , T. Wu 1 , H. Brantley 1** , D. Whitaker 2 , K. Oliver 2 , N. Carlton-Carew 3 , J. Spann 3 , T. Bell 3 , P. Deshmukh 4 , J. Cansler 4 , T. Cousett 4 , A. Cooley 5 , S. Gravatte 5 , K. Zimmerman 5 , B. Dewitt 5 , B. Paris 5 , W. Tang 6 , TK.A. Chou 7 , D. Chung 7 , T. Wu 7 , M. Farquhar 8 , A. Quijano 8 , M. Scholl 8 1 EPA ORD NRMRL, RTP, NC; 2 EPA ORD NERL, RTP, NC; 3 EPA Region 4, Atlanta, GA; 4 Jacobs Technology (EPA contract EP-C-15-008), RTP, NC; 5 Louisville Metro APCD, Louisville, KY; 6 ARA Environmental, RTP, NC; 7 Tricorntech Corporation, Taipei City, Taiwan; 8 Envirosuite, New South Wales, Australia Disclaimer: The views expressed in this presentation are those of the authors and do not necessarily represent the views or policies of the U.S. Environmental Protection Agency (EPA). Any mention of trade names, products, or services does not imply an endorsement by the U.S. Government or the EPA. The EPA does not endorse any commercial products, services, or enterprises. Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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Page 1: Air Pollutant Source Investigation using Next Generation ... › sites › default › files › air... · Air Pollutant Source Investigation using Next Generation Emission Measurements

Office of Research and Development National Risk Management Research Laboratory, Air and Energy Management Division

Photo image area measures 2” H x 6.93” W and can be masked by a

collage strip of one, two or three images.

The photo image area is located 3.19” from left and 3.81” from top of page.

Each image used in collage should be reduced or cropped to a maximum of

2” high, stroked with a 1.5 pt white frame and positioned edge-to-edge with

accompanying images.

Air Pollutant Source Investigation using Next Generation Emission Measurements and Models;

Early Case Studies of 1,3-Butadiene Emissions in Louisville, KY

NEIC 2018 Tech Summit, Denver CO, August 21, 2018

NRMRL Fugitive and Area Source Group

Source and Fenceline Measurements

Methods and Technology Development

E.D. Thoma1*, R. Duvall1, I. George1, T. Wu1, H. Brantley1**, D. Whitaker2, K. Oliver2, N. Carlton-Carew3, J. Spann3, T. Bell3, P. Deshmukh4, J. Cansler4, T. Cousett4, A. Cooley5, S. Gravatte5, K. Zimmerman5, B. Dewitt5, B. Paris5, W. Tang6, TK.A. Chou7, D. Chung7, T. Wu7, M. Farquhar8, A. Quijano8, M. Scholl8 1EPA ORD NRMRL, RTP, NC; 2EPA ORD NERL, RTP, NC; 3EPA Region 4, Atlanta, GA; 4Jacobs Technology (EPA contract EP-C-15-008), RTP, NC; 5 Louisville Metro APCD, Louisville, KY; 6ARA Environmental, RTP, NC; 7Tricorntech Corporation, Taipei City, Taiwan; 8Envirosuite, New South Wales, Australia

Disclaimer: The views expressed in this presentation are those of the authors and do not necessarily represent the views or policies of the U.S. Environmental Protection Agency (EPA). Any mention of trade names, products, or services does not imply an endorsement by the U.S. Government or the EPA. The EPA does not endorse any commercial products, services, or enterprises.

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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Presentation Topics

1

• Rubbertown NGEM Demonstration Study (background)

• Instruments, sensors, and lab samples – Louisville APCD GC, Tricorntech field GC, – SPods, canisters, and passive samplers

• 1,3-butadiene measurement events – February 24-26, and May 7 (source close by, to the northeast) – June 19 (source far away, to the south, southwest)

• Combining measurements and models to locate the source – SPod concentration rose – Enhanced EnviroSuite modeling – Temporally combined trajectory analysis – Los Alamos QUIC model

• Summary and next steps

NGEM = next generation emissions

measurements

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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Rubbertown NGEM Demonstration Project Brief Background

2

• What is the project focus?

– Prototype NGEM system near Rubbertown facilities

– Select gas-phase air pollutants

– Started September 2017 and will continue as funding allows

• What do we want to do?

– Work together to try new NGEM approaches and learn about air pollution sources in Louisville (research)

• Who is involved in this project?

