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IInnddiiaann IInnssttiittuuttee ooff TTeecchhnnoollooggyy,, DDeellhhii..
Introduction 
๏ƒ˜ Air quality modelling is a numerical methodology, based upon 
physical principles, for estimating pollutant concentrations in 
space and time as a function of the emissions distribution and the 
meteorological and geophysical conditions. 
๏ƒ˜ One of the approaches to the mathematical description of 
turbulent diffusion is the gradient theory (or K-theory) which 
involves the solution of the basic diffusion equation with 
appropriate boundary conditions (B.Cs).
AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonn 
The advection diffusion equation is: (symbols have the usual meanings) 
(1) 
Source Sink 
K c 
รน 
รฉ 
ยถ 
รฆ 
รถ ยถ 
รงรจ 
รน 
+ ยถ รบรป 
รฉ 
รถ 
รท รทรธ 
รง รงรจ รฆ 
ยถ 
รน 
+ ยถ รบรป 
ยถ 
รฆ 
รถ ยถ 
รงรจ 
รบรป 
+ + x y z z 
K c 
y z 
K c 
รทรธ 
x y 
u c 
v c 
x 
w c 
y 
ยถ 
= - ยถ 
ยถ 
- ยถ 
ยถ 
- ยถ 
ยถ 
+ ยถ 
ยถ 
z x 
C 
t 
รชรซ 
รทรธ 
ยถ 
รชรซ 
ยถ 
ยถ 
รฉ 
รชรซ 
ยถ 
This equation can be obtained by using the principle of conservation of mass 
(Wark & Warner, 1981). 
Assumptions for Equation (1) : 
a) Steady State : This is valid for air quality models in which the emissions are 
generally steady and hourly mean concentrations are computed. 
b) Advection Terms : We take x axis along the wind direction and assuming 
horizontal homogeneity in the wind speed, we can ignore the lateral advection 
term. The assumption is justifiable because we take hourly mean values of the 
wind velocity vector for computation of hourly mean concentrations.
AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonnโ€ฆโ€ฆ.. 
The vertical advection term can be ignored because is at least 2 
order lesser than the horizontal components of the wind velocity. We 
are not assuming calm wind conditions in which this may not be valid. 
c) Eddy Diffusivity : Longitudinal contributions is ignored if we 
compare its magnitude with the advection term . This is valid for 
plume model in which the time for the plume to reach the receptor is 
less than the emission time. 
The equation reduces to the following : 
W 
u ยถ 
c 
ยถ 
x 
รถ 
รท รทรธ 
รฆ 
u C y Z ยถ 
K C 
รง รงรจ 
รถ 
+ รท รทรธ 
รฆ 
K ยถ 
C 
รง รงรจ 
= 
ยถ 
ยถ 
2 
2 
2 
2 
z 
Y 
x 
ยถ 
ยถ 
(2)
AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonnโ€ฆโ€ฆ.. 
Boundary conditions 
(i) The flux per unit time across a plane normal to the wind condition 
(i.e. II yz plane) is equal to the emission rate Q (source located at 
(0, 0, h)) : 
C 0, y, z =Qd d - 
Removal mechanism in this model has been ignored. h is the height 
of the source, which is taken zero in the solution. 
(ii) 
(iii) 
(iv) 
( ) ( y) ( z h) 
u 
ยฅ ยฅ 
รฒ รฒ 
-ยฅ 
= 
0 
uC(x, y, z)dydz Q 
Cยฎ0as yยฎยฑยฅ 
c 
ยถ at z 
z 
=0, =0 
ยถ 
Cยฎ0as zยฎยฅ
Solution : 
(3) 
AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonnโ€ฆโ€ฆ.. 
C x y z Q 
Where r2 = x2 + y2 + z2 
รน 
รฉ 
รถ 
รฆ 
รน 
รฉ 
z 
y 
u 
( ) รบ รบ 
= - + 
1 4 
s 2 = 
K u z 
z 2 
Notice that there is an inverse decrease of concentration with x along axis 
of the plume (y = z = 0). 
The scale and which shows that concentration pattern follows normal 
distribution law. 
2 2 
y z 
C x y z Q 
( , , ) exp 1 
= - + 
On Substitution in (3), we obtain: 
รป 
รช รช รซ 
รท รท 
รธ 
รง รง 
รจ 
รบ รบรป 
รช รชรซ 
y z 
y z 
k 
k 
x 
r K K 
2 2 
2 
exp 
2 
( , , ) 
p 
รน 
รถ 
รบ รบ 
รป 
รฉ 
รช รช 
รซ 
รน 
รท รท 
รธ 
รฆ 
รง รง 
รจ 
รบ รบรป 
รฉ 
รช รชรซ 
y z y z 
u 
pss s s 
2 
x 
(4)
AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonnโ€ฆโ€ฆ.. 
