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Mathematical modeling for
atmospheric dispersion of radioactive
cloud passing over Jeddah
Presented By
Dr. Najlaa D. Alharbi
Physics department - Sciences Faculty for Girls
King Abdulaziz University

December 2011
On March 11, 2011, at around 08:15 CET an earthquake
of magnitude 8.9 near the east coast of Honsu, Japan occurred,
followed by a tsunami.
After that the nuclear power plants at Onagawa with three
BWR reactors, at Fukushima Daichi with six BWR reactors,
at Fukushima Daini with four BWR reactors, and at Tokai
With two BWR reactors were shut down automatically and
no radiation release had been detected there.

*According to the IAEA Report on Japan Earthquake(IAEA, 2011).
On March 26, 2011,
the highest values of fission product radionuclides
were observed in the prefecture of Yamagata, Japan as
high as
7500 Bq.m-2 for 131I
&
1200 Bq.m-2 for 137Cs
*(IAEA, 2011).
On March 28, 2011,
the highest values of the above radionuclides
were observed in the prefecture of Fukushima with
23000 Bq.m-2 for 131I
&
790 Bq.m-2 for 137Cs
*(IAEA, 2011).
According to the Reinish Institute for Environmental Research
at the University of Cologne, Germany.
Acloud containing radioactivity formed in air over the Fukushima
nuclear power plant and moved over the Pacific Ocean,
north from Japan in the direction to the Arctic Ocean and
entered to the Atlantic Ocean over Iceland and
then diffused over the European continent.

*(Jakobs, 2011).
The prediction of dispersion of radionuclides to the
atmosphere is a important element of the emergency response
procedures.
 Numerical models are used in several countries around
the world .
 The dispersion models are used to estimate or to predict
the downwind concentration of air pollutants emitted from
sources such as industrial plants.
Atmospheric Dispersion Modeling
 A dispersion model is the mathematical simulation of how
air pollutants disperse in the ambient atmosphere.
Routinely used in:
 Environmental impact assessments
 Risk analysis
 Emergency planning
It’s parallel terms with
 Air pollution dispersion models
 Air quality models
Classes of Air Quality Models
 The air quality modeling procedures can be categorized into
four generic classes: Gaussian, numerical, statistical or
empirical and physical
 The emphasis is on Gaussian-plume type models for
continuous releases, which are at the core of most U.S.
Environmental Protection Agency (EPA) regulatory models
 Gaussian models are the most widely used techniques for
estimating the impact of nonreactive pollutants
Model Parameters
The model is based on our knowledge of the following parameters:
 Meteorological conditions (wind speed & direction, stability
class, the ambient air temperature)
 Emissions parameters (source location &height, stack diameter,
pollutants exit velocity, exit temperature, plume rise )
 Terrain (surface roughness, local topography, nearby buildings)
CASE STUDY
Mathematical modeling for
atmospheric dispersion of radioactive
cloud passing over Jeddah
Meteorological Data
The study area chosen is Jeddah city which is located on the
east coast of Kingdom of Saudi Arabia at 21.7 N and 39.2 E.
Month

Temperature Mean wind speed
(deg.c)
at elevation: 10 m

Pre.
Direction.

Sky cover
oktes mean

January

23

2.8

NNE

3.3

February

24.4

3.2

N

1.1

March

26.8

2.4

SW

0.95

April

29.2

2.8

N

2.4

May

30

2.8

N

2.45

June

31.7

2.4

W

1.15

July

33.4

2.4

N

1.25

August

32.9

2.8

NNW

1.25

September

32.3

2.4

NNW

2.35

October

29.9

2.4

N

0.65

November

27.6

2.4

N

1.7

December

25.8

2.8

ENE

1.2

The average meteorological and climatological data for Jeddah city
per month
Atmospheric stability
Pasquill's stability classification method is used to determine atmospheric
stability classes.
This method defines six stability classes ranging from A (extremely unstable) to
F(moderately stable) on the basis of wind speed at 10 m level,
Stability
class
A
B
C
D
E
F
sum

Repetition

Percentage

29
67
38
15
15
12
176

16.47
38.07
21.6
8.52
8.52
6.82
100
Wind Speed
 The predominant wind direction is North
(N)
 The mean wind speed at 10m is 2.4 m/s.
Dispersion Model
GAUSSIAN PLUME
MODEL (GPM)
The concentration distribution of a pollutant released from a continuous single
point source having emission rates Q, is expressed in the following formula :

 y2
Q
exp − 
χ ( x, y , z ) =
 2σ 2
2πU σ y σ z 
y



 
− ( z − H ) 2 
 − ( z + H ) 2 


 exp 
 + exp 

2
2
 
 2σ z

 2σ z


 