– EPA Office of Research and Development (ORD), EPA Region 4, Louisville Air Pollution Control District (APCD), and Jacobs Technology (EPA contractor), technology providers

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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Rubbertown Project Sites Passive samplers at all Sites 01-10 Sensors and GCs at Site 01 Sensors at Site 08 (June 2018)

Hexion

Zeon

Lubrizol

Marathon

MSD-MF

Site 04 Carter Elem. School

Site 06 Cane Run Elem. School

Rohm & Haas

Citgo

Marathon

PolyOne

Carbide

DuPont Eckart Al

Site 01 Firearms Training Site

Site 08 New EPA Sensor Site

ASRC

3 Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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4

NGEM Comparisons Louisville Study Site 01 Started Fall 2017

Tricorntech MiTAP P310 Field GC

APCD Auto GC Inside Shelter

ENMET eGC (benzene)

SPod 1

SPod 2

Passive Sampler

Louisville Air Pollution

Control District (APCD) (Installed Fall 2017)

4

Site 01 (North)

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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5 Site 08 active measurements started mid-June 2018 (passive samplers Sept. 2017); *denotes experimental sensors for development comparisons only (not official data until QA approval)

SPod 1

SPod 2

Commercial SPod and

VOC Sensor Prototypes*

Site 08 (South) Passive

Sampler

5

ENMET eGC* (1,3-butadiene)

Tricorntech MiTAP P310 Field GC Moved from Site 01 - 7/19/18

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6

6

Louisville APCD Auto-GC - Site 01

Ethyl Acylate

-

-

30 min cycle time (22 min air sample) Dual GC (FID), 30 m columns System is being developed/validated Near real-time data target, late 2018 Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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7

• Mid-cost field auto GC (no trailer required)

• 1 hr cycle time (15 min air sample)

• Fan-cooled enclosure, heated inlet

• Proprietary sorbent and sensor array

• On-board calibration cylinder

• Triggered canister grab sample

• Integrated meteorological measurements

• Method detection limits in the 0.1 to 0.3 ppbv range (compound dependent)

• Target list of 12 compounds for Rubbertown Study (customizable)

• 1,3-butadiene, BTEX, vinyl chloride, others

Tricorntech MiTAP P310 - Site 01 (moved to Site 08 in July 2018)

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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8

Tricorntech MiTAP P310 - Site 01 (moved to Site 08 in July 2018)

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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9

SPod-type Fenceline Sensors • Non-speciated VOC emission sensor

• Synchronized wind field measurement

• 1Hz time resolution

• Data ready for inverse models

• Can be solar-powered

• Auto canister grab sample for lab speciation

• EPA open-source design

Variations of EPA SPod

VOC Sensor

Evacuated Canister

Canister Trigger System

Wind Sensor

https://www.epa.gov/sites/production/files/2016-04/documents/spod_fact_sheet.pdf

More Info

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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Passive Samplers at Sites 08, 09, and 10

Passive Samplers • EPA Method 325 Carbopack X

• Two week time-integrated measure

• 25 compounds for Rubbertown Study

• 1,3-butadiene, BTEX, styrene, others

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

10

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1,3-Butadiene February 24-26 and May 7, 2018 Events

11

• February 24-26, 2018 (focus on the late 2/25 to morning 2/26) – More significant events (compared to 5/7/18)

– Observed by multiple NGEM systems – Source is close by and to the northeast (not from facilities) – Occurred after multiple days of heavy rain (area flooding) – Low wind speed conditions yielded high concentrations

• May 7, 2018

– Less significant event (brief) – Observed by multiple NGEM systems – Very similar source location as February events – Occurred after heavy rain

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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12

SPod Data 2/25 - 2/26 2018

Elevated 1,3-butadiene

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

12

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Elevated 1,3-Butadiene 2/25/18 and 2/26/18 (Source to the NE)

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

13

00

50

100

150

200

250

300

350

400B

ack Trajectory In

tersection

s with

Sou

rce locatio

n (cts)

Raw

Dra

ft G

C (

1,3

-Bu

t. p

pb

v) &

No

rmal

ized

Avg

. SP

od

(cts

)

Date (mm/dd/yy) Time (hr:min)

SPod C (5 Min. Avg.)

SPod D (5 Min. Avg.)

MiTAP NGEM GC

Louisville AutoGC

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14

Elevated 1,3-Butadiene 5/7/18 (Source to the NE)

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

14

0

10

20

30

40

50

60

70

80

90

100

0

20

40

60

80

100

120

Back Trajecto

ry Intersectio

ns w

ith So

urce Lo

cation

(cts)Raw

Dra

ft G

C (

1,3

-Bu

t. p

pb

v) &

No

rmal

ized

Avg

. SP

od

(cts

)

Date (mm/dd/yy) Time (hr:min)

SPod (1 Min. Avg.)