If h โ‰  0, i.e. effective stack height is H, then solution (4) with reflection becomes : 
(5) 
รน 
รฉ + - + รบรป 
รฉ - - 
รน 
รฉ 
รถ 
รฆ 
y z H z H 
exp ( ) 
exp ( ) 
C x y z Q 
= - 2 
which is suitable for gaseous release from a stack. 
For particulate release, we use the solution without reflection: 
(6) 
( ) 
รฏรพ 
รฏรฝ รผ 
รฏรฎ รฏรญ รฌ 
รบรป 
รชรซ 
รน 
รชรซ 
รท รท รธ 
รบ รบรป 
รช รชรซ 
รง รง 
รจ 
2 
2 
2 
2 
2 
2 
2 
2 
exp 
2 
, , 
y z y z z 
u 
p s s s s s 
C x y z Q 
( ) 
รฏรพ 
รฏรฝ รผ 
รน 
รฏรฎ 
รฏรญ รฌ 
รน 
รบรป 
รฉ - - 
y z H 
exp ( ) 
= - 2 
รชรซ 
รถ 
รบ รบรป 
รฉ 
รช รชรซ 
รท รท 
รธ 
รฆ 
รง รง 
รจ 
2 
2 
2 
2 
2 
exp 
2 
, , 
y z y z 
u 
pss s s
Puff Solution 
Once the standard deviation (ฯƒ) of the distribution of material in a puff is known, 
the concentration (c) of the material can be calculated by the Gaussian formula : 
(7) 
รถ 
Q r 
รง รงรจ รฆ 
2 
C p 
( ) รท รทรธ 
= exp 
- 2 
3 2 
2p 2 s 3 
s 
where Qp = emissions (in mass per second) 
Diffusion is assumed to be isotropic; 
r is the radial distance from the puff centre. 
When Diffusion is not Isotropic 
The concentration, C of a pollutant at x, y, z from an instantaneous puff released 
with an effective emission height, H, is given by the following equation : 
รฏรฝ รผ 
รฏรฎ 
รฏรญ รฌ 
รน 
รบรป 
รฆ - = - 2 
รฉ + - + รบรป 
C x y z H Q x ut y z H z H 
รชรซ 
รน 
รฉ - - 
exp ( ) 
รชรซ 
รน 
รบ รบรป 
รฉ 
รช รชรซ 
รถ 
รท รท 
รฆ 
- 
รน 
รฉ 
รถ 
รฆ 
รถ 
exp 1 
3 2 
p s s s s s s s 
( ) รฏรพ 
รธ 
รง รง 
รจ 
รบ รบ 
รป 
รช รช 
รซ 
รท รท 
รธ 
รง รง 
รจ 
รท รทรธ 
รง รงรจ 
2 
2 
2 
2 
2 2 
2 
exp ( ) 
2 
2 
exp 
2 
2 
( , , , ) 
x y z z 
x y z 
(8)
Puff Solutionโ€ฆ.. 
Diffusion parameters are functions of travel time t rather than of downwind 
distance. 