Effective Stack Height

H =hs +∆
h
Plume Dispersion by Gaussian Distribution and Coordinate System
The ground level concentration (glc) below the centerline
of the plume is obtained by setting
y=z=0 then we have:

− H 2 
Q
χ ( x, 0, 0) =
exp 
2 
π uσ y σ z
 2σ z 
Radioactive decay factor
 −H 
Q
−λ x
χ ( x, 0, 0) =
exp  2 2 d  exp 

b+d
π uac x
 u 
 2c x 
2
ACCIDENT
SCENARIO
It was assumed that:
 The radioactive plume passing over Jeddah city has been emitted in

an accidental conditions from a nuclear power plant.
 The reactor was assumed to operate full with its power of 10 MW. The
release scenario was assumed to occur at a stack height of 61m.
 The radionuclide activity released to the atmosphere is picked up by the
wind and transported to the receptor site (Jeddah city).
 The wind was blowing with a mean speed of 4.95 m/s at 61m height
and corrected to 2.4m/s at 10m height. The wind direction was(N) dir.
 The dominant stability class was the class B (moderately unstable).
Half - life for different radionuclides released to
the environment.
Radionuclide

Half-life

Rb-88
I-134
Kr-85m
Xe-135
Te-131
Xe-133
Ba-140
Sr-89
Ce-144
Cs-134
Kr-85
Sr- 90

18 min
52.5 min
4.5 h
9.1 h
30 h
5.2 d
12.8 d
50 d
285 d
754 d
10.7 yr
29 yr
NCD
NCD (Rb-88)
Distance
(18 min)
(km) (before decay)

NCD (I -134)
(52.5 min)

NCD (Kr-85m)
(4.5h)

NCD (Sr-89)
(50 d)

NCD (Kr-85)
(10.7y)

1

3.41145 ×10-6

2.99594 ×10-6

3.2622 ×10-6

3.38204 ×10-6

3.41134 ×10-6

3.41145 ×10-6

2

9.27778 ×10-7

7.15538 ×10-7

8.48371 ×10-7

9.11851 ×10-7

9.27717 ×10-7

9.27777 ×10-7

3

4.24299 ×10-7

2.87379 ×10-7

3.7101 ×10-7

4.1342 ×10-7

4.24258 ×10-7

4.24298 ×10-7

4

2.42588 ×10-7

1.44294 ×10-7

2.0284 ×10-7

2.34331 ×10-7

2.42556 ×10-7

2.42588 ×10-7

5

1.57022 ×10-7

8.20223 ×10-8

1.25549 ×10-7

1.50369 ×10-7

1.56996 ×10-7

1.57021 ×10-7

6

1.09992 ×10-7

5.04576 ×10-8

8.4098 ×10-8

1.04424 ×10-7

1.0997 ×10-7

1.09991 ×10-7

7

8.13804 ×10-8

3.27855 ×10-8

5.95 ×10-8

7.65948 ×10-8

8.13619 ×10-8

8.13802 ×10-8

8

6.26773 ×10-8

2.21751 ×10-8

4.38206 ×10-8

5.8483 ×10-8

6.2661 ×10-8

6.26771 ×10-8

9

4.97773 ×10-8

1.54661 ×10-8

3.32791 ×10-8

4.60459 ×10-8

4.97628 ×10-8

4.97772 ×10-8

10

4.05024 ×10-8

1.10516 ×10-8

2.58935 ×10-8

3.71432 ×10-8

4.04892 ×10-8

4.05022 ×10-8

Concentration Calculations before and after inserting Decay
Factor for different Radionuclides.
Conclusion


we conclude that: radioactive decay effect is clear in cases of
short lived isotopes.
 The concentration was reduce by 75% in Rb-88 radionuclide,
50% in I-134 and by 25% in Kr-85m.
 while it was reduce by 0.01% in Sr-89 and 0.00001 in Kr-85.
Future Vision
&
Considerations
Acknowledgements
The author sincerely thanks King Abdul-Aziz University Deanship of scientific research - for its support this research
of project no.(21- 007/429‫.)ح‬
Also thanks Dr. Sadah Alkhateeb for help in designing
Mathematica program.
I am grateful for Vice President for Development- Center for
teaching & learning development for give me this chance.
References
•
•
•
•