Louisville AutoGC

MiTAP NGEM GC

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15

Preliminary 1,3-Butadiene Passive Sampler Data for Sites 01, 04, and 06 - 19 Two-week Sampling Periods

0.0

0.2

0.4

0.6

0.8

1.0

1.2

1.4

1,3

-bu

tad

ien

e b

y Tw

o-w

eek

Pas

sive

Sam

ple

r (

pp

bv)

-D

raft

Passive Sampler Retrieval date (mm/dd/yy)

Site 01 (Firearms Training)

Site 04 (Carter Elem. School)

Site 06 (Cane Run Elem. School)

Draft d

ata as of 7/10/18, m

ino

rcorre

ction

factors p

en

din

g

Elevated 1,3-butadiene from February 2/24/18 -2/26/18 events

Confirms 1,3-butadiene GC assignment

Second highest reading to date at all 10 sites (190 samples)

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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16

Site 01 - SPod Concentration Roses for 2/25/18 - 2/26/18 and 5/7/18 Elevated 1,3-Butadiene Events

Elevated 1,3-Butadiene (source to the northeast)

10 PM 2/25 to 11 AM 2/26 12 AM to 12 PM on 5/7

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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17

Facilities that use 1,3-butadiene are > 1 km to SSW

Monitoring Site 01

Signal is from this direction (NE)

Elevated 1,3-Butadiene Feb 24-26 and May 7

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

17

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18

Spe

cial

En

viro

Suit

e B

ack-

traj

ect

ory

Mo

del

s -

Feb

ruar

y 2

5, 2

01

8 (

dra

ft)

(5

min

. tim

e-re

solu

tio

n C

alm

et m

od

els

ba

sed

on

1 m

in. w

ind

da

ta)

Site 01 at 11:05 PM Near start of event

Site 01 at 10:30 PM Before the event

“look back” T-60 min

Zoomed-in View showing low wind speed time period “emission pooling”

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes 18

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19

10:30 PM before event 10:45 PM before event

(stagnant at Site 01) 11:05 PM event start (stagnant at source)

11:55 PM (no signal)

2:05 AM high reading 5:25 AM high reading

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

19

Sensors

Modeled Source Location

What is “underneath” each EnviroSuite average back-trajectory model run? N= 99 stochastic back-trajectories for each 5 minute modeled period

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20

Temporally Combined Trajectory Analysis (TCTA) Mathematically combine all 5-minute model runs from 2.5 days

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

20

Sensors

Count-up all back-trajectory points that land within 10 m - 20 m of a selected “trial” source location

Do they agree with the elevated concentrations?

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21

Elevated 1,3-Butadiene 2/25/18 and 2/26/18 (Source to the NE)

TCTA for 4:00 pm 2/24/18 to 9:00 am 2/26/18

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

21

0

10

20

30

40

50

60

70

0

50

100

150

200

250

300

350

400

Back Trajecto

ry Intersectio

ns w

ith So

urce lo

cation

(cts)

Raw

Dra

ft G

C (

1,3

-Bu

t. p

pb

v) &

No

rmal

ized

Avg

. SP

od

(cts

)

Date (mm/dd/yy) Time (hr:min)

SPod C (5 Min. Avg.)

SPod D (5 Min. Avg.)

MiTAP NGEM GC

Louisville AutoGC

10m Radius TCTA P3.5

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22

22

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23

Elevated 1,3-Butadiene 5/7/18 (Source to the NE)

TCTA from 2:00 am 12:00 am on 5/7/18

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

23

0

10

20

30

40

50

60

70

80

90

100

0

20

40

60

80

100

120B

ack Trajectory In

tersection

s with

Sou

rce Locatio

n (cts)R

aw D

raft

GC

(1

,3-B

ut.

pp

bv)

& N

orm

aliz

ed A

vg.

SPo

d (c

ts)

Date (mm/dd/yy) Time (hr:min)

SPod (1 Min. Avg.)

Louisville AutoGC

MiTAP NGEM GC

20 m TCTA P3.5

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24

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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25

Temporally Combined Trajectory Analysis (TCTA) Can also show that a potential source is not emitting

Count-up all back-trajectory points that land within 10 m - 20 m of a selected “trial” source location

Do they agree with the elevated concentrations?