Following the puff and assuming ฯƒx equals ฯƒy expressed as ฯƒr where 
r = (x-ut)2+y2, the puff equation can be written as follows : 
(9) 
รฏรฝ รผ 
รฏรฎ 
รฏรญ รฌ 
รน 
รบรป 
รฉ + - + รบรป 
2 
2 
C r Z H Q r z H z H 
exp ( ) 
exp ( ) 
= - 2 
รชรซ 
รน 
รฉ - - 
รชรซ 
รน 
รบ รบรป 
รฉ 
รช รชรซ 
รถ 
รท รทรธ 
รง รงรจ รฆ 
2 
exp 
3 2 
2 
2 
p s s 2 
s 2 
s s 
รฏรพ 
( 2 
) 2 
2 
( , , ) 
r z z 
r z 
When ฯƒz becomes larger than eight tenths of the mixed layer depth, L, the puff is 
assumed to be well mixed and the concentration equation is expressed as 
(10) 
Where 
2 
รน 
รฉ 
รถ 
รฆ 
C r Z H Q z 
รท รทรธ 
รง รงรจ 
= - s 
3 > 
( , , ) 2 
p s s 
( ) 
r for L 
L 
r 
2 
r 
.8 
2 
exp 
2 
2 
รบ รบรป 
รช รชรซ 
( ) 2 4 3 
F buoyancy flux parameter g T T S S 
= = - S a 
d V m s- 
T 
4 
S 
b 
Dq 
Dz 
g = 9.8 m s-2 and the potential temperature gradient is expressed in 
0ยฐK / 100 m
Line Source 
In some situations, such as a series of industries located along a river or 
harbour, or heavy traffic along a straight stretch of highway, the pollution 
problem may be modelled as a continuous emitting infinite line source. When 
the wind direction is normal to the line of emission, the ground level 
concentration downwind is given by : 
(11) 
ยฅ 
รฏรฝ รผ 
รฏรฎ 
รฏรญ รฌ 
รพ รฝ รผ 
2 
2 
h y dy 
C Q 
= - 2 
u 
รฒ 
- 
p ss s s 
2 
exp 
ยฅ - รฏรพ 
รฎ รญ รฌ 
2 
2 
exp 
y Z Z y 
Obtained from (3). Here Q is the source strength in gm/s. m. This is reduced 
to : 
(12) 
C x Q 
( ) 
( ) รพ รฝ รผ 
รฎ รญ รฌ 
2 
h 
= exp 
- 2 
1 2 
p s s 
2 
2 
,0 
Z 
Z 
u 
Notice that there is no dependence of the solution (12) on y because the 
concentration should be uniform in the y โ€“ direction at a given x โ€“ direction.
Line Sourceโ€ฆ 
๏ƒ˜If the line source is small and perpendicular to the wind direction, then it is 
convenient to define the x-axis in the direction of the wind and also passing 
through the sampling point downwind. The ends of the line source then are at 
two positions in the crosswind direction, y1 and y2, where y1 is less than y2. 
๏ƒ˜The concentration along the x-axis at the ground level is given by the 
expression : 
(13) 
C x Q 
( ) 
p 
2 
รฒ รพ รฝ รผ 
2 
h ( p )dp 
รฎ รญ รฌ 
= - 
1 
1 exp .5 
2 1 
p s 2 
s p 
exp 
( ) u 
Z p 
( ) 
Z 
1 
2 
2 
2 
2 
2 
,0,0 
Where p1 = y1/ฯƒy and p2 = y2/ ฯƒz. Once the limits of integration are established, 
the value of the integral may be determined from standard statistical tables.
Area Source 
The GLC at a fixed receptor due to all area sources upwind of the receptor 
is given by (using Gaussian formulation): 
รฆ 
- 
Q y 
exp 
pss 
s 
y รฒ รฒ 
Thus the GLC at a receptor is: 
(14) 
(15) 
zs p รฒ ยฅ 
C x Q 
From (14) and (15) 
(16) 
= Q C = C 1-b 1-b 
+1 p S รฅi 
If (mixing height) 
(17) 
รถ 
dy dz 
u 
C 
y z 
ยฅ ยฅ 
-ยฅ 
รท รท 
รธ 
รง รง 
รจ 
= 
0 
2 
2 
2 
( ) dx 
u 
= 
0 
2 
b 
z s =ax 
[ X - X ] 2 
a(1- b) 
i i 
i 
i 
i u 
C = C = Q [ - ] 2 1 p S รฅ + 
i 
i i 
i 
mix 
i 
i 
X X 
uh 
z mix s >h
Air pollution dispersion modelling_P. Goyal _Centre for Atmospheric Sciences Indian Institute of Technology, Delhi

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Air pollution dispersion modelling_P. Goyal _Centre for Atmospheric Sciences Indian Institute of Technology, Delhi

  • 1. AAiirr PPoolllluuttiioonn DDiissppeerrssiioonn MMooddeelllliinngg PP.. GGooyyaall CCeennttrree ffoorr AAttmmoosspphheerriicc SScciieenncceess IInnddiiaann IInnssttiittuuttee ooff TTeecchhnnoollooggyy,, DDeellhhii..
  • 2. Introduction ๏ƒ˜ Air quality modelling is a numerical methodology, based upon physical principles, for estimating pollutant concentrations in space and time as a function of the emissions distribution and the meteorological and geophysical conditions. ๏ƒ˜ One of the approaches to the mathematical description of turbulent diffusion is the gradient theory (or K-theory) which involves the solution of the basic diffusion equation with appropriate boundary conditions (B.Cs).