•
•
•
•
•
•

•

IAEA, Information to be submitted in support of licensing application for nuclear power plants, A safety
guide, technical report series No. 50-SG-G2, Vienna, (1979).
Nuclear Regulatory Commission (NRC), Reactor safety study: An assessment of accident risk in US
commercial nuclear power plants, WASH-1400, NUREG-75/014, (1975).
IAEA, Research reactor core conversion guide book, IAEA-TECDOC-643,Vienna, (1992).
Davidson M. Moreira, Tiziano Tirabassi, Marco T.Vilhena, Jonas C.Carvalho. A semi- analytical model for
the tritium dispersion simulation in the PBL from the Angra I nuclear power plant, Ecological Modeling
189(2005).
Denis Quelo, Bruno Sportisse, Olivier Isnard. Data assimilation for short range atmospheric dispersion: a
case study of second-order sensitivity. Journal of Environmental Radioactivity 84(2005).
D.Q.Zheng, J.K.C.leung, B.Y.Lee and .H.Y.Lam, Data assimilation in the atmospheric dispersion model for
nuclear accident assessment, Atmospheric Environment, 41(2007) 2438.
Surface monthly climatological report, National Meteorology and Environment Center, Presidency of
meteorology and environment protection, (2008).
Pasquill, F., Atmospheric Diffusion, Van Nostrand, New York, London (1962).
Apismon, H.M, and Goddard, A.J.H., Atmospheric transport of radioisotopes and the assessment of
population doses on European scale, CEC Luxembourg EUR-9128 (1984).
C.V.Srinivas, R.Venkatesan, A simulation study of dispersion of air borne radionuclides from a nuclear
power plant under a hypothetical accidental scenario at a tropical coastal site, Atmospheric Environment,
39 (2005) 1497.
S.Shoaib Raza, M.Iqbal, Atmospheric dispersion modeling for an accidental release from the Pakistan
research reactor-1(PARR-1), Annals of nuclear energy, 32 (2005)1157.
THANK YOU

THANK YOU

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Radioactive pollution

  • 1. Mathematical modeling for atmospheric dispersion of radioactive cloud passing over Jeddah Presented By Dr. Najlaa D. Alharbi Physics department - Sciences Faculty for Girls King Abdulaziz University December 2011
  • 2.
  • 3. On March 11, 2011, at around 08:15 CET an earthquake of magnitude 8.9 near the east coast of Honsu, Japan occurred, followed by a tsunami. After that the nuclear power plants at Onagawa with three BWR reactors, at Fukushima Daichi with six BWR reactors, at Fukushima Daini with four BWR reactors, and at Tokai With two BWR reactors were shut down automatically and no radiation release had been detected there. *According to the IAEA Report on Japan Earthquake(IAEA, 2011).
  • 4.
  • 5.
  • 6. On March 26, 2011, the highest values of fission product radionuclides were observed in the prefecture of Yamagata, Japan as high as 7500 Bq.m-2 for 131I & 1200 Bq.m-2 for 137Cs *(IAEA, 2011).
  • 7. On March 28, 2011, the highest values of the above radionuclides were observed in the prefecture of Fukushima with 23000 Bq.m-2 for 131I & 790 Bq.m-2 for 137Cs *(IAEA, 2011).
  • 8. According to the Reinish Institute for Environmental Research at the University of Cologne, Germany. Acloud containing radioactivity formed in air over the Fukushima nuclear power plant and moved over the Pacific Ocean, north from Japan in the direction to the Arctic Ocean and entered to the Atlantic Ocean over Iceland and then diffused over the European continent. *(Jakobs, 2011).
  • 9.
  • 10.
  • 11. The prediction of dispersion of radionuclides to the atmosphere is a important element of the emergency response procedures.  Numerical models are used in several countries around the world .  The dispersion models are used to estimate or to predict the downwind concentration of air pollutants emitted from sources such as industrial plants.
  • 12. Atmospheric Dispersion Modeling  A dispersion model is the mathematical simulation of how air pollutants disperse in the ambient atmosphere. Routinely used in:  Environmental impact assessments  Risk analysis  Emergency planning It’s parallel terms with  Air pollution dispersion models  Air quality models
  • 13. Classes of Air Quality Models  The air quality modeling procedures can be categorized into four generic classes: Gaussian, numerical, statistical or empirical and physical  The emphasis is on Gaussian-plume type models for continuous releases, which are at the core of most U.S. Environmental Protection Agency (EPA) regulatory models  Gaussian models are the most widely used techniques for estimating the impact of nonreactive pollutants
  • 14. Model Parameters The model is based on our knowledge of the following parameters:  Meteorological conditions (wind speed & direction, stability class, the ambient air temperature)  Emissions parameters (source location &height, stack diameter, pollutants exit velocity, exit temperature, plume rise )  Terrain (surface roughness, local topography, nearby buildings)
  • 15.
  • 16. CASE STUDY Mathematical modeling for atmospheric dispersion of radioactive cloud passing over Jeddah
  • 17. Meteorological Data The study area chosen is Jeddah city which is located on the east coast of Kingdom of Saudi Arabia at 21.7 N and 39.2 E. Month Temperature Mean wind speed (deg.c) at elevation: 10 m Pre. Direction. Sky cover oktes mean January 23 2.8 NNE 3.3 February 24.4 3.2 N 1.1 March 26.8 2.4 SW 0.95 April 29.2 2.8 N 2.4 May 30 2.8 N 2.45 June 31.7 2.4 W 1.15 July 33.4 2.4 N 1.25 August 32.9 2.8 NNW 1.25 September 32.3 2.4 NNW 2.35 October 29.9 2.4 N 0.65 November 27.6 2.4 N 1.7 December 25.8 2.8 ENE 1.2 The average meteorological and climatological data for Jeddah city per month
  • 18. Atmospheric stability Pasquill's stability classification method is used to determine atmospheric stability classes. This method defines six stability classes ranging from A (extremely unstable) to F(moderately stable) on the basis of wind speed at 10 m level, Stability class A B C D E F sum Repetition Percentage 29 67 38 15 15 12 176 16.47 38.07 21.6 8.52 8.52 6.82 100
  • 19. Wind Speed  The predominant wind direction is North (N)  The mean wind speed at 10m is 2.4 m/s.
  • 21. The concentration distribution of a pollutant released from a continuous single point source having emission rates Q, is expressed in the following formula :   y2 Q exp −  χ ( x, y , z ) =  2σ 2 2πU σ y σ z  y     − ( z − H ) 2   − ( z + H ) 2     exp   + exp   2 2    2σ z   2σ z     Effective Stack Height H =hs +∆ h
  • 22. Plume Dispersion by Gaussian Distribution and Coordinate System
  • 23. The ground level concentration (glc) below the centerline of the plume is obtained by setting y=z=0 then we have: − H 2  Q χ ( x, 0, 0) = exp  2  π uσ y σ z  2σ z 
  • 24. Radioactive decay factor  −H  Q −λ x χ ( x, 0, 0) = exp  2 2 d  exp   b+d π uac x  u   2c x  2
  • 26. It was assumed that:  The radioactive plume passing over Jeddah city has been emitted in an accidental conditions from a nuclear power plant.  The reactor was assumed to operate full with its power of 10 MW. The release scenario was assumed to occur at a stack height of 61m.  The radionuclide activity released to the atmosphere is picked up by the wind and transported to the receptor site (Jeddah city).  The wind was blowing with a mean speed of 4.95 m/s at 61m height and corrected to 2.4m/s at 10m height. The wind direction was(N) dir.  The dominant stability class was the class B (moderately unstable).
  • 27. Half - life for different radionuclides released to the environment. Radionuclide Half-life Rb-88 I-134 Kr-85m Xe-135 Te-131 Xe-133 Ba-140 Sr-89 Ce-144 Cs-134 Kr-85 Sr- 90 18 min 52.5 min 4.5 h 9.1 h 30 h 5.2 d 12.8 d 50 d 285 d 754 d 10.7 yr 29 yr
  • 28. NCD NCD (Rb-88) Distance (18 min) (km) (before decay) NCD (I -134) (52.5 min) NCD (Kr-85m) (4.5h) NCD (Sr-89) (50 d) NCD (Kr-85) (10.7y) 1 3.41145 ×10-6 2.99594 ×10-6 3.2622 ×10-6 3.38204 ×10-6 3.41134 ×10-6 3.41145 ×10-6 2 9.27778 ×10-7 7.15538 ×10-7 8.48371 ×10-7 9.11851 ×10-7 9.27717 ×10-7 9.27777 ×10-7 3 4.24299 ×10-7 2.87379 ×10-7 3.7101 ×10-7 4.1342 ×10-7 4.24258 ×10-7 4.24298 ×10-7 4 2.42588 ×10-7 1.44294 ×10-7 2.0284 ×10-7 2.34331 ×10-7 2.42556 ×10-7 2.42588 ×10-7 5 1.57022 ×10-7 8.20223 ×10-8 1.25549 ×10-7 1.50369 ×10-7 1.56996 ×10-7 1.57021 ×10-7 6 1.09992 ×10-7 5.04576 ×10-8 8.4098 ×10-8 1.04424 ×10-7 1.0997 ×10-7 1.09991 ×10-7 7 8.13804 ×10-8 3.27855 ×10-8 5.95 ×10-8 7.65948 ×10-8 8.13619 ×10-8 8.13802 ×10-8 8 6.26773 ×10-8 2.21751 ×10-8 4.38206 ×10-8 5.8483 ×10-8 6.2661 ×10-8 6.26771 ×10-8 9 4.97773 ×10-8 1.54661 ×10-8 3.32791 ×10-8 4.60459 ×10-8 4.97628 ×10-8 4.97772 ×10-8 10 4.05024 ×10-8 1.10516 ×10-8 2.58935 ×10-8 3.71432 ×10-8 4.04892 ×10-8 4.05022 ×10-8 Concentration Calculations before and after inserting Decay Factor for different Radionuclides.
  • 29. Conclusion  we conclude that: radioactive decay effect is clear in cases of short lived isotopes.  The concentration was reduce by 75% in Rb-88