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Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

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Page 1: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Atmospheric AerosolBasics

AOSC 637

RUSSELL R. DICKERSON

Page 2: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Atmospheric Aerosols

Bibliography

Seinfeld & Pandis, Atmospheric Chemistry and Physics, Chapt. 7-13

Finlayson-Pitts & Pitts, Chemistry of the Upper and Lower Atmosphere, Chapt. 9.

Classic papers: Prospero et al. Rev. Geophys. Space Phys., 1607, 1983; Charlson et al. Nature 1987; Charlson et al., Science, 1992.

Recent Papers: Ramanathan et al., Science, 2001; Andreae and Crutzen, Science, 1997; Dickerson et al., Science 1997; Jickells et al., Global Iron Connections Between Desert Dust, Ocean Biogeochemistry and Climate, Science, 308 67-71, 2005.

Page 3: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

EPA REGIONAL HAZE RULE: FEDERAL CLASS I AREAS TO RETURN TO “NATURAL” VISIBILITY LEVELS BY 2064

Acadia National Park

clean day moderately polluted day

http://www.hazecam.net/

…will require essentially total elimination of anthropogenic aerosols!

Page 4: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

INTRODUCTION: Particles are one of the most important and certainly the most visible aspects of air pollution. The effects span the areas of health (1% increase in mortality per 10 μg m-3); acid rain, visibility degradation, radiation and photochemistry and cloud microphysics changes (and thus climate changes), and the Antarctic ozone hole. For a view into the "bad old days" see Killer Smog by William Wise.

NOMENCLATURE:Particle refers to a solid or liquid, larger than a molecule, diameter > 0.01 μm, but small enough to remain in the atmosphere for a reasonable time, diameter < 100 μm.

Particulate is an adjective, in spite of what EPA tries to say.

Aerosol is a suspension of particles in a gas.

Page 5: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Particles, like gases, are characterized by chemical content, usually expressed in g m-3, but unlike gases, particles also have a characteristic size. We may want to start discussion the characteristics of atmospheric aerosols by addressing the question "What is the mean diameter of the particles?" The answer to this question changes with your point of view.

A. Size Number Distribution

If your concern is the mass of some pollutant that is being transported through the air for biogeochemical cycles, then you want to know the mean diameter of the particles with the mass or volume. In other words, "What size particles carry the most mass?”

If your concern loss of visibility then you want to know the diameter of the particles that have the largest cross section or surface area. In other words, "What size particles cover the largest surface area?"

If your concern is cloud formation or microphysics then you want to know the range of diameters with the largest number of particles. In other words, "What is the size of the most abundant particles?"

If your concern is human health then you need to know about both the mass and number of the particles, because only a certain size particle can enter the lungs.

Page 6: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Here we define the number distribution function, fn (Dp), and the number of particles with diameter between Dp and Dp + dDp in a cm3 of air as follows:

fn(Dp) dDp (particles cm-3/m) The total number of particles, N, is given by the following integral (everywhere we integrate from 0 to infinite diameters):

N = fn(Dp) dDp (particles cm-3 )

Page 7: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

We can define a surface area distribution function, fs(Dp), for spherical particles as

follows:

fs(Dp)dDp = Dp2 fn(Dp ) (m2 m-1

cm-3 )

This gives the surface area of particles in a size range per cm3 of air. The total surface area of the particles, S, is given by the integral over all diameters:

S = fs(Dp) dDp = Dp2 fn (Dp) dDp (m2 cm-3)

Page 8: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Likewise the volume distribution function and the total volume:

fv (Dp) dDp = {/6} Dp3 fn (Dp) (m3 m-1 cm-3 )

V = fv(Dp) dDp = /6 Dp3 fn(Dp) dDp (m3 cm-3)

The distributions based on log Dp can be defined in a similar manner, where

n(log Dp)dlogDp is the number of particles in one cm3 with diameter from Dp to Dp + log Dp.

