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Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento, December 5 2005 Air Resources Board California Environmental Protection Agency Spatial, Temporal, Chemical, and Particle Size Variations

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Page 1: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Karen Magliano, Theresa Najita,and Kasia Turkiewicz

California Air Resources Board

Sacramento, December 5 2005Air Resources Board

California Environmental Protection Agency

Spatial, Temporal, Chemical, and ParticleSize Variations

Page 2: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Task 2.1[ARB]

• How does the frequency and location of excessive PM concentrations vary from year to year?

• At what locations and during what seasons are State and federal PM standards exceeded?

• How well did the 1999/2001 CRPAQS field study represent the numbers and locations of PM2.5 and PM10 exceedances found over a longer record?

Page 3: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

SJV PM10 Trend

0

50

100

150

200

250

300

350

400

450

500

200420032002200120001999199819971996199519941993199219911990

Hig

h 24

-Hr A

vera

ge

0

10

20

30

40

50

60

70

80

90

Ann

ual A

vera

ge

High 24-Hr Average Annual Average

Page 4: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

PM Standard Exceedances in SJVSJV Exceedances of PM10 Standard

0

5

10

15

1 2 3 4 5 6 7 8 9 10 11 12Month

No.

of E

xcee

danc

es

2000 - State 2004 - State2000 - Federal 2004 - Federal

SJV Exceedances of PM2.5 Standard

0

5

10

15

1 2 3 4 5 6 7 8 9 10 11 12Month

No.

of E

xcee

danc

es

2000 - State 2004 - State2000 - Federal 2004 - Federal

Page 5: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Frequency and location of excessive PM concentrations

PM2.5 FRM Concentrations - 1999-2003

020406080

100120140160180

1999

2000

2001

2002

2003

1999

2000

2001

2002

2003

1999

2000

2001

2002

2003

Conc

entra

tions

(ug/

m3)

Mean

San Joaquin Valley San Francisco Bay Area Sacramento Valley

Page 6: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

CRPAQS v. RoutinePM2.5 Concentrations

CRPAQS Community Monitoring Sites, 12/1/99 - 2/18/01

020406080

100120140160180

12 1 2 3 4 5 6 7 8 9 10 11 12 1 2

Conc

entr

atio

ns (u

g/m

3)

Mean

PM2.5 ConcentrationsFRM Routine Monitoring Sites, 12/1/99 - 2/28/01

020406080

100120140160180

12 1 2 3 4 5 6 7 8 9 10 11 12 1 2

Con

cent

ratio

ns (u

g/m

3)

Mean

Page 7: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

CRPAQS representative of long term exceedances?

• Exceedances have been decreasing • More frequent sampling during CRPAQS

resulted in higher concentrations.• Monthly averages were affected, but

annual averages were not

Page 8: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Task 2.3[ARB]

• How much of PM10 is composed of PM2.5 and how does this relationship change by measurement site, time of day, and season?

• What meteorological and source emission characteristics are associated with differences in the ratio?

• How accurately can PM2.5 concentrations be determined from PM10 measurements

• Where and when is the coarse crustalcomponent found in the PM2.5 size fraction?

Page 9: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Relationship of PM2.5 and PM10

Particulate Matter in SJV - 1998 to 2001

0%

20%

40%

60%

80%

100%

Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec

PMcoarse

PM25

Page 10: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Spatial PM2.5/PM10 Distribution CRPAQS Period

Page 11: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Coarse/Fine Fraction

• Determination of coarse/fine fraction is dependent on– Sampler bias– Filter handling– Spatial/temporal matching of monitors

• Coarse crustal or geological dust component is minor part of PM2.5 – Less than 10%

Page 12: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Task 2.5[STI/ADI]

• How do PM, precursor, and associated pollutant concentrations vary in the vertical dimension?

• To what extent are ground-based measurements at higher elevations influenced by horizontal rather than vertical phenomena?

Page 13: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

PM variation in vertical dimension

• Significant stratification between surface measurements and elevated (tower) measurements– NO – at night, higher at surface than aloft

• Local highway emissions

– Ozone – at night, lower at surface than aloft• NO titration and nitrate formation at night

– Black carbon – uniform vertical distribution• Regional distribution

Page 14: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Higher Elevation Influences

• SNFH characteristics indicative more of a surface site than towers at ANGI and WAG– Above inversion layer and less influenced

by valley air• Less transport, more local sources

Page 15: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Task 2.8[ADI]

• What are the particle size distributions and particle number counts?

• How do they vary in time and space?