  • 3. AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonn The advection diffusion equation is: (symbols have the usual meanings) (1) Source Sink K c รน รฉ ยถ รฆ รถ ยถ รงรจ รน + ยถ รบรป รฉ รถ รท รทรธ รง รงรจ รฆ ยถ รน + ยถ รบรป ยถ รฆ รถ ยถ รงรจ รบรป + + x y z z K c y z K c รทรธ x y u c v c x w c y ยถ = - ยถ ยถ - ยถ ยถ - ยถ ยถ + ยถ ยถ z x C t รชรซ รทรธ ยถ รชรซ ยถ ยถ รฉ รชรซ ยถ This equation can be obtained by using the principle of conservation of mass (Wark & Warner, 1981). Assumptions for Equation (1) : a) Steady State : This is valid for air quality models in which the emissions are generally steady and hourly mean concentrations are computed. b) Advection Terms : We take x axis along the wind direction and assuming horizontal homogeneity in the wind speed, we can ignore the lateral advection term. The assumption is justifiable because we take hourly mean values of the wind velocity vector for computation of hourly mean concentrations.
  • 4. AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonnโ€ฆโ€ฆ.. The vertical advection term can be ignored because is at least 2 order lesser than the horizontal components of the wind velocity. We are not assuming calm wind conditions in which this may not be valid. c) Eddy Diffusivity : Longitudinal contributions is ignored if we compare its magnitude with the advection term . This is valid for plume model in which the time for the plume to reach the receptor is less than the emission time. The equation reduces to the following : W u ยถ c ยถ x รถ รท รทรธ รฆ u C y Z ยถ K C รง รงรจ รถ + รท รทรธ รฆ K ยถ C รง รงรจ = ยถ ยถ 2 2 2 2 z Y x ยถ ยถ (2)
  • 5. AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonnโ€ฆโ€ฆ.. Boundary conditions (i) The flux per unit time across a plane normal to the wind condition (i.e. II yz plane) is equal to the emission rate Q (source located at (0, 0, h)) : C 0, y, z =Qd d - Removal mechanism in this model has been ignored. h is the height of the source, which is taken zero in the solution. (ii) (iii) (iv) ( ) ( y) ( z h) u ยฅ ยฅ รฒ รฒ -ยฅ = 0 uC(x, y, z)dydz Q Cยฎ0as yยฎยฑยฅ c ยถ at z z =0, =0 ยถ Cยฎ0as zยฎยฅ
  • 6. Solution : (3) AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonnโ€ฆโ€ฆ.. C x y z Q Where r2 = x2 + y2 + z2 รน รฉ รถ รฆ รน รฉ z y u ( ) รบ รบ = - + 1 4 s 2 = K u z z 2 Notice that there is an inverse decrease of concentration with x along axis of the plume (y = z = 0). The scale and which shows that concentration pattern follows normal distribution law. 2 2 y z C x y z Q ( , , ) exp 1 = - + On Substitution in (3), we obtain: รป รช รช รซ รท รท รธ รง รง รจ รบ รบรป รช รชรซ y z y z k k x r K K 2 2 2 exp 2 ( , , ) p รน รถ รบ รบ รป รฉ รช รช รซ รน รท รท รธ รฆ รง รง รจ รบ รบรป รฉ รช รชรซ y z y z u pss s s 2 x (4)
  • 7. AAddvveeccttiioonn DDiiffffuussiioonn EEqquuaattiioonnโ€ฆโ€ฆ.. If h โ‰  0, i.e. effective stack height is H, then solution (4) with reflection becomes : (5) รน รฉ + - + รบรป รฉ - - รน รฉ รถ รฆ y z H z H exp ( ) exp ( ) C x y z Q = - 2 which is suitable for gaseous release from a stack. For particulate release, we use the solution without reflection: (6) ( ) รฏรพ รฏรฝ รผ รฏรฎ รฏรญ รฌ รบรป รชรซ รน รชรซ รท รท รธ รบ รบรป รช รชรซ รง รง รจ 2 2 2 2 2 2 2 2 exp 2 , , y z y z z u p s s s s s C x y z Q ( ) รฏรพ รฏรฝ รผ รน รฏรฎ รฏรญ รฌ รน รบรป รฉ - - y z H exp ( ) = - 2 รชรซ รถ รบ รบรป รฉ รช รชรซ รท รท รธ รฆ รง รง รจ 2 2 2 2 2 exp 2 , , y z y z u pss s s
