pm2.5 sources at mayfield, newcastle - niwa · 2.5 sources at mayfield, newcastle eduard stelcer,...

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PM 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio Australian Nuclear Science and Technology Organisation Institute for Environmental Research, Locked Bag 2001, Kirrawee NSW

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Page 1: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

PM2.5 Sources at Mayfield, Newcastle

Eduard Stelcer, David D. Cohen, Armand J. Atanacio

Australian Nuclear Science and Technology Organisation

Institute for Environmental Research, Locked Bag 2001, Kirrawee NSW

Page 2: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Introduction

Long term PM2.5 sampling at Mayfield sampling site (Feb1998 – Dec2013)

Ion Beam Analysis (IBA) of collected samples

Positive Matrix Factorisation (PMF)

Page 3: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Mayfield

Mayfield

Inner city suburb of Newcastle,

approximately 150 km north of Sydney

MAYFIELD

SAMPLING

SITE

HEAVY

INDUSTRY

AREA

Australia

Newcastle

Newcastle

It is close to highly industrialised areas and

the port of Newcastle

The region was originally developed as an

area for heavy industry, specifically iron and

steel making

Page 4: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Sampling

Standard IMPROVE PM2.5

cyclone sampling unit

22 l/min flow rateClean

filter

Exposed

filter

Stretched Teflon filters

Every Wednesday and Sunday from February 1998 to December 2013

1538 days sampled

1421 good sampling days

Page 5: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Analysis

Accelerator based Ion Beam Analysis (IBA) techniques

Mascot, Sydney

1

10

100

1000

10000

0 2 4 6 8 10 12 14 16 18

X-ray Energy (keV)

Cou

nts/

3µC

Data

Bkg

Fit

Al

Si

S Cl

K

Ca

Ti

Mn

Fe

Cu

Zn

Pb

Pb

Br

PIGE

100

1,000

10,000

100,000

0 200 400 600

Energy (keV)

Cou

nts

/3 µ

C

511 keV

F 197 keV

Na 440 keV

(21±2) µg/cm2

PESA

1

10

100

1,000

10,000

0 1000 2000 3000

Energy (keV)

Cou

nts/

3 µC

H

5.4 µg/cm2

C,F

2.6 MeV protons

RBS

0

200

400

600

800

1000

0 1000 2000 3000

Energy (keV)

Cou

nts

/ 3 µ

C

O

C

F

2.6 MeV protons

Al to Pb (X-rays)

F, Na (-rays)

H (forward scatter) C, N, O (back scatter)

PIXE

Laser Integrating Plate Method (LIMP)

BC

H, Na, Al, Si, P, S, Cl, K, Ca, Ti, V, Cr, Mn, Fe, Co, Ni, Cu, Zn, Se, Br, & Pb

Page 6: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Gravimetric Mass and the Australian NEPC Goals

Box and whisker plot of the 1,421 fine mass measurements at Mayfield site

(+) symbols are annual average values

horizontal bars in the boxes are annual median values

The average gravimetric mass over the study period was (8.11±12) µg/m3

The maximum mass value of 402 µg/m3 occurred during significant desert dust

storms in September 2009

8 µg/m3

25 µg/m3

Page 7: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

PM2.5 Av. Median SD Max MDL

H (ng m-3) 271 180 1,118 41,849 4.2 Na (ng m-3) 404 307 427 3,962 58 Al (ng m-3) 44 26 123 4,107 3.2 Si (ng m-3) 106 66 344 11,899 1.6 P (ng m-3) 3.1 1.5 5.0 98 1.7 S (ng m-3) 414 339 285 2,612 1.4 Cl (ng m-3) 431 272 492 4,288 1.5 K (ng m-3) 63 43 88 2,377 0.8 Ca (ng m-3) 49 33 64 1,511 0.9 Ti (ng m-3) 4.9 2.7 26 987 0.6 V (ng m-3) 2.6 1.6 3.2 41 0.6 Cr (ng m-3) 0.6 0.3 0.9 9 0.5 Mn (ng m-3) 89 7 180 1,633 0.5 Fe (ng m-3) 135 57 354 10,704 0.6 Co (ng m-3) 0.6 0.2 2.2 70 1.0 Ni (ng m-3) 1.4 0.9 4.8 155 0.5 Cu (ng m-3) 2.3 1.5 3.0 51 0.6 Zn (ng m-3) 34 13 83 1,483 0.7 Se (ng m-3) 0.7 0.5 0.9 9 1.5 Br (ng m-3) 4.7 3.1 5.3 61 1.9 Pb (ng m-3) 15 5.9 27 336 3.7 BC (ng m-3) 1,237 1,048 813 7,367 29

Salt (µg m-3) 1.03 0.78 1.1 10 0.15 Soil (µg m-3) 0.78 0.47 2.0 69 0.02 Organics (µg m-3) 1.87 0.89 12 460 0.05 Ammonium Sulfate (µg m-3)