The total number is:

N = n(log Dp) d(logDp) (particles cm-3 )

The normalized distribution functions based on log Dp for surface area and volume are

similar. For the differential number of particles between Dp and Dp + dDp we use the

notation dN, and likewise dS and dV, we can represent the size distribution functions as -

n (log Dp) = {dN} / {N dlogDp }

ns (log Dp) = {dS} / {S dlogDp }

nv (log Dp) = {dV} / {V dlogDp }

This is the common notation for expressing the variation in particle number, surface area or volume with the log of the diameter.

Page 9: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

B. Chemical Composition

The bimodal nature of the size-number distribution of atmospheric particles suggests at least two distinct mechanisms of formation, and the chemical composition of the particles reflects their origins.

Fine particles have a diameter smaller than about 2.5 m, and are produced by the condensation of vapors, accumulation, and coagulation. They have a chemical composition that reflects the condensable trace gases in the atmosphere: SO2, NH3, HNO3,

VOC’s, and H2O. The chemical composition is water with SO4-2, NO3

-, NH 4+, Pb, Cl-, Br-,

C(soot), and organic matter; where biomass burning is prevalent, K+.

Coarse Particles have a diameter greater than about 2.5 m, are produced by mechanical weathering of surface materials. Their lifetimes, controlled by fallout and washout, are generally short. The composition of particles in this size range reflects that of the earth's surface - silicate (SiO2), iron and aluminum oxides, CaCO3 and MgCO3; over the

oceans , NaCl.

Page 10: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

ORIGIN OF THE ATMOSPHERIC AEROSOL

Soil dustSea salt

Aerosol: dispersed condensed matter suspended in a gasSize range: 0.001 m (molecular cluster) to 100 m (small raindrop)

Environmental importance: health (respiration), visibility, radiative balance,cloud formation, heterogeneous reactions, delivery of nutrients…

Page 11: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

AEROSOL NUCLEATION

# molecules 1 2 3 4

G

cluster sizeCritical cluster size

Surface tension effect

Thermo driving force

Page 12: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Atmospheric AerosolsAtmospheric Aerosols

Page 13: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Aerosol DistributionsAerosol Distributions

Number

• cloud formation

Surface

• visibility

Volume

• mass

Mass & Number

• human health

Page 14: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

TYPICAL U.S. AEROSOL SIZE DISTRIBUTIONS

Freshurban

Agedurban

rural

remote

Warneck [1999]

Page 15: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

SAMPLE AEROSOL SIZE DISTRIBUTION (MARINE AIR)

Seasalt

Sulfate(natural)

Page 16: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

COMPOSITION OF PM2.5 (NARSTO PM ASSESSMENT)

Dust

Page 17: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

C. Optical Properties and Visibility

The optics of aerosol science follow the most rigorous physics, but traditionally defined visibility is the distance at which a large dark object, such as a hill or a barn can just be seen. A more quantitative definition can be obtained by considering the change in intensity of light reflecting off an object as a function of the scattering of light by the atmosphere.

I/I = e(-bX)

Where I is the intensity of light, b (or bext) is the extinction coefficient with units of m-1, and

X is the distance in m. The limit to visibility for the human eye is a 2% change in intensity relative to the background or:

I/I = 0.02

Page 18: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Radiation and fine particles

Page 19: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Atmospheric VisibilityAtmospheric Visibility (absorption & scattering)

1.Residual

2.Scattered away

3.Scattered into

4.Airlight

Page 20: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

The extinction coefficient represents the sum of the extinctions from gases and particles, each of which can in turn be divided into extinction due to absorption or scattering.

bext = bgas + bparticles

bext = babs + bscatt

babs (gases) = Beer's Law absorption

bscatt (gases) = Rayleigh Scattering

babs (particles) = Usually < 10% of extinction

bscatt (particles) = Mie Scattering = (bsp)

The ultimate limit to visibility in a very clean atmosphere is Rayleigh scattering, but Mie scattering usually dominates. The range of bsp is 10-5

m -1 to 10-3 m

-1.