Page 16: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Temporal and Spatial Characteristics

• Ultrafine particles more stable at night– Small mode in early morning– Larger mode (with larger diameter) at midday

• Diurnal pattern shows rapid rise in morning– Consistent with nitrate formation aloft brought to

surface during rise of mixing height

• Spatial homogeneity within Valley during winter

Page 17: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Urban v. Rural Characteristics

• Urban site (Fresno)– Single mode distribution– Max count in evening after peak traffic/commute– Maximum diameter greater than shown during

traffic/commute

• Rural/Agricultural site (Angiola)– Bimodal distribution– Max peak in morning, smaller peak in evening– Particle diameters smaller than at urban site

Page 18: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Task 2.2

• What are seasonal, day-to-day, and diurnal variations in PM mass, chemical components, and PM precursor species?

• How do they vary spatially and by season?

• What are the relations between PM10 and PM2.5 variations and other pollutants?

Page 19: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

PM2.5 ConcentrationsFresno

0

2040

6080

100

120140

16012

/1/9

9

1/1/

00

2/1/

00

3/1/

00

4/1/

00

5/1/

00

6/1/

00

7/1/

00

8/1/

00

9/1/

00

10/1

/00

11/1

/00

12/1

/00

1/1/

01

2/1/

01

Co

nc

en

tra

tio

ns

(ug

/m3

)

Dec 99 Dec 00/Jan 01

Page 20: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Seasonal Patterns - Mass

0

10

20

30

40

50

60

70

80

90

100

1 2 3 4 5 6 7 8 9 10 11 12

Month

Conc

entr

atio

ns (u

g/m

3)

0

10

20

30

40

50

60

70

80

90

100

1 2 3 4 5 6 7 8 9 10 11 12

Month

Conc

entr

atio

ns (u

g/m

3)

PM10 PM2.5

Page 21: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Chemical Components – PM2.5San Joaquin Valley

0

5

10

15

20

25

30

1 2 3 4 5 6 7 8 9 10 11 12

Month

Con

cent

ratio

ns (u

g/m

3)

Ammonium NitrateCarbonaceous Aerosols

Page 22: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Chemical Components – PM2.5Sacramento and Bay Area

0

5

10

15

20

25

1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12

Con

cent

ratio

ns (u

g/m

3)

Ammonium Nitrate Carbonaceous Aerosols

Sacramento Valley San Francisco Bay Area

Page 23: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

PM10 Monthly Average Chemical Components

0

10

20

30

40

50

60

70

80

1 2 3 4 5 6 7 8 9 10 11 12

Month

Con

cent

ratio

ns (u

g/m

3)

PM10 MassAmm. NitrateOrganicsECGeologicalAmm. Sulfate

Page 24: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Chemical ComponentsPM10 vs. PM2.5

0

5

10

15

20

25

30

1 2 3 4 5 6 7 8 9 10 11 12 1 2 3 4 5 6 7 8 9 10 11 12

Con

cent

ratio

ns (u

g/m

3)

PM10 PM2.5

Ammonium Nitrate Carbonaceous Aerosols

Page 25: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Urban vs. RuralAmmonium Nitrate

0

510

15

2025

30

1 2 3 4 5 6 7 8 9 10 11 12

Month

Con

cent

rati

ons

(ug/

m3)

UrbanRural

Page 26: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Urban Vs. RuralCarbonaceous Aerosols

0

5

10

15

20

25

1 3 5 7 9 11

Month

Con

cent

rati

ons

(ug/

m3)

Rural OCRural ECUrban OCUrban EC

Page 27: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

PM2.5 Site-to-Site

• Concentrations lower in the northern SJV than in the central andsouthern

• The three highest urban sites had similar average of ~30 ug/m3– Bakersfield (peak - 155 ug/m3)– Fresno (peak – 148 ug/m3)– Visalia (peak - 130 ug/m3)

• The highest rural site– Pixley (average 28 ug/m3, peak peak 165 ug/m3)

• Rural sites on the outskirts of the Valley had lowest concentrations

• Concentrations much lower in the SFB and SV– Average concentration ~ 50% lower than SJV)

Page 28: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Fresno vs. Bakersfield

30% carbonaceous60% amm. nitrate

50% carbonaceous40% amm. nitrate

Peak

40% carbonaceous40% amm. nitrate

60% carbonaceous30% amm. nitrate

Average

Chemical Composition

155 ug/m3148 ug/m3Peak

26.3 ug/m327.1 ug/m3Average

PM2.5 Mass

BakersfieldFresno

Page 29: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Day-to-Day VariationsPM2.5 Mass