  • 8. Puff Solution Once the standard deviation (ฯƒ) of the distribution of material in a puff is known, the concentration (c) of the material can be calculated by the Gaussian formula : (7) รถ Q r รง รงรจ รฆ 2 C p ( ) รท รทรธ = exp - 2 3 2 2p 2 s 3 s where Qp = emissions (in mass per second) Diffusion is assumed to be isotropic; r is the radial distance from the puff centre. When Diffusion is not Isotropic The concentration, C of a pollutant at x, y, z from an instantaneous puff released with an effective emission height, H, is given by the following equation : รฏรฝ รผ รฏรฎ รฏรญ รฌ รน รบรป รฆ - = - 2 รฉ + - + รบรป C x y z H Q x ut y z H z H รชรซ รน รฉ - - exp ( ) รชรซ รน รบ รบรป รฉ รช รชรซ รถ รท รท รฆ - รน รฉ รถ รฆ รถ exp 1 3 2 p s s s s s s s ( ) รฏรพ รธ รง รง รจ รบ รบ รป รช รช รซ รท รท รธ รง รง รจ รท รทรธ รง รงรจ 2 2 2 2 2 2 2 exp ( ) 2 2 exp 2 2 ( , , , ) x y z z x y z (8)
  • 9. Puff Solutionโ€ฆ.. Diffusion parameters are functions of travel time t rather than of downwind distance. Following the puff and assuming ฯƒx equals ฯƒy expressed as ฯƒr where r = (x-ut)2+y2, the puff equation can be written as follows : (9) รฏรฝ รผ รฏรฎ รฏรญ รฌ รน รบรป รฉ + - + รบรป 2 2 C r Z H Q r z H z H exp ( ) exp ( ) = - 2 รชรซ รน รฉ - - รชรซ รน รบ รบรป รฉ รช รชรซ รถ รท รทรธ รง รงรจ รฆ 2 exp 3 2 2 2 p s s 2 s 2 s s รฏรพ ( 2 ) 2 2 ( , , ) r z z r z When ฯƒz becomes larger than eight tenths of the mixed layer depth, L, the puff is assumed to be well mixed and the concentration equation is expressed as (10) Where 2 รน รฉ รถ รฆ C r Z H Q z รท รทรธ รง รงรจ = - s 3 > ( , , ) 2 p s s ( ) r for L L r 2 r .8 2 exp 2 2 รบ รบรป รช รชรซ ( ) 2 4 3 F buoyancy flux parameter g T T S S = = - S a d V m s- T 4 S b Dq Dz g = 9.8 m s-2 and the potential temperature gradient is expressed in 0ยฐK / 100 m
  • 10. Line Source In some situations, such as a series of industries located along a river or harbour, or heavy traffic along a straight stretch of highway, the pollution problem may be modelled as a continuous emitting infinite line source. When the wind direction is normal to the line of emission, the ground level concentration downwind is given by : (11) ยฅ รฏรฝ รผ รฏรฎ รฏรญ รฌ รพ รฝ รผ 2 2 h y dy C Q = - 2 u รฒ - p ss s s 2 exp ยฅ - รฏรพ รฎ รญ รฌ 2 2 exp y Z Z y Obtained from (3). Here Q is the source strength in gm/s. m. This is reduced to : (12) C x Q ( ) ( ) รพ รฝ รผ รฎ รญ รฌ 2 h = exp - 2 1 2 p s s 2 2 ,0 Z Z u Notice that there is no dependence of the solution (12) on y because the concentration should be uniform in the y โ€“ direction at a given x โ€“ direction.
  • 11. Line Sourceโ€ฆ ๏ƒ˜If the line source is small and perpendicular to the wind direction, then it is convenient to define the x-axis in the direction of the wind and also passing through the sampling point downwind. The ends of the line source then are at two positions in the crosswind direction, y1 and y2, where y1 is less than y2. ๏ƒ˜The concentration along the x-axis at the ground level is given by the expression : (13) C x Q ( ) p 2 รฒ รพ รฝ รผ 2 h ( p )dp รฎ รญ รฌ = - 1 1 exp .5 2 1 p s 2 s p exp ( ) u Z p ( ) Z 1 2 2 2 2 2 ,0,0 Where p1 = y1/ฯƒy and p2 = y2/ ฯƒz. Once the limits of integration are established, the value of the integral may be determined from standard statistical tables.
  • 12. Area Source The GLC at a fixed receptor due to all area sources upwind of the receptor is given by (using Gaussian formulation): รฆ - Q y exp pss s y รฒ รฒ Thus the GLC at a receptor is: (14) (15) zs p รฒ ยฅ C x Q From (14) and (15) (16) = Q C = C 1-b 1-b +1 p S รฅi If (mixing height) (17) รถ dy dz u C y z ยฅ ยฅ -ยฅ รท รท รธ รง รง รจ = 0 2 2 2 ( ) dx u = 0 2 b z s =ax [ X - X ] 2 a(1- b) i i i i i u C = C = Q [ - ] 2 1 p S รฅ + i i i i mix i i X X uh z mix s >h