Aerosol optical depth (AOD), is a measure of the extinction caused by scattering and absorption:

I/I0 = exp (-bext x) = bext x

= bext(z) dz (unitless)

Page 21: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Single scattering albedo, , is a measure of the fraction of aerosol extinction caused by scattering:

= bsp/(bsp + bap)

Angstrom exponent, , is a measure of the size number distribution. the name of the exponent in the formula that describes the dependency of the aerosol optical thickness on wavelength. Fresh urban aerosols for dust storms

Page 22: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Optical Properties of Small Particles

m = n + ikm = complex index of refraction

n = scattering (real part)

k = absorption (imaginary part)

The real part of the index of refraction is only a weak function of wavelength, while the imaginary part, ik, depends strongly on wavelength.

Page 23: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Refractive indices of aerosol particles at = 589 nm

m = n + ik

Substance n kWater 1.333 10-8

Ice 1.309 10-8

NaCl 1.544 0

H2SO4 1.426 0

NH4HSO4 1.473 0

(NH4)2SO4 1.521 0

SiO2 1.55 0

Black Carbon (soot) 1.96 0.66

Mineral dust ~1.53 ~0.006

Page 24: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

The scattering cross section is the product of the mass loading, and the surface area per unit mass; note the ln of 0.02 is about -3.9, thus:

Visibility ≈ 3.9(bsp)-1

bsp = Sm

Where

bsp is the scattering coefficient in units of m-1

m is the mass loading in units of g m-3

S is the surface area per unit mass in units of m2g-1

For sulfate particles, S is about 3.2 m2 g-1 where the humidity is less than about 70%; for other materials it can be greater.

Visibility = 3.9/(3.2 m)

= 1.2 /(m)

Page 25: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Example: Visibility improvement during the 2003 North American Blackout

Normal conditions over Eastern US during an air pollution episode:

bsp ≈ 120 Mm-1 = 1.2 x 10-4 m-1 at 550 nm

bap = 0.8 x 10-5 m-1

bext = 1.28 x 10-4 m-1

Visual Range ≈ 3.9/bext = 30 km

During blackout

bsp = 40 Mm-1 = 0.4 x 10-4 m-1

bap = 1.2 x 10-5 m-1

bext = 0.52 x 10-4 m-1

Visual Range = 3.9/bext = 75 km

Page 26: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Example: Visibility improvement during the 2003 North American Blackout

Single scattering albedo, , normal = 1.20/1.28 = 0.94

Blackout = 0.4/0.52 = 0.77

With the sulfate from power plants missing, and the soot from diesel engines remaining the visual range is up, but the single scattering albedo is down. Ozone production inhibited.

See: Marufu et al., Geophys Res. Lett., 2004.

Page 27: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Extinction Coefficient as a PM2.5 Surrogate

PM2.5 = 7.6 g/m3 PM2.5 = 21.7 g/m3

PM2.5 = 65.3 g/m3

Glacier National Park images are adapted from Malm, An Introduction to Visibility (1999) http://webcam.srs.fs.fed.us/intropdf.htm

Page 28: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

ANNUAL MEAN PARTICULATE MATTER (PM) CONCENTRATIONS AT U.S. SITES, 1995-2000

NARSTO PM Assessment, 2003

PM10 (particles < 10 m) PM2.5 (particles < 2.5 m)

Red circles indicate violations of national air quality standard:50 g m-3 for PM10 15 g m-3 for PM2.5

Page 29: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Aircraft obs. →

AOD ~ 0.1

←Model calcs.

NO2 + hυ (+O2) → NO + O3

Page 30: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

AEROSOL OPTICAL DEPTH (GLOBAL MODEL)

Annual mean

Page 31: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

AEROSOL OBSERVATIONS FROM SPACE

                                                                                                                 

        

Biomass fire haze in central America (4/30/03)

Fire locationsin red

Modis.gsfc.nasa.gov

Page 32: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

BLACK CARBON EMISSIONS

Chin et al. [2000]

DIESEL

DOMESTICCOAL BURNING

BIOMASSBURNING

Page 33: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

RADIATIVE FORCING OF CLIMATE, 1750-PRESENT

“Kyoto also failed to address two major pollutants that have an impact on warming:  black soot and tropospheric ozone.  Both are proven health hazards.  Reducing both would not only address climate change, but also dramatically improve people's health.” (George W. Bush, June 11 2001 Rose Garden speech)

IPCC [2001]

Page 34: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Climate radiative forcing – revised 2002.