• Concentrations become more uniform as the episode progresses

1/6/0112/26/99Most Uniform Day

20%16%Coefficient of Variation

82 ug/m3 to165 ug/m3

71 ug/m3 to115 ug/m3

Concentration Range

Dec 2000Dec 1999

Page 30: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Day-to-Day VariationsChemical Components

- Vary from day to day- Emission driven- ~ 30% in Dec. 2000

- Decrease with time- Meteorology driven- >60% in Dec. 2000

TemporalVariations

- Character dependent(higher at urban sites than rural)

- Significant variations from site to site

- Latitude dependent (increase from north to south)

- Subregions with fairly uniform urban and rural concentrations

SpatialVariations

Carbonaceous AerosolsAmmonium Nitrate

Page 31: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Temporal Variations

020406080

100120140160180

12/20/00 12/23/00 12/26/00 12/29/00 1/1/01 1/4/01 1/7/01

Con

cent

rati

ons

(ug/

m3)

PM2.5_BRES PM2.5_PIXL Amm.Nitrate_BRESAmm.Nitrate_PIXL Carbonac.Material_BRES Carbonac.Material_PIXL

Page 32: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Spatial Variations

0

20

40

60

80

100

120S

OH

MR

M

CLO

FRE

S

FSF

FRE

M

SE

LM VC

S

CO

P

PIX

L

BR

ES

Con

cent

rati

ons

(ug/

m3)

Ammonium Nitrate Carbonaceous Aerosols

32243842Carbonaceous Aerosols

13841353Ammonium Nitrate

COVAvg. Conc. (ug/m3)

COVAvg. Conc. (ug/m3)

Page 33: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Diurnal Variations

Morning increase with a midday maximum

More pronounced morning peakLarge evening peak

Small morning peak

Large evening peak

PM2.5 mass

Morning peakSmaller evening peak

Very small morning peakVery pronounced evening peak (9 pm)

Particle count

Morning increase (10 am to noon)

Midmorning peak(10am to noon)

Midmorning peak(10-11 am)Evening peak(7 pm to midnight)

Nitrate

FlatSmall morning peak (7-8 am)Large evening peak (7 pm to midnight)

BC

AngiolaBakersfieldFresno

Page 34: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Task 2.4[STI]

• Highest PM2.5 concentrations– On the Valley floor within three to five hundred

meter above see level

• Background PM2.5 concentrations– 1.5-3.5 ug/m3 annually– 1-2 ug/m3 during winter

• Boundary– Elevated sites substantially cleaner

(concentrations <1/2 of the Valley floor)

Page 35: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Task 2.6[DRI/ARB]

• Annual standard controlling• 50-75% of the annual average can be

attributed to a high PM2.5 period from November to January (DRI)

• Based on the most recent years the % is lower (40-50%)

Page 36: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Controlling StandardFresno, 2001

0

15

30

45

60

75

90

105

120

1/8

2/8

3/8

4/8

5/8

6/8

7/8

8/8

9/8

10/8

11/8

12/8

Con

cent

rati

ons

(ug/

m3)

0

5

10

15

20

25

2001 Annual Average

10 E

xcee

danc

es

No

exce

edan

ces

Page 37: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Task 2.7-Correlation Between O3 and PM2.5

• Annual– No correlation

(O3 – summer, PM2.5 - winter)

• Seasonal– Rural – some correlation in winter– Urban – some correlation in summer

Page 38: California Air Resources Board - Spatial, Temporal, Chemical, and … · 2005-12-06 · Karen Magliano, Theresa Najita, and Kasia Turkiewicz California Air Resources Board Sacramento,

Winter Average Diurnal Profiles

• Peak PM2.5 occurs during the day in Angiola(same phase as O3)

• Peak PM2.5 occurs at night in Fresno and Bakersfield (out of phase with O3)

ANGI, Average Winter Diurnal Profile for O3 and PM

0

5

10

15

20

25

30

35

40

45

50

0 6 12 18 24

Time of Day

Conc

entra

tions

(ppb

for

O3,

ug

/m3

for

PM2.

5)

Avg. O3Avg PM2.5

FSF, Average Winter Diurnal Profile for O3 and PM

0

10

20

30

40

50

60

700 2 4 6 8 10 12 14 16 18 20 22

Time of day

Con

cent

ratio

ns (p

pb fo

r O

3,

ug/m

3 fo

r PM

2.5)

Avg. O3Avg PM2.5