1.71 1.40 1.2 11 0.06

RCM (µg m-3) 6.59 5.35 14 519 0.04 RCM% 81 80 12 137

Mass (µg m-3) 8.11 6.62 12 402 0.16

Composition of the fine particles at Mayfield (1998-2013)

Salt = 2.54Na

Soil = 2.2Al + 2.49Si +1.63Ca + 1.94Ti +2.42Fe

Organics = 11(H - 0.25S)

Ammonium Sulfate = 4.125S

Page 8: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Time Series Plots (1998 – 2013)

October 1999

Fe – dropping

from over 500 ng/m3 to less then 300 ng/m3

March 2008

Mn – dropping

from over 500 ng/m3 to almost 0 ng/m3

January 2001

Pb – dropping

from over 50 ng/m3 to less then 10 ng/m3

Page 9: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

[H/S] = 0.25

Ammonium sulfate [(NH4)2SO4]

Scatter Plots

[Al/Si] = 0.36

Clay Alumina-Silicates (Soil)

Page 10: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Positive Matrix Factorisation (PMF2)

PMF is a one-step receptor modelling technique for determining the elemental

fingerprints for key pollution sources and there contributions to total pollution

Each sampling site has its own fine particle sources and each source has its own

elemental fingerprint

PMF does not automatically assign a source name to each fingerprint - it only

provides a source factor which is then given a name by the user

This is based on sampling site knowledge and experience in identifying the

source associate with elemental fingerprint of each factor

Page 11: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F1

-Fra

cti

on Soil

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F3

-Fra

cti

on Sea

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F4

-Fra

cti

on Smoke

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F5

-Fra

cti

on IndCa

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F6

-Fra

cti

on IndMn

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F7-F

rac

tio

n Auto1

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F8

-Fra

cti

on IndFe

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F9

-Fra

cti

on Auto2

0.000

0.001

0.010

0.100

1.000

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

F2

-Fra

cti

on 2ndryS

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

Soil

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

Sea

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

Smoke

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

IndCa

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

IndMn

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

Auto1

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

IndFe

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

Auto2

0

20

40

60

80

100

H Na Al Si P S Cl K Ca Ti V Cr Mn Fe Co Ni Cu Zn Se Br Pb BC

%

2ndryS

PMF source fingerprints Percentages of total elemental

concentrations in sourcesAl, Si, K, Ca, Ti, Fe

[Al/Si] = 0.37

H, Na, S

Na, S, Cl, K

[Cl/Na] = 1.47

H, S, K, BC

H, Si, S, Cl, Zn,

Pb, BC

S, Fe, BC

H, S, Bc

H, S, Mn, Fe, BC

Si, K, Ca, BC

74% Al, 89% Si, 61% Ti

11% H, 41% Na, 78% P,

78% S, 58% V, 44% Ni

59% Na, 99% Cl

66% H, 84% K, 51% Br,

62% Pb, 28% BC

43% Ca

98% Mn

60% Cr, 41% Ni,

48% Cu, 57% BC

72% Fe

89% Zn

Page 12: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

PMF

0

3,000

6,000

9,000Sea

0

3,000

6,000

9,000Smoke

0

1,000

2,000

3,000IndCa

So

urc

e (

ng

m-3

)

0

3,000

6,000

9,000Soil

0

3,000

6,000

9,000IndMn

0

3,000

6,000

9,000Auto1

0

1,000

2,000

3,000IndFe

0

1,000

2,000

3,000

199

802

04

199

902

24

200

002

16

200

102

04

200

202

20

200

306

22

200

406

13

200

505

22

200

606

28

200

706

17

200

806

29

200

906

21

201

006

20

201

107

20

201

207

25

201

308

07

Auto2

0

3,000

6,000

9,0002ndryS

DATE (yyyymmdd)

January 2001 leaded petrol ceased in NSW

October 1999 cloasure of major iron and steel work plants

March 2008 manganese dioxide production closed

October 1999 reduction in daily mass concentrations

Daily

sourc

e c

oncentr

ations

Factor Fingerprint %Mass

F1 Soil 4.6±0.25

F2 2ndryS 19.7±0.42

F3 Sea 17.3±0.37

F4 Smoke 23.0±0.35

F5 IndCa 1.72±0.51

F6 IndMn 4.56±0.15

F7 Auto1 26.1±0.48

F8 IndFe 2.08±0.27

F9 Auto2 0.97±0.13

1

Average contributions

to the total PM2.5 mass

1998 - 2013

Page 13: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118
Page 14: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Conclusion

IBA is a powerful non-destructive multi-elemental analytical tool which can

provide information on elemental concentrations for most of the elements that

can be found in atmospheric particles.

The combination of long-term IBA data sets with PMF can be used to determine

source fingerprints and their contribution to total pollution on a local scale.

This source information can be more meaningful to local councils and regulatory

bodies than elemental concentration alone.

Page 15: PM2.5 Sources at Mayfield, Newcastle - NIWA · 2.5 Sources at Mayfield, Newcastle Eduard Stelcer, David D. Cohen, Armand J. Atanacio ... Av. Median SD Max MDL H (ng m-3) 271 180 1,118

Thank you for your attention