• No results found

1401.pdf

N/A
N/A
Protected

Academic year: 2020

Share "1401.pdf"

Copied!
63
0
0

Loading.... (view fulltext now)

Full text

(1)

-

m

T A B L E O F

C

O N T E N T S

A b

str a ct

I

ntr o

d

u ct

i

o n

B

a c

k

gr ou n

d

an

d T h

e o r

y

M

et

h

o

d

s

R

e s u

l

ts

D i

s c u s s

i

o n

C

o n clu s

i

o n s

R

e co

m m

e n

d

at

i

o n s

R

e

f

e r e n ce s

5

7

1 1

1

8

2

1

2 4

2

6

2

7

2 8

A

PP E N D I X A

A

P P

E N D I

X

B

A P P E N D I X C

A

P P

E N D I X D

F i g

ur es an

d T

a

b l

e s

S

a

m

p

l

i

n

g D

ata

/

M

o

d

el

I

n

p

ut

P

a r a

m

ete rs

M

ete o r olo

g i

c a

l D

ata

(2)

I N D E

X

O F F I

G

U

R

E S

F i g

ur e

1

:

D

u ke

F

o r e st

S i

te

F

i

gu r e 2:

S

o u r c e T o

w

e r

F i g

u r e 3:

S

o u r c e E

m

is s

i

o n

Si

te s

F i g

u r e

4

:

F T I R D

ata s et

M

o

d

e

l P

r e

d i

ct

i

on s

F

i

gur e 5:

T

e

d

la r «

P

o

i

nt

S

a

m

p l

e

D

ata s et

M

o del Pr e

d i

ct

i

o n s

F

i

gur e 6: I

S C

2 a n

d

I

S C

3

A

r e a v s.

V

olu

m

e

S

o u r c e

C

o niigu r at io n s,

F T I

R D

ata s et

F i g

u r e

7

:

A E

R

M

O D A

r e a v s.

V

o

l

u

m

e

S

o u r c e

C

o n

fi g

u r at

i

o n s,

F

T

I

R D

ata s et

F i g

ur e 8: I

S C

2 and I

S C

3

A

r e a v s.

V

olu

m

e

S

o u r c e

C

o nfi gu r at

io

n s

T

e

d

la r ®

D

ata set

F i g

u re

9

:

A E

R

M

O D A

r e a v s.

V

o

l

u

m

e

S

o u r c e

C

o n

fi g

u r at

i

o n s,

T

e

d l

ar ®

D

ata set

I N D E

X O

F T

A

B L E

S

T

a

b

le

1

:

S

ou rc e

C h

e

m ic a

l E

m

i

s s

i

o n

R

ate s

T

ab le 2:

M

ete o rolo

g y V

a r

ia

b

les

T

a

b

le 3:

L i

n e a r

R

e

g

r ess

i

o n

R

es ul ts

f

o r I

S C

volu

m

e a n

d A E R

M

O D

v olu

m

e

S

o u r ce

P

re

d i

ct

io n s

T a

b

le 4: L in e a r

R

e

g

re ss

i

on

R

e s ul ts

f

o r

A

r e a

P

r e

d i

ct

i

o n s;

O P

-F

T CR

d

ata s et

(3)

A C K

N

O

W

L E D G E

M

E N T S

F

i

n an c

i

a

l

s u

p p

o rt

f

o r t

h i

s pr o

j

e ct

w

as

p

r o v

i d

e

d b

y t

h

e

O

a

k R i d g

e In st

i

tute

f

o r

S

c

i

en c e a n

d

E

d

uc at

i

on

(

O R

I

SE

)

,

U

.

S

D

e

p

a rt

m

e nt o

f E

ne rg y

,

O

a

k R i d g

e, Te nn e ss e e, u n

d

e r t

h

e

In

d

u str

i

a

l

H

y

g i

e n e

G

ra

d

u ate

F

e

l l

o

w

s

hi p P

r o

g

r a

m

.

I w

ou

l

d

li k

e to t

h

a n

k D

r.

J

os e

p h J

.

V

er v

i

e r,

T

ec

h

n

i

ca

l D i

r e ctor o

f

t

h

e

U

.

S A

r

m

y

'

s

E dg

e

w

o o

d R

e s e a r c

h

,

D

e v e

l

o

p m

ent an

d E

n

gi

n e e r

i

ng

C

ente r

, an

d D

r .

C ly d

e

F

r a n

k

e

,

D

e

p

ut

y A

s s

i

s sta nt

S

ecr eta r

y

o

f

En e r

g

y,

f

o r t

h

e

i

r s u

p p

ort o

f

m

y re s e ar c

h

at t

h

e

C

ente r

f

or

N B C E

n v

i

ron

m

enta

l T

e c

h

n o

l

o

gy

I

w

o u

l d l i k

e to ex

p

r e s s

m y

s

i

nc e r e

g

r at

i

tu

d

e to

M

r

H

o

w

a r

d

Fe

l d m

a n,

S

e n

i

o r

E

n v

i

r o n

m

e nta

l S

c

i

e nt

i

st o

f

t

h

e

A

m

e r

i

c an

P

etr o

l

e u

m

I

n st

i

tute an

d

M

r

R

us s L e e o

f

N

O A A

,

U

.

S

.

E

.

P

.

A

.

f

or t

h

e

i

r

i

n

d i

s

p

e ns

i b l

e

h

e

lp

t

h

rou

g h

out t

h i

s

p

ro

j

ect.

W

i

t

h

out t

h

e

i

r

k

n o

w l

e

dg

e,

k i

n

d

ne s s,

i

n s

i g h

t an

d

c

h

a r

i

t

y

, t

h i

s

p

ro

j

e ct

w

o u

l d h

av e

b

e e n

m

u

c

h m

or e

d i f fi

c u

l

t.

A d d i

t

i

on a

l

t

h

a n

k

s

g

o to a

U

t

h

e

p

r o

f

e s s

i

ona

l

s

w h

o to o

k

t

im

e to e x

p l

a

i

n a n

d d i

s cu s s

c o n c e

p

ts a n

d i d

e a s

w i

t

h

m

e

, es

p

ec

i

a

l ly

e a r

l y

on

i

n t

h

e

l

ear n

i

n

g

c u rve

! T h

e s e

p

e o

p l

e

i

n c

l

u

d

e

M

s

J

u

d y

Z

w i

c

k

e r o

f R

e

m

ote

S

e n s

i

n

g A i

r,

M

r . J

im

Pa u

m i

e r o

f

Pa c

i fi

c

E

n v

i

ron

m

enta

l S

e r v

i

c e s, an

d

o

f

c ou r se

m

y

a

d

v

i

s or ,

D

r.

L

or

i T

o

d d

,

w h

o

h

e

l p

e

d m

e s e e t

h

e

b i g p i

ctu re.

Sp

e c

i

a

l

t

h

an

k

s

g

o to

M

r.

D

o n

G

a

m i l

e s

,

D O E

.

T h

an

k

s

f

or c a

h

n

i

n

g

m

e

d

o

w

n an

d

ta

lk i

n

g

m

e t

h

r o u

g h i

t.

O f

c o u r s e, t

h

e

l

a rge st t

h

a n

k

s go to

m

y

M

o

m

,

P

at

P ip

e r,

f

o r

h

e r su p

p

o rt a n

d

(4)

A

F I E L

D ST

U D

Y

E

V A

L

U

A

T I

O

N

O F S

H

O R

T-T E R

M

R

E

F I

N

E

D G A

U

S SI

A

N

D I SPE R SI O

N

M

O D E L S

A l li

s o n

R

.