Page 35: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

What does the UN Inter-government Panel on Climate Change say?

Page 36: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

ASIAN DUST INFLUENCE IN UNITED STATESDust observations from U.S. IMPROVE network

April 16, 2001Asian dust in western U.S.

April 22, 2001Asian dust in southeastern U.S.

GlenCanyon, AZ

Clear day April 16, 2001: Asian dust!

0 2 4 6 8g m-3

Page 37: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

LONGITUDE

AL

TIT

UD

E (

km)

100E 150E 150W 100W

TRANSPACIFIC TRANSPORT OF ASIAN DUST PLUMES

Subsidenceover western U.S.

Source region(inner Asia)

Asian plumes over Pacific

GEOS-CHEM Longitude cross-section at 40N, 16 April, 2001

0

5

10

ASIA UNITED STATES

T.D. Fairlie, Harvard

Page 38: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON
Page 39: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Trends NE China versus NE US

50

100

150

200

250

300

1996 1997 1998 1999 2000 2001 2002 2003 2004 2005

Ele

ctr

icit

y G

en

era

tio

n o

r S

O2

Em

issio

ns

0.2

0.4

0.6

0.8

1

1.2

1.4

SO

2 C

olu

mn

Co

nte

nt

(No

rmali

zed

)

China Elect. Generation USEPA Emissions

Satellite China Satellite USA

Page 40: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

[email protected]

GOME & SCIA NO2: US Power Plant NOx reductions

• After 2000, clear decrease (> 30%) in NO2 in Ohio River Valley area. (SIP-Call)

• Little change over East Coast

1996 2000 2005

Page 41: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

NOx Emissions Trends and Satellite NO2 Data, 1996 - 2005

R2 = 0.84

2.00

2.50

3.00

3.50

4.00

4.50

5.00

0 100000 200000 300000 400000 500000 600000

Power Plant Emissions in Ohio River Valley (tons/season)

GO

ME

/SC

IA c

olu

mn

NO

2

Page 42: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Point Source

Emissions

1999

Frost et al.,

JGR, 2006

Page 43: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Emissions rates (CEMS) for the third quarter (July to September) in 1999 (open squares) and 2003 (solid circles). Average emission rates at a particular plant are the ratio of total quarterly mass emissions (in pounds) divided by total quarterly heat input (in million British Thermal Units).

Frost et al. JGR, 2006.

Page 44: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Aerosols in the Atmosphere

Abundance and size

• Aerosol concentration is highly variable in space and time. Concentrations are usually highest near the ground and near sources.

• A concentration of 105 cm-3 is typical of polluted air near the ground, but values may range from 2 orders of magnitude higher in very polluted regions to several lower in very clean air.

• Radii range from ~ 10-7 cm for the for small ions to more than 10 µm (10-3

cm) for the largest salt and dust particles.

• Small ions play almost no role in atmospheric condensation because of the very high supersaturations required for condensation.

• The largest particles, however, are only able to remain airborne for a limited time

Page 45: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Aerosol Size Naming Convention

Usually divided into three size groups ( D - diameter)

1. Aitken Nuclei 2 x 10-3 µm < D 2 µm

2. Large Nuclei 2 µm < D 2.5 µm

(also called the accumulation mode)

3. Giant Nuclei D > 2.5 µm

Page 46: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Other Naming Convention

• Nucleation mode D ≤ 0.1 µm

• Accumulation or coagulation mode 0.1 µm < D ~ 1 µm

Thought to be most important in natural cloud formation

• Coarse Particle Mode D ~ 1 µm

Page 47: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Origins of Atmospheric Aerosols

1. Condensation and sublimation of of vapors and the formation of smokes in natural and man-made combustion.

2. Reactions between trace gases in the atmosphere through the action of heat, radiation, or humidity.

3. The mechanical disruption and dispersal of matter at the earth’s surface, either as sea spray over the oceans, or as mineral dusts over the continents.

4. Coagulation of nuclei which tends to produce larger particles of mixed constitution

Page 48: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Aerosol Makeup

• Typical substances formed in large quantities by condensation following combustion include ashes, soot, tar products, oils as well as sulfuric acid and sulfates. These particles are primarily within the range of Aitken nuclei.

• Mechanical disintegration, by wind and water, of rocks and soil produces particles with diameters > 0.2 µm. These fall primarily in the large nuclei range.

• According to Jaenicke (Science, 308 p. 73, 2005) about 25% of the number of particles with diameter greater than 0.2 µm are biogenic. (remains to be verified).

Page 49: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Aerosol Makeup - continued

• Chemical reactions between nitrogen, oxygen, water vapor and various trace gases (e.g., sulfur dioxide, chlorine, ammonia, ozone, and oxides of nitrogen) primarily produce particles in the Aitken and Large range.

Examples

Formation of ammonium chloride from NH3 and HCl

Oxidation of SO2 to H2SO4

Reaction of sulfur dioxide, ammonia, and water to produce ammonium sulfate particles.

Production of higher oxides of nitrogen through the action of heat, ozone or ultraviolet radiation

Page 50: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Cloud Condensation Nuclei - CCN

• Comprises a small fraction of the total aerosol population

• Sea salt is the predominant constituent of CCN with D > 1µm

• For 0.1 µm < D < 1 µm, the main component is thought to be sulfate, which may be present as sulfuric acid, ammonium sulfate, or from phytoplankton produced dimethylsulfide (see Charlson et al., Nature, 326, 655-661).

Page 51: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Activity Spectrum

Let Nc be the number of particles per unit volume that are activated to become cloud droplets.

Data from cloud chamber measurements are often parameterized as

Nc = C (S-1)k

where C and k are parameters that depend on air mass type.

Rogers gives:

Maritime air: 30 < C < 300 cm-3; 0.3 < k < 1

Continental air: 300 < C < 3000 cm-3; 0.2 < k < 2

Thus, for the same saturation ratio, one would expect to find small numbers of CCN per unit volume in maritime air and large numbers per unit volume in continental air.

Page 52: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Long term trend in PM concentrations in Mid Atlantic Region from the IMPROVE and

CASTNET samplers

Page 53: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

OC trend – 0.05 g m-3 yr-1

OM trend ~ – 0.08 g m-3 yr-1

Page 54: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

1988-2004 EC trend -0.05 g m-3 yr-1

Page 55: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

1988-2006 EC trend -0.04 g m-3 yr-1

Page 56: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

DRI doesn’t trust the data from 2000-2004.

Page 57: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Washington, DC Nitrate

IMPROVE every 3rd day observations (1988-2006) linear trend and 30-point running mean.

0

1

2

3

4

5

6

7

8

9

10

1988

1989

1990

1991

1992

1993

1994

1995

1996

1997

1998

1999

2000

2001

2002

2003

2004

2005

2006

Nitr

ate

(ug/

m3 )

1988-2006 NO3- trend -0.02 g m-3 yr-1

Page 58: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Washington, DC IMPROVE 1989-2006 Sulfate

0

5

10

15

20

25

30

35

J an-

89

Jul-8

9

J an-

90

Jul-9

0

J an-

91

Jul-9

1

J an-

92

Jul-9

2

J an-

93

Jul-9

3

J an-

94

Jul-9

4

J an-

95

Jul-9

5

J an-

96

Jul-9

6

J an-

97

Jul-9

7

J an-

98

Jul-9

8

J an-

99

Jul-9

9

J an-

00

Jul-0

0

J an-

01

Jul-0

1

J an-

02

Jul-0

2

J an-

03

Jul-0

3

J an-

04

Jul-0

4

J an-

05

Jul-0

5

J an-

06

Jul-0

6

Su

lfat

e (u

g/m

3)

Trend – 0.094 g m-3 yr-1

Page 59: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

1989-2006 Dust – 0.022 g m-3 yr-1

Page 60: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

1989-2006 PM2.5 – 0.22 g m-3 yr-1

Page 61: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON

Seasonal cycle in PM concentrations in Mid Atlantic Region from the IMPROVE and

CASTNET samplers

Page 62: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON
Page 63: Atmospheric Aerosol Basics AOSC 637 RUSSELL R. DICKERSON
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