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

25

Look at trajectories that pass through P6 within a 20 m radius

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26

TCTA Screen of Potential Tank Source (Only SPod is Relevant)

TCTA for 4:00 pm 2/24 to 9:00 am 2/26

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

26

0

10

20

30

40

50

60

70

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90

100

0

50

100

150

200

250

300

350

400 Back Trajecto

ry Intersectio

ns w

ith So

urce Lo

cation

(cts)U

nco

rect

ed D

raft

GC

(p

pb

v) a

nd

No

rmal

ized

SP

od

(ct

s)

Date (mm/dd/yy) Time (hr:min)

SPod C

SPod D

MiTAP NGEM GC

Louisville AutoGC

20m TCTA of P6

Un

corr

ecte

d

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27

The Current TCTA Idea Has Several Issues (Areas for future investigation)

Buildings and vegetation affect wind flow and change what the sensors “see”. Need a different model To account for this

Less certainty in source location along the transport direction

Current point clouds are discrete (each minute) causing analysis issues at higher wind speeds

Model is very sensitive to meteorological factors

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

27

Sensors

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28

Sensors at Site 01

Plumes from source moves in complex ways

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

Buildings and vegetation affect wind flow and change what the sensors “see” 28

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29

Quick Urban & Industrial Complex (QUIC) Dispersion Model Developed by Los Alamos National Lab [http://www.lanl.gov/projects/quic/]

Sensors

Source is likely somewhere in this area

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

29

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Sensors Sensors

QUIC Model of Two Different Modeled Source Locations 1.5 hrs of event on 2/25/18

Potential source locations on railroad track

Potential ground source (well)

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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31

Measured SPod Signal SP

od

PID

(ct

s)

Time (hr)

Modeled SPod Signal (several railroad track locations)

QU

IC O

utp

ut

(arb

. un

its)

Modeled SPod Signal (ground source)

Time (hr) Time (hr)

Win

d D

irec

tio

n (

deg

) SPod Wind Direction

Time (hr)

QUIC model of two different locations to the NE 1.5 hours of event on 2/25/18

Working on improving site topographical accuracy

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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1,3-Butadiene June 19, 2018

32

• Observed from Site 01 in early morning – Measured by multiple NGEM systems – Source is to the south – 1,3-butadiene and cyclohexane observed simultaneously

• Observed at Site 08 later in morning

– Observed by SPods (only sensors installed at that time)

– Source is to the southwest – Auto canister indicates similar speciation to Site 01 – Issues with back-trajectory modeling (close to ground SPods)

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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33

Site 01

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

33

1,3-Butadiene June 19, 2018 - Sites 01 and 08

0

100

200

300

400

500

600

700

0

10

20

30

40

50

60

70

80

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100SP

od

at Site 08

(cts)R

aw D

raft

GC

(1

,3-B

ut.

pp

bv)

& N

orm

aliz

ed A

vg.

SPo

d (c

ts)

Date (mm/dd/yy) Time (hr/min)

SPod Site 01

Louisville AutoGC

MiTAP NGEM GC

SPod Site 08

Dra

ft -

GC

dat

a o

ut

of c

alib

rati

on

ran

ge a

nd

is a

pp

orx

imat

e

Site 08 Can trigger D

raft

- G

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ata

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ange

an

d is

ap

pro

xim

ate

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34

SPod Concentration Roses for 6/19/18 from Site 01 and Site 08 - Elevated 1,3-Butadiene Event

Site 01 - 12 am to 12 pm Site 08 - 6 am to 6pm

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

Due to misalignment to true north, the SPods at Site

08 were rotated by about 8 degrees (west to north) on

July 17, 2018 (adjustment not reflected in this image)

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35

EnviroSuite Back-trajectory for 6/19/18 from Site 01 Peak at 5:55 am, Site 08 at 12:05 pm

10 m met. tower at Site 01

Site 01

Site 08

5:55 am peak at Site 01

2.5 m SPod met. at Site 08 (higher uncertainty)

12:05 pm peak at Site 08

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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Site 08 SPod Concentration Rose, 6 AM to 6 PM on 6/19/18

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

The SPods at Site 08 were rotated by about 8 degrees west to north on July 17, 2018 (adjustment not reflected in this image)

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Site 08

Site 01 Back-trajectories with Site 08 Concentration Rose - 6/19/18

Site 01 trajectories near 5:55am peak

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes

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Summary and Next Steps

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• Rubbertown Project is in process and is helping to advance NGEM equipment and inverse models (much work remains)

• Three high 1,3-butadiene events were described in draft form

(work continues to understand these events)

• Investigation continues as to the possible identity of the source north of Site 01

• Work continues to improve real-time information and inverse model understanding (optimal meteorological requirements)

• Further integrate speciation data (GC at Site 08, canisters, passive samplers) on multiple temporal and spatial scales

Interim draft data (subject to change), presented at the 2018 EPA NEIC Technical Information Exchange, 8/21/18, for scientific discussion purposes