P i p

er

D

epa rt

m

e nt o

f E

n v

ir o n

m

e nta

l S

c

ie

nc es an

d E

n

g i

ne e r

i

n

g

Sc

h

o o

l

o

f P

u

b li

c

H

e a

lt

h

U

n

iv e r s

it

y

o

f

N

o rt

h C

a ro

l i

n a

C

hapel

H

i ll,

N

o rt

h C

a r o

Un a

2 7 5 9 9-7 4 0 0

A B ST R A C T

A

trac e r stu

dy w

a s c on

d

u cte

d

at t

h

e

D

u

k

e

F

o re st

Sit

e

i

n

C h

a

p

e

l H i l l

,

N

ort

h C

a ro

U

n a

in

J

a n u ar

y

,

19 9 5

to e v a

lu

ate the a

b il i

t

y

o

f

t

h

r e e short-ter

m

r e

fi

ne

d

G

au ssian

di

s

p

er s

io n

m

o

d

e

l

s to

p

re

d ict t

h

e

f

ate o

f

v o

l

u

m

e s o u r c e e

m i

s s

i

o ns u n

d

e r

fi

e

l d

stu

d

y c o n

d it

io n s

.

St u

d y

p

a rt

i

c

i p

a nt s

in c

lu

d

e

d

the

A

m

e r

i

c a n

P

etr o

l

e u

m I

n st

it

ute

(

A PI

)

, t

h

e

U

n

it

e

d St

ates

E

n v

ir o n

m

e nta

l

Pr ote ct

io

n

A g

e n c

y

(

E

P

A

)

, t

h

e

U

n

i

te

d St

ate s

D

e

p

a rt

m

ent o

f E

ne r

g

y

(

D O E

)

, t

h

e

U

n

i

v e r s

it

y

o

f

N

o rt

h C

ar o

l i

n a at

C h

a

p

e

l

H

i l l

(

U

N

C

)

, a n

d p

r

iv

ate c o nsu

lt

i

n

g

fi

r

m

s.

T h

e

m

o

d

e

l

s eva

lu

ate

d w

e re

I

n

d

u st

ri

a

l So u

rc e

C

o

m p l

e x

-

Sh

ort

T

e r

m

versio n s

2

an

d

3

(

I S C 2

,

I SC

3

)

an

d

t

h

e

A

m

e

ri

can

M

eteo r o

l

o

g i

c a

l So

c

i

et

y

(

A

M

S

)

/

Env

ir o n

m

enta

l

Prote ct

io

n

A g

enc

y

(

EP A

)

R

e

g

u

l

ator

y

M

o

d

e

l I m p

ro v e

m

e nt

C

o

m m it t

e e

(

A E R

M

I C

)

m

o

d

e

l

,

A E R

M

O D

.

A l l

thr ee

m

o

d

e

ls a r e

b

as e

d

o n t

h

e ste a

d y

-state

G

a u ssia n

p l

u

m

e

d i

s

p

e r s

io n

e

q

u at

i

on,

w h i

c

h p

re

d i

cts c o n ce ntrat

io n s a

t

d

o

w

n

w in

d

re ce

p

to r

lo

c at

i

on s

w h

e n

i

nte

g

r ate

d

o ve r t

h

e

di

stan ce

b

et

w

e en t

h

e s o ur c e a n

d

re c e

p

tor.

C h

e

m i

c a

ls

w

e r e r e

l

eas e

d

at

k

n o

w

n

r ate s an

d m

e a su r e

m

ents

w

e re ta

k

en at v a

ri

ou s

p

o

i

nts

i

n t

h

e stu

dy fi

e

l d

u s

i

n

g T

e

d l

a r ®

b

a

g

p

o

in

t s a

m p l i

n

g

an

d

o

p

en

-p

at

h F

ou

ri

er

T

ransfor

m I

n

fi

(5)

T

h

e

O

P-F T I

R

c o

m

pari s o n s

w

e r e c o ndu cted

b

y c o nfi guri ng the

m

o dels to pred ict point

c on ce ntr at

i

o n s a

l

o n

g

t

h

e

F T

I

R

s

p

e ctro

m

ete r o

p

e n

-p

at

h

s, t

h

e n

p

at

h

-

i

nte

gr at

i

n

g

t

h

e

p

r e

d i

c t

i

o ns o v e r t

h

e s a

m p l

e

d

t

im

e

i

nte rva

l

s.

T h

e

T

e

d l

a r ®

b

a

g p

o

i

nt sa

m p l

e c o

m p

a

ri

s o n s

w

e r e c o n

d

u cte

d b y

c o n

fi g

u r

i

n

g

t

h

e

m

o

d

e

l

sto

p

r e

d i

ct

p

o

i

n t con c e nt rat

i

o n s at t

h

e

T

e

d l

a r ®

po

i

nt s a

m

p

l

e

l

o c at

i

o n s

f

o r e a c

h fi

v e-

m i

n ute

i

nte r v a

l d

u r

i

ng t

h

e po

i

nt s a

m

p

l i

ng o n e-

h

o u r

t

i

m

e

p

e

ri

o

d

.

T h

e

m

o

d

e

l p

r e

d i

ct

i

o ns

w

er e t

h

e n t

im

e -a v e r a

g

e

d f

or co

m p

a

ri

son

w i

t

h

t

h

e

T e

d l

a r ® o n e-

h

our

p

o

i

nt s a

m p l

e s. T

h

e c

h

e

m i

c a

l

u s e

d i

n t

hi

s stu

d

y a n a

l

ys

i

s

w

as s u

lf

u r

h

e x a

fl

uo

ri

d

e

(

SF

g

)

.

T h

e stu

d y f

o u n

d

t

h

at

I S C

a n

d A E R

M

O D

u n

d

e r

p

re

d i

cte

d

t

h

e

m

e asu r e

d

c on c entr at

i

on s

f

o r

e a c

h d

ata s et c o

l l

e cte

d h

i t

h

e

fi

e

l d

stu

d

y I

SC

a n

d

A E

R

M

O D

e a c

h

u n

d

e r

p

re

d i

cte

d

t

h

e

O

P

-F T I

R d

ata set

b

y a

f

a cto r o

f

a

p p

rox

i m

ate

l y 1

.

6

. I

SC

un

d

e r

p

re

d i

cte

d

t

h

e

T

e

dl

a r ®

d

atas et

b y

a

p p

rox

i m

ate

l y 2

.

1

,

w h i l

e

A E R

M

O D

u n

d

er

p

re

d i

cte

d by

a

f

actor o

f

a

p p

r ox

i m

ate

ly 2

.

6

.

R

e

g

ar

d l

e s s o

f

s our c e c on

fi g

u ra t

i

on or

m

e asur e

m

e nt te c

h

n

i q

u e u s e

d

, un

d

e r

-p

r e

d i

ct

i

o n

w i

t

h

r e s

p

e ct to t

h

e

m

e a s u r e

d

c o n c e ntr at

i

o n

w

a s c o n s

i

ste nt

l y

o

b

s e r v e

d

.

T h i

s

i

n

d i

c ate s t

h

at

s a

f

et

y f

a cto r s o r o t

h

e r c o r r e ct

i

o ns

m

ay

b

e n e c ess a ry

i

n

p

r e

d i

ct

i

n

g

c o nta

m i

nant

c o nc entr at

i

on s over t

h

e

di

sta n c es e xa

m i

n e

d i

n t

h i

s stu

d

y

;

i

.e.,

i

n t

h

e hea r

fi

e

l d

o

f l

e s s t

h

a n

(6)

I N T R O D U C T I O N

A i

r

q

u a

li

t

y m

o

d

e

l

s a r e

d

e s

i g

ne

d

to s

i

m

u

l

ate t

h

e tr a n s

p

ort a n

d f

at e o

f

con ta

m i

n ant s

i

n t

h

e

at

m

o s

p h

e r e.

T h

e

U

.

S

. En v

i

r o n

m

enta

l P

r ote ct

i

o n

A g

e nc

y

r e c o

m m

en

d

s t

h

e us e o

f

a

i

r

q

u a

l i

t

y

m

o

d

e

l

s to

p

r e

di

ct t

h

e s

h

o rt an

d l

on

g

-r a n

g

e

f

ate o

f i

n

d

u str

i

a

l

e

m i

s s

i

o n s

f

o r

r e

g

u

l

ato r

y

,

p

u

b l i

c

p

o

l i

cy a n

d i

n

d

u str

i

a

l p l

a n n

i

n

g p

ur

p

ose s

^"^

.

V

a

li d

at

i

on o

f

t

h

e

m

o

d

e

l

s '

p

r e

d i

ct

i

v e a

b i l i

t

y i

sn e c e s s a ry t o e n sur e t

h

at t

h

e

g

o a

l

s o

f

e nv

i

r o n

m

en ta

l p

r ote ct

i

o n a n

d

p

u

b l i

c

h

e a

l

t

h

a re e

f f

e ct

i

ve

ly

a

d d

re ss e

d

.

I

t

i

s

im p

orta nt t

h

at t

h

e

m

o

d

e

l

s n ot o n

l y p

re

d i

ct

h i g h

c onc entrat

i

ons

w i

t

h

reas ona

b

l

e a c cu ra c

y b

ut t

h

at t

h

e

m

o

d

e

l

s

h

ave an a c cu r ate

"

m

o

d

e

l

-p h y

s

i

c s"

b

a s

i

s,

w hi

c

h i

nc r e a s e s c o n

fi d

enc e

i

n t

h

e

i

r a

p p l i

c at

i

o n to

m

o

d

e

l i

n

g

s c e n ar

i

o s o uts

i d

e t

h

e e v a

l

u ate

d

r an

g

e^.

P

rev

i

ous

fi

e

l d

a n

d

stat

i

st

i

c a

l

stu

di

e s

h

ave

c o

m p

a r e

d

o

b

s e rv e

d

an

d

pr e

d i

cte

d

c onc e ntr at

i

o n s

w h i

c

h w

e r e pa

i

r e

d i

n t

i m

e,

b

ut n ot

n e c es sa r

i l

y

i

n s

p

a c e; a n

d

n ot ove r

d i

sta n c e s o

f l

e s s t

h

a n 5 0 0

m

ete r s,

d

u e to t

h

e

l

a c

k

o

f

a

p p li

ca

b l

e

d

ata s ets ^'^'^

.

A

re v

i

e

w

o

f m

o

d

e

l

v a

l i d

at

i

o n stu

d i

e s c o n

d

ucte

d b y

t

h

e

A

m

e r

i

c an

P

etr o

l

e u

m

In st

i

tute*

i

d

e nt

i

fi

e

d d

e

fi

c

i

en c

i

es

i

nc

l

u

d

i

n

g

t

h

e

l

a c

k

o

f

s

i

m

u

l

at

i

o n stu

d i

e s o

f m

o

d

e

l p

er

f

or

m

anc e

i

n t

h

e

v er

y

n ea r

fi

e

l d

or

b

e

y

on

d

a

f

e

w h

un

d

r e

d

m

eter s a n

d

t

h

e

l

a c

k

o

f

s u

f fi

c

i

ent e x

p

er

i

m

e nta

l

d

ata

f

o r " r

ig

o ro u s te st

i

n

g

o

f

t

h

e

m

o

d

e

l

st

h

at a r e use

d

to r e

p

r e s e nt are a

/

vo

l

u

m

e so ur ce

i m p

a cts

f

o r a v a r

i

et y o

f

r e

g

u

l

ato r

y p

e r

m i

t t

i

n

g

a n

d

c o

m p l i

a n c e ap

p l i

c at

i

o n s" .

S

o

m

e o

f

t

h

e

i

n su

ffi

c

i

e n c

i

es

i

n c

l

u

d

e

d d

ata s ets c o

m p

r

i

s e

d

o

f i

n sta nta n eou s s

y

r

i

n

g

e s a

m p l

e s,

w h i

c

h

a re

not a

p p

r o

p

r

i

ate

f

o r e v a

l

uat

i

n

g

t

h

e

m

o

d

e

l

s us e

d i

n t

h i

s stu

d y d

u e to t

h

e

l

a c

k

o

f

t

i m

e

(7)

w

h

i

c

h i

s n e e

d

e

d

to in v e sti gate

la

te r al

m

o

d

e

l d

ispe r s

i

o n per

f

or

m

a n c e. In a

d d i

t

i

o n

, n o n e o

f

t

h

e

p

r ev

i

ou s c o

m p

a

ri

s on s o

f A E R

M

O D

a n

d I S C

(

t

h

e

m

o

d

e

ls u s e

d in

t

h i

s stu

d

y,

f

or

m

a

l l

y

i

ntr o

d

u c e

d l

ate r

i

n t

h is s e c

t

i

o n

)

e v a

l

u ate

d

t

h

e

m

o

d

e

l p

r e

d ic

t

io n s

w i

t

h

r e s

p

e ct to o

p

e n-

p

at

h

Fou

ri

e r Tr a n s

f

o r

m

In

fr

a r e

d

(

O

P-F T I

R

)

s

pe ctr o s c o

p

y

m

e a s u r e

m

e nts. Inte r e st

in

O

P-F T I

R

s

p

e ctro sc op y

i

s

i

nc r e a s

i

n

g i

n pa rt

d

u e to t

h

e po s s

ib i l i

t

ie s

p

r e s e nte

d b

y u s

i

ng

O P

-

F T I R f

or

f

e n c e

li

ne

m

o n

i

to r

i

n

g

to c o

m p

ute e

m i

s s

i

on e st

im

at

i

o n s.

T h

e

p

ur

p

o s e o

f

t

h i

s stu

d

y

i

s to

c o

m

pa r e

m

o

d

e

l p

r e

d ic

t

i

ons

i

n t

h

e

d

o

w

n

w i

n

d

r a nge o

f l

es s t

h

an

5

0 0

m

ete rs

fr

o

m

t

h

e

s our ce r e

l

e a s e vn t

h m

e a s u r e

d

c on c en tr at

io n s c o

l l

e cte

d

us

in

g b

ot

h

tr a

d i

t

io n a

l

po

i

nt sa

m pl

e s

a n

d O

P-F

T

I

R

s

pe ctr o s c o

p

y.

Co n c

entr at

io n s

w

e r e

m

e a s u r e

d

u s

i

n

g

o

p

e n

-p

at

h

F T I

R

(

O

P-F T I

R

)

s

p

e ctro sco

p y

an

d

T

e

d l

ar ®

b

a

g p

o

i

nt s a

m p l

e s, ar ra n

g

e

d i

n arc s

d

o

w

n

w i

n

d

o

f

t

h

e s ou rc e r e

l

e a s e, to c r e ate

t

w

o

d

a ta s ets

w i

t

h w h i

c

h

to e v a

lu a

te t

h

e

m

o

d

e

l p

r e

d i

ct

i

o n s. T

h i

s stu

d

y us e s

O P

-

F T

I

R

s

p

e ctro

m

e te r

d

ata an

d

Te

d la r ®

p

o

i

nt s a

m

p

le s

to e v a

l

u ate t

h

e a

i

r

q

u a

l i

ty

m

o

d

e

ls o

n a

s

p

at

i

a

ll y

-r es o

lv

e

d

, te

m p

or a

l b

a s

i

s

i

n or

d

er to

d

eter

m i

net

h

e r e

l

at

i

ons

hi p

b

et

w

e e n t

h

e

c onta

m i

n a nt

m

e a s u r e

m

e nt tec

hn o

l

o

g i

e s a n

d

t

h

e

m

o

d

e

l p

re

d

i

ct

i

on s.

F i g

ure

1 p

re sents a

d i

a

g

ra

m

o

f

t

h

e

D

u

k

e

F

o r e st

S i

te.

O P

-

F T I R

o

f fe r

s a

d

v a nt

a

g

e s o v e r tra

d i

t

i

o n a

l p

o

i

nt s a

m p l

es

du e

to t

h

e

d

ata's

p

at

h

-in

te

g

r ate

d

n atu re, e n a

b li

n

g i

t to "s

m

oot

h

out"

t

h

e c o n c e ntr at

io n s a

l

on

g

ea c

h

a rc ra

di i

;

w h

e r e a s

p

o

i

nt s a

m

p

l

e s c a n e a s

i l

y

m i

s s

l

a rge o r s

m

a

l l

c o n c e ntr at

io n s

w h i

c

h

a r e

b

et

w

e e n

sa

m p l i

n

g p

o

in

ts. T

h

e t wo

-

i

nstr u

m

ent

O

P-F

T

I

R

(8)

stu

d

y als o o

f

fe r s adva nta

g

e s o v e r a sing le ope n

-path c o nfi

g

u r atio n

d

u e to the a

b

i l ity to

s

p

at

ia

l l y

r e so

l

v e t

h

e

p l

u

m

e co

m p

o n e nts.

W

it

h

r etr o r e

f le c

to r sa r r a n

g

e

d in

an a r c

d

o

w

n

w i

n

d

o

f

t

h

e e

m i

s s

io n

s ou r c e,

i

t c a n

b

e

d

ete r

m in

e

d i f

the

p l

u

m

e

is e n

t

ir e

l

y c a

p

tu r e

d

o r

r e

p

res en te

d b

y t

h

e s a

m p l i

n

g m

e c

h

an

i

sm.

T h

e

m

o

d

e

l

s s e

le c

te

d fo r u s

e

in

t

h i

s stu

d y w

ere

I

n

du s

tr

ia

l So

u r ce

C

o

m p l

ex

Sh

ort

T

e r

m

-T w

o

(

I

S C

2

)

,

I

n

d

u str

i

a

l S

o u rce

Co

m p l

ex

Sh

o rt T e r

m

-

T hr e e

(

I S C

3

)

, a n

d

t

h

e

A

m

e r

i

c a n

M

ete o r o

lo

g i

c a

l So c

ie

t y

(

A

M

S

)

/

En v

i

r o n

m

e nta

l

Pr ote ct

io n

A g

e n cy

(

E P A

)

R

e

g

u

la

to r

y

M

o

d

e

l

I

m p

r o v e

m

ent

C

o

m m i

tte e

(

A

E R

M

I C

)

m

o

d

e

l

,

A E R

M

O D

.

A l l

t

h

r e e

m

o

d

e

l

sa r e

b

a s e

d

on t

h

e ste a

d

y

-state

G

a u s s

ia

n

p l

u

m

e

d is

p

e r s

i

o n e

q

u at

i

o n,

w hi

c

h p

r e

d i

cts a n o r

m

a

l

c o nta

m i

nant

d i

st

ri b

ut

io n

fr

o

m

t

h

e s o u r c e re

l

e as e

p

o

in

t

(

s

)

to

w

a r

d l

o c at

i

o n s

d

o

w

n

w i

n

d

o

f

t

h

e r e

le a s e

.

I

nte

g

r at

io

n o

f

t

h

e

G

au s s

ia n

d is

p

e r s

i

o n e

q

uat

io n

o ver t

h

e

d i

sta n ce

fr

o

m

t

h

e

s our c e e

m i

s s

io n

to a r e c e

p

to r

l

o c at

io

n

d

o

w

n

w i

n

d p

r o

du c e s a

c o n c e ntr at

io n

p

r e

di

ct

io

n

f

o r

a s

p

e c

i fi

c

p

o

in

t.

E

a c

h m

o

d

e

l

e st

im

ate s t

h

e con c e ntr at

i

o n v a

l

u e

f

or e ac

h

s o u r c e a n

d

r e c e

p

to r c o

m b i

n at

io

n

f

o r e a c

h i

n

p

u t

m

eteo ro

l

o

g y

t

im

e

in

terv a

l

.

E m i

s s

i

o n s o urc e s c an

b

e

c

h

a ract er

i

z e

d

a s

p

o

in

t, are a, v o

lu

m

e or o

p

en

p i

t e

m i

s s ons.

I

n t

hi

s stu

dy

,

S

Fe

w

asr e

l

eas e

d

fr

o

m

a s

i

m

u

l

ate

d

v o

lu

m

e s o u r c e e

m i

s s

i

o n a n

d

t

h

e

m

o

d

e

l

s

w

e r e eva

lu a

te

d w i

t

h

v o

lu

m

e

s o u r c e e

m i

s s

i

on con

fi g

u ra t

i

on s

T h

e

I S C m

o

d

e

l

s a r e t

h

e

m

o st c o

m

m

on

l y

us e

d m

o

d

e

l

s

i

n

i

n

du

str

y f

o r s

h

ort-te r

m

(

d

e

fi

n e

d

as

l

ess t

h

a n

5 0 k

m

tr a n s

p

o rt a n

d

1

-

2 4 h

ou r s

fr

o

m

start

in

g

e

m i

s s

i

on t

im

e

)

r e

g

u

l

ator

y

(9)

s

h

o rt-t

e r

m

"c o

m p l

i

c ate

d

s o u r c e"

(

i

n c

l

u

d

in

g

a r e a an

d

v o

lu

m

e s o u r c e s

)

r e

g

u

l

ato r

y p

u r

p

o s e s

i

n s

i m p l

e te r r a

i

n

f

or

b

ot

h

r u r a

l

a n

d

u r

b

an

l

a n

d

u s e c

l

a s s

i fi

c at

i

o n s .

T h

e

I S C m

o

d

e

l

s a r e

s

in

g l

e

l i

n e se

g m

e nt

m

o

d

e

l

s,

w hi

c

h

r e

f

e r s to r e

p

res e nt

i

n

g

t

h

e s our c e a r e a a s a s

i

n

g l

e

l i

n e

o r

i

e nte

d

n o r

m

a

l

to t

h

e

w in

d di

r e ct

i

o n. T

hi

s te c

h

n

i q

ue

i

s a s

i m p l ifi

c at

i

o n o

f

the

m

u

l

t

i p l

e

l i

n e se

g m

e nt te c

h

n

i q

u e u se

d i

n

m

o

d

e

l

s suc

h

a s

P A L

(

P

o

i

nt,

A

r ea,

L i

n e

)

an

d F D

M

(

F

u

g i

t

i

ve

D

ust

M

o

d

e

l

)

*

.

T h

e

A E R

M

I C m

o

d

e

l

,

A E R

M

O D

,

i

s a n a

i

r

q

ua

l i

t

y m

o

d

e

l d

eve

lo

p

e

d b y

a

j

o

i

nt e

ff

o rt

b

et

w

e e n t

h

e

A

m

e r

i

c a n

M

ete o r o

l

o

g i

c a

l S

o c

i

et y

(

A

M

S

)

a n

d

t

h

e

E PA

.

A

E R

M

O D d i ff

e rs

fr

o

m

t

h

e

I S C m

o

d

e

l

s

i

n t

h

at

it

u se s cu r r e nt

p l

an eta r

y b

o un

d

a ry

l

a

y

e r

(

P E L

)

t

h

e o r

y

to

d

ete r

m in

e the

d i

s

p

e r s

i

o n

p

a r a

m

ete r s ay a n

d

CTz

(

t

h

e sta n

d

a r

d d

e v

i

at

i

on o

f

t

h

e

di

s

p

e rsion

in

t

h

e

y

an

d

z

d i

r e ct

i

o n s

)

i

n ste a

d

o

f d

e

p

e n

d in

g

o n Pa squ

il l

-

Gi

ff

o r

d

-Tu

m

er

(

P

G

T

)

sta

bi l i

t

y

c u r v e s

(

w h i

c

h

a r e

b

a s e

d

ex c

l

u s

i

v e

l y

on sho r t-r a n

g

e

d i

s

p

e r s

i

o n

fr

o

m g

r o u n

d l

e ve

l

su r

f

ace

re

le a s

es an

d

are a

m

e a s u r e o

f di

s

p

e rsio n rathe r t

h

a n tu r

b

u

l

e n c e

l

ev e

l

s

)

.

A E RM

O D i

s

t

h

er e

f

o r e a

p p l i

ca

b l

e to e

l

ev ate

d

re

le a s

es,

w h i l

e

I S C i

s not

^'^ "

.

(10)

B

A C

K G

R O U N D A N D T

H

E

O R Y

Eva

lu a

t

io n

o

f

M

o

d

e

l

Pr e

di

ct

io n s

w i

t

h

F T I

R

T

h

e r e

l

at

i

o n s

hi p b

et

w

e e n

O

P-F

T

I

R

s

p

e ctr o

m

ete r

m

e a s u r e

m

e nts a n

d

so u r c e e

m i

ss

io n

r ates

h

a s

b

e e n e xp

lo r e

d b

y P ic c ot et a

l

a n

d C

a rte r et a

l

t

h

r o u

g h

t

h

e e st

im

at

i

on o

f

s o u r c e

e

m i

s s

io n

s tr e ngt

h b

a s e

d

on

O P

-

F

T I

R

m

e a s u r e

d

c o n c e ntr at

io n s

d

o

w

n-

w i

n

d fr

o

m

a

c o nta

m i

nant re

l

ea s e " '"

.

B

ot

h

o

f

t

h

e s e stu

d i

esu se

d m

at

h

e

m

at

i

c a

l

a

l g

o r

i

t

h m

s

b

a se

d

on

G

a u ss

i

a n

d i

s

p

e rsio n as su

m p

t

io

ns,

w h i

c

h

are e

m p l

o

y

e

d i

n t

h

e

m

o

d

e

l

s se

le

cte

d f

or

ev a

lu a

t

i

o n

i

n t

h is

stu

d

y. P

i

c c ot et a

l f

o u n

d

t

h

e

ir

s

y

ste

m

to

b

e

w i

t

h in

+

- 2 5 to

3

0

p

erc ent

ac cu r ate

in e st

i m

at

in

g

t

h

e e

m i

s s

io

n s

fr

o

m

a

g

rou n

d l

e v e

l

s our c e.

C

a rte r et a

l

co n c

lu

d

e

d

t

h

at t

h

e s

m

a

l l

e r t

h

e

m

ete o r o

l

o

g i

c a

l i

nte r v a

l

a v e r a

g i

n

g

t

i

m

e, t

h

e

g

r eate r t

h

e ac cu ra c

y

o

f

m

o

d

e

l p

r e

d ic

t

io n s o

f

s o u r c e e

m i

s s

i

on str e n

g

t

h

.

T h

e

G

a u s s

i

a n

d is

pe r s

io n

e

q

u at

i

o n

w

as

f

o u n

d

to pe r

fo r

m

b

ette r at

d i

sta n c e s

g

r e ate r t

h

a n 5 0

m

ete r s t

h

a n at t

h

os e

l

ess t

h

an 5 0

m

ete r s ^ ^.

O

ut

d

oo r

fi

e

l d

stu

d i

e s

ha v e

b

e e n con

du

cte

d

to ev aluate t

h

e a ccur ac

y

a n

d p

re s

i

sio n o

f O P

-F T I R i

n co

m p

a r

i

s o n to

m

u

lt

i p l

e

p

o

i

nt sa

m p l

e rs s et u

p

a

l

on

g

t

h

e

p

at

h

" '' *

.

I

n t

h

ese

stu

d ie

s,

q

u a

li

tat

i

v e a n

d q

u a nt

i

tat

i

ve re su

lt

s var

ie

d b

ot

h by

t

h

e

OP

-

F T I R

s

y

ste

m

u s e

d

a n

d

b y

t

h

e c o nta

m i

n a nt

m

e a sur e

d

A fi

e

l d

stu

d y

con

du

cte

d b y C

arter et a

l

^ ^

i

n vest

i g

ate

d

t

h

e

r e

l

at

i

o ns

h i p b

et

w

e e n

O P

-

F T I R m

e a s ure

m

e nts an

d p

o

in

t s a

m p l i

n

g

c an

i

ste r s an

d

c o n c

lu

d

e

d

t

h

at t

h

e

O P

-

F T I R d

ata

d i

s

p l

a

y

e

d

a

l

o

w

e r

p

r e c

i

sio n t

h

a n t

h

at o

b

ta

m

e

d b y

t

h

e c a n

i

sters

b

ut

w

a s c o

m

pa r a

b le

to c a niste r s in a c c u r a cy

f

o r a

ll

t

h

r e e

O

P-F T

I R

s

yste

m

s te ste

d

^ ^

(11)

M

o

d

e

l E

v a

lu

at

i

on

St

u

d ie s

A d

e v e

lo

p

m

enta

l

eva

l

u at

i

on o

f A E R

M

O D

A v

it

h

co

m p

a r

i

so nsto

I SC 2

w

as c on

d

u cte

d

u sin

g

p

o

in

t s a

m p l

e

d

ata sets c o

ll

e cte

d fr

o

m

t

w

o

SF

etr a c e r stu

d i

es

(

19 8 4

, 1

9

8 8

)

a n

d

on e

S O

2

stu

d

y

(

1 9 5 8

)

T h

e stu

dy

r e

le

as es

(

b

ot

h p

as s

iv e a

n

d b

u o

y

an t

)

w

er e c o n

d

ucte

d fr

o

m

s u r

f

ace-

l

e v e

l

a n

d

e

le v a

te

d

s o ur ce s,

fl

a t an

d

c o

m p l

ex te r r a

i

n an

d i

n r u r a

l

a n

d

u r

b

an a r e as

^ *

.

F or s u r

f

a c e re

l

e a s e s,

A E R

M

O D

e x

hi b it

e

d

a te n

d

e n c

y

t o u n

d

e r

p

r e

d ic

t t

h

e

m

ax

i

m

u

m

con c e ntr at

i

o n s a s

m

e a su r e

d by p

o

in

t sa

m p l i

n

g by

a

f

a ctor o

f 1

.

3

5

i

n c onvect

i

v e an

d 1 2 in

sta

b l

e con

d it

i

o ns,

w h il

e

I SC 2

s

h

o

w

e

d

a te n

d

enc

y

to ov e r

p

r e

d i

ct

b y

a

f

a ctor o

f

2

i

n

c on v e ct

iv e

a n

d

a

f

a ctor o

f 1

.

4 i

n sta

b le c

o n

d i

tions.

H

o

w

ever,

f

o r r u r a

l

e

le

vate

d

r e

l

ea s es,

b

o t

h m

o

d

e

l

s ten

d

e

d

to

w

ar

d

u n

d

er

p

re

d ic

t

io

n at

lo c

ations nea r e st to t

h

e s ou r c e,

w i

t

h

A E R

M

O D

un

d

e r

p

r e

di

ct

in

g b y

a

p

prox

im

ate

l

y

1

.

1

an

d I S C 2

un

d

e r

p

r e

d ic

t

in

g b

y ne a r

l y

a

f

actor o

f

t

h

re e.

T h

e

A P I

ev a

lu

ate

d

t

h

e " re aso n a

b le

n es s" o

f

t

h

e var

i

o u s

di

s

p

er sion a

l g

or

i

t

hm

s o

f

six sho rt

-te r

m

r e

fi

n e

d

di

spe rsion

m

o

d

e

ls

,

in

c

lu

d i

n

g I SC 2

, u s

i

n

g m

at

h

e

m

atic a

l

s

i

m

u

la

t

io n s

(

n ot trac e r

stu

d ie s

)

a n

d

c o n c

l

u

d

e

d

t

h

at the

I S C

2 a r ea

m

o

d

els

w

er e

il l

-su

it

e

d f

or

p

r e

d i

ct

in

g

conce ntrat

io n

s on or c

l

o se to a s o u r c e's

b

o u n

da r

ie s

or at ot

h

e r n e a r-

fi

e

l d

r e c e

p

tors

(

l

es s

t

h

a n 5 0 0

m

ete r s

)

*

. T

h

e

A P

I t

h

e n e v a

lu

ate

d

t

h

e s a

m

e

m

o

d

elsu s

i

n

g SF

e tr a c e r

d

ata s ets

(

c r e ate

d b

y

va

ri

o u s c

h

e

m i

c a

l

a n

d p

etr o

le

u

m

c o

m p

an

i

e s

f

or

p

u r

p

o s e s ot

h

er tha n

m

o

d

e

l

e v a

lu

at

io

n

)

^

.

T h

e

I SC

2 vo

lu

m

e so u r c e

m

o

d

e

l

s

w

ere

f

ou n

d

to

p

er

f

o r

m

r ea s on a

b l y w

e

l l

o n

a

q

u a

l i

tativ e

b

a s

i

s, e x ce

p

t at t

h

e c

l

o se st r e c e

p

tor s

^

.

H

o

w

e v e r

, t

h

e

A

P

I i d

e nt

ifi

e

d

(12)

d

efi cie n cie s in the data s ets a v ailab le for

m

o

d

el e v alu atio n, in clud

i

ng a la c

k

o

f

c on c e ntr at

i

o n

d

ata

i

n t

h

e v e r

y

n e a r

fi

e

l d

o r

b

eyo n

d

a

f

e

w hu

n

d

r e

d m

ete rs,

la c

k

o

f d

ata

c o v e r

i

n

g

v a r

i

ou s

m

ete o ro

lo

g i

c a

l

con

d it

i

ons, a n

d l

a c

k

o

f

s a

m p l

er covera

g

e to

p

rov

i d

e a

fu

l l

cr o s s

w i

n

d p l

u

m

e

m

a ss

d i

str

i b

ut

i

on

''

.

M

o

d

e

l A l g

o r

it

h m

s

T h

e

m

o

d

e

l

s e v a

l

u ate

d i

n t

h i

s stu

d y

a re

b

a s e

d

on t

h

e

G

aussian

p l

u

m

e

d is

p

er sio n

m

o

d

e

l

,

w hi

c

h p

re

d ic

tsa n o r

m

a

l

co nta

m i

n a nt

d i

str

i bu

t

i

o n

d

o

w

n

w i

n

d

o

f

t

h

e s o u r ce r e

l

e as e.

A

s su

m p

t

i

o ns o

f

t

h

e

G

a u ssian

m

o

d

e

l i

nc

lu

d

e t

h

e

f

o

l l

o

w i

n

g p

ar a

m

ete r s : a thr e e

-di m

en siona

l

a x

i

s s

y

ste

m

o

f d

o

w

n

w i

n

d

, c ro s sw in

d

an

d

v e rt

i

c a

l

c oo r

d i

nate s

w i

t

h

t

h

e or

i g i

n

at t

h

e

g

r oun

d

; t

h

at the c on c entr at

i

o nsa r e

fi

ro

m

a cont

i

nu ou s

l y

e

m it

t

in

g p l

u

m

e an

d

a r e

p

r oport

i

o n a

l

to t

h

e e

m i

s s

i

on r ate; a n

d

t

h

e c o nce ntrat

i

o n s a r e

di l

ute

d b y

t

h

e

w i

n

d

at t

h

e

p

o

in t

o

f

t

h

e e

m i

ssio n at a r ate

i

n v e rs e

l y p

r o

p

o rt

io n a

l

to t

h

e

w i

n

d

s

p

e e

d

.

T h

e

m

o

d

e

l

a s s u

m

e s t

h

at t

h

e t

im

e- a v e r a

g

e

d p

o

l l

u ta nt c o n c entrat

i

o n s c r o s s

w i

n

d

a n

d

v e rt

i

c a

l l

y n e a r t

h

e

sour ce are

w

e

ll d

e s c r

i b

e

d by G

a uss

i

an or nor

m

a

l

(

b

e

l l

-sha

p

e

d

)

d

i

str

ib

ut

i

o n s an

d

t

h

at t

h

e

sta n

d

a r

d d

e v

i

at

i

on s o

f

t

h

e

p l

u

m

e c once ntr at

i

on

in

t

h

e s e t

w

o

d i

re ct

i

ons

(

ay

in

t

h

e

cr o s s

w i

n

d

, Oz

in

t

h

e ve rt

ic a

l

)

ar e e

m p i

r

i

ca

l l y

re

la

te

d

to the

l

e ve

l

s o

f

tu r

b

u

l

e n c e

i

n t

h

e

at

m

os

p h

e r e an

d in

c r e a s e

w i

t

h d i

sta n ce

fi

"

o

m

t

h

e s ou r c e.

I

n

it

s s

i m p l

est

f

or

m

, t

h

e

G

au s s

i

a n

m

o

d

e

l

a ss u

m

es t

h

at t

h

e

p

o

l l

uta nt

d

o esnot u n

d

e r

g

o

c

h

e

m i

c a

l

r e a ct

io

n s or ot

h

er r e

m

ov a

l p

r o ces s e s

i

n tr ave

l i

n

g

a

w

a

y fi

^

o

m

t

h

e s ou rc e an

d

t

h

at

(13)

i

s r e

fl

e cte

d b

ack to

w

ar

d

t

h

e p lu

m

e c e nte rl in e^ ^. T

h

e

b

a sic

G

a u s s

i

a n p

l

u

m

e

m

o

d

e

l

for

Sta

b l

e co n

d i

t

i

on s

i

s

g i

v e n

b

y t

h

e e

q

u at

i

on :

C

(

x ,

y

^

)

=

Q (

l / j

i

) {

g

i

/

[(

2

n

)

«^

a

y

] } {

g

2

/

[(

2

n

)

" '

a

j }

E q

u a

t

i

on

1

I

n t

h i

s e

q

u at

i

o n,

C

(

x,

y

,z

)

i

s t

h

e co n ce n tr at

i

o n at t

h

e r ec e

p

tor

l

o c ate

d

at t

h

e co o r

d i

n ates

x,y, a n

d

z;

Q

i

s t

h

e s o u r c e e

m i

s s

i

o n r ate

i

n gr a

m

s

p

e r s e c o n

d

; jj

,

i

s t

h

e

m

e an

w i

n

d

s pe e

d i

n

m

ete r s

p

e r s econ

d

; Oy an

d

Gz a r e t

h

e sta n

d

a r

d d

e v

i

at

i

o n s o

f

t

h

e

h

o r

i

z o nta

l

a n

d

v e rt

i

c a

l

d i

s

p

e r s

i

o n ; a n

d g

i a n

d g

2 ar e ex

p

o n e nt

i

a

l f u

n ct

i

o ns

w h i

c

h

v a r

y d

e

p

en

d i

n

g

on

w h

et

h

er t

h

e

m

ete oro

l

o

g i

ca

l

c on

d i

t

i

on s are sta

b l

e, c on v e ct

i

v e or ne utr a

l

.

T h

e

I SC

2 a n

d I SC 3

m

o

d

e

l

s

d iff

e r

fr

o

m

o n e a n ot

h

e r

i

n t

h

e

i

r a r ea s o u r c e a

l g

o r

i

t

h m

s, n ot

i

n

t

h

e

i

r v o

l

u

m

e so ur c e a

lg

o r

i

t

hm

s.

T h

e r e

f

or e

, t

h

e

I S C

2 a n

d

I

SC

3 v o

l

u

m

e s o u r c e

m

o

d

e

l

o ut

p

ut s a re

i d

ent

i

c a

l

a n

d

ar e r e

f

e r re

d

to s

i m p l y

a s "

I SC

v o

l

u

m

e",

w i

t

h

out

i

n

d i

cat

i

n

g I SC

2

o r

I S C 3

.

T h

e

I S C

v o

l

u

m

e s ou r ce

m

o

d

e

l i

s " v

i

rtu a

l p

o

i

nt s o u r c e"

m

o

d

e

l

.

T h i

s

m

e an s t

h

at an

i m

a

g i

nar

y

or v

i

rtu a

l p

o

i

nt so u rce

i

s

l

o c ate

d

at a ce rta

i

n

di

sta nc e u

pw i

n

d

o

f

t

h

e v o

l

u

m

e

s ou rc e to a c co u nt

f

or t

h

e

i

n

i

t

i

a

l

s

i

ze o

f

t

h

e v o

l

u

m

e s ou r c e

p l

u

m

e.

T h

e e

q

u at

i

o n u s e

d i

n

t

h

e

I SC

vo

l

u

m

e sou rc e

m

o

d

e

l i

s :

C

(

x,

y

)

=

[

(

Q

K

V D

)

/

(

2

H

u^

C

T

yTC^

j

l

e x

p

[

1

/

2

(

f

/

cj

/

)]

E q

u a

t

i

on

2

I

n t

h i

s e

q

uat

i

o n,

C

(

x,y

)

re

p

r e se nts t

h

e r e c e

p

tor

l

oc at

i

o n coo r

d i

n ate s

(

t

h

e re c e

p

tor

i

s

l i m i

te

d

to

g

r o u n

d l

ev e

l

,

w i

t

h

z

=

0

)

; z r epr e s e nts t

h

e p

l

u

m

e

di

spe r s

i

o n

h

e

ig h

t ;

K i

s a s c a

l i

n

g

c oe

f fi

c

i

e nt u s e

d

to c o n v e rt t

h

e c a

l

c u

l

ate

d

c o n c e ntr at

i

o n to t

h

e

d

es

i

r e

d

un

i

ts

(

a

d

e

f

au

l

t o

f

(14)

1

x

1 0

*

f

or

Q

i

n

g /

s a n

d

con e,

i

n wg

/m

^

)

;

V i

s a v e rt

i

c a

l

ter

m w h i

c

h i

n c

l

u

d

es t

h

e e

fi f

e cts o

f

s ou rc e e

l

evat

i

on,

p l

u

m

e

ri

se,

l i m i

te

d

v e rt

i

ca

l m i

x

i

n

g

, an

d g

rav

i

tat

i

ona

l

set t

l i

n

g

an

d d

r

y

d

e

p

o s

i

t

i

o n o

f p

a rt

i

c

l

e s; a n

d D i

s a

d

e c ay ter

m w hi

c

h

a c c o u nts

f

o r

p

o

l l

uta nt re

m

ova

l b

y

p hy

s

i

c a

l

or c

h

e

m i

c a

l p

ro c e s ses

(

f

u nct

i

on o

f d

o

w

n

w i

n

d

di

stanc e, x

)

.

T h

e O

yan

d

Oz va

l

ue s

a r e c a

l

c u

l

ate

d

u s

i

ng t

h

e

f

o

ll

o

w i

ng P

G

T sta

b i

l ity c u r v e equ atio n s : Oy = 4 6 5. 1 1 6 2 8

(

x

)

ta n

(

T H

)

w h

e r e

(

T

H

)

=

0

.

0 1

7 4 5

3 2

9 3

[

c

*

d h

i

(

x

)]

;

(

w h

e r e c an

d d

a r e c on stants

w h i

c

h d

e

p

en

d

o n P

G

T sta

b i l i

ty c

l

a s s

)

; a n

d

©z = ax

*"

;

w h

e re a a n

d b

a r e c onstan ts

w h i

c

h d

e

p

en

d

on

P G T

sta

b i li

t

y

c

l

a s s.

T h

e

m

ea n

w i

n

d

s

p

e e

d

at r e

l

e ase

h

e

ig h

t, u

, ,

i

s

d

eter

m i

ne

d

t

h

ro u

g h

t

h

e

equ at

i

o n : u, = U re f

[

I

v

'

z re f

]

'' ;

(

w h

e r e

p i

s

d

e

p

e n

d

e nt o n P

G

T sta

b i l i

t

y

an

d w i

n

d

s

p

e e

d

c

l

a ss,

Ur ef =

w i

n

d

s

p

e e

d

at t

h

e r e

f

e ren c e

h

e

i g h

t,

h

* = e

ff

e ct

i

v e sta c

k h

e

i g h

t, Zr ef =

h

e

i g h

t o

f

t

h

e

w i

n

d

s

p

e e

d m

eas u r e

m

e nt

)

.

T h

e I

SC

2 s

h

o rt te r

m

ar e a s our c e

m

o

d

e

l i

s

b

a se

d

on t

h

e e

q

uat

i

on

f

o r a

fi

n

i

te cross

w i

n

d l i

n e

s o u rce,

i

n

w hi

c

h

t

h

e

g

r o u n

d l

e v e

l

c o n centr at

i

o n

(

C

)

at

d

o

w

n

w i

n

d d i

sta n c e x a n

d

c r o s s

w i

n

d d i

sta n ce

y i

s

g i

ven

b

y :

C

(

x,

y

)

=

[

(

Q

a

V

K

E

x o

)

/

(

4

V2

u ,

C

T

z

)

]

E q

u a

t

i

on

3

In t

hi

s e

q

u at

i

o n, t

h

e

Q

o

f E q

u at

i

on

1 i

s r e

p l

a ce

d b

y

Q

a, t

h

e ar e a sou rce e

m i

s s

i

o n rate

i

n

g /

s

/m

"^

.

E i

s an er ror

f

i i nct

i

on te r

m g i

ve n

b

y t

h

e e

q

u at

i

o n:

E

= er

f

{ [

r o '

+

y

]

/

[

V

2

ay

]

}

+ er

f

{ [

ro

'

-y

]

/

[

V

2

a y

]

}

;

(

w h

e r e r=

o

'

= e

ff

ect

i

ve r a

d i

us o

f

ar ea s o ur c e = x o

/

( V

2

n

)

m

; an

d

X o

=

l

e n

(15)

T h

e

I S C

3 short ter

m

a r e a s o urc e

m

o

d

e

l d if f

e r s

fr

o

m

t

h

e I

SC 2

are a sou rce

m

o

d

e

l i

n t

h

e

a

d d it

i

o n o

f

t

h

e

d

e c ay te r

m

a n

d

t

h

e

d

e

l

et

i

o n o

f

t

h

e e r r o r

f

u nc t

i

o n te r

m

.

D

o

w

n

w i

n

d

concentr at

io

n s ar e

d

eter

m i

ne

d

us

i

n

g

t

h

e

fo

ll

o

w i

n

g

e

q

u at

i

o n

w it

h

v a

ri

a

b l

e s

d

e

fi

ne

d

a s

i

n

E q

u ation

3

^ *

:

C

(

x,

y

)

=

Q

a

K

\ 2

n

u

J

[

V D /

c fy

a

z

] {J

e x

p

[

1/ 2

(

y

2

/

c Ty2

)]

d

y

}

d

x

E

q

u a

t

i

on

4

A E R

M

O D h

a s

d i

ff

er ent a

l g

o

ri

t

h m

s

b

a s e

d

on the

d

o

m i

n a nt

m

ete or o

lo

g

y c

h

aracte

ri

st

ic

s o

f

t

h

e a r ea ov e r

w hi

c

h

t

h

e

p

r e

d ic

t

i

o n s a re to

b

e

m

a

d

e; t

h

e r e

i

s o n e a

l g

o

ri

t

h m f

o r

p

o

in

t, ar ea

an

d

v o

l

u

m

e e

m i

s s

io

n sou rces

in

sta

b l

e c o n

d it

i

ons, an

d

anot

h

e r

f

or u se

in

co nv e ct

iv

e

co n

d it

i

on s

T h

e

d

o

w

n

w i

n

d

conc entr at

io

n o

f

a

p

o

l l

utant

i

n sta

b l

e co n

d it

i

on s

i

s

g i

v en

b

y :

C

(

x ,

y

,z

)

=

[(

Q

/ U

)

P

z

(

x ,z,

H

p

)

«

p

y

(

x

)]

E q

u a

t

i

on

5

In th is e

q

u a t

i

o n,

Q

i

s t

he s o

u rce e

m i

ssion r ate,

U

i

s t

h

e

m

e an

w i

n

d

s

p

e e

d

,

p

y, an

d

p^ a r e

p

ro

b

a

b i l it

y d

en sit y

f

u n ct

i

ons o

f p

art

i

c

le

p

o s

it

i

on

i

n t

h

ejv an

d

z

di

r ect

i

o n s

(

l

e ng t

h

)

'^

g i

v e n

b y

t

h

e e

q

uat

i

ons :

p

z =

[

l /

V

l I I

Oz

)]

S

{

ex

p

[

-

(

z -

H

p + 2n

h

»

)

^

/

2az ^

]

+ex

p

[

-(

z+

H

p

+

2

n

h

,

)V

2a2 ^

]

}

an

d p

y=

[

1/

^

2

11

ay

)]

e x

p

[

-y

^

/

2ay

%

ay an

d

a z e , u se

d i

n t

h

e

p

r e v

i

o us

e

q

u at

i

ons, a re

g i

v en

b y

: ay

=

p l

u

m

e

h

or

i

zo nta

l

s

p

re a

d

=

(

a e

)

x

(

c!q= sta n

d

a r

d

d

ev

i

at

i

o n o

f

w i

n

d

d

i

rect

i

o n

f lu c

tuation s -

m

e a su r e

d

at t

h

e s

it

e

)

a n

d

a^

=

[(

a* x

/

u

)

/

(

l

+t

/ 2 T

i w

)

^ ^

]

w h

ere

T l w

= t

h

e

L

a

g

r an

g i

an t

im

e sca

l

e

f

or v ert

i

ca

l

v e

l

oc

i

t y

fl

u ctu at

i

o n s' .

I

n c on v e ct

i

v e c on

di

t

i

o n s, t

h

e

d

o

w

n

w i

n

d

con centrat

io n

is

d

ete r

m i

ne

d b y

t

h

e e

q

u at

i

o n :

C

(

x

,

y

,z

)

=

[(

Q

/ U

)

p

y

(

y ;

x

)

P

2

(

z

;

x

)]

E q

u a

t

i

o n

6

(16)

w

ith the pri

m

a r y d i fl fere n c e

b

eing the

d

e

ri

v ation o

f

the p^ a n

d

p^ pa r a

m

ete r s : pz =

[

i

H

l

U

az

) ]

e x

p

[

-z

V

2

CT z

^

]

an

d p

y=

[

i

N

l

U

Oy

) ]

ex

p

[

-

f

/ 2

a

y ^

]

. '

T h

e

d i

ff

e r e nc es

b

et

w

e en I

SC

an

d A E

R

M

O D i

n te r

m

s o

f m

ete o r o

l

og

i

c a

l

r e

q

u

i

r e

m

e nts

i

s

References

Related documents

In conclusion, these studies demonstrate a novel role for Prdm1a as a transcriptional activator of the gene regulatory network required for neural crest specification in zebrafish,

Using the models generated, the health care centers can compare and improve their process which is beneficial for both healthcare centers as well as target population

The case study also used official statistical data on information technologies application, educational acts and decrees of the President of the Republic of Kazakhstan

The objective of this work is to show how Natural Language Processing (NLP) and Machine Learning strategies can be used for reflection of information and

To determine whether Smad directly regulates Vegfa transcription, we cloned a ~1500 bp region upstream of Vegfa and generated a luciferase reporter (Fig.. To activate the

The next Figure 11 shows frames from a different signer for sign ‘SIX’ in Indian Sign Language and the result of segmentation using DWT based fusion algorithm..

Although that previous studies employed the URLs lexical features, no one tries to build phishing detection system using a pure lexical features to provide wide

This is in stark contrast to analogous experiments performed in Drosophila , where removal of PTC-feedback inhibition completely abrogates receptor-mediated feedback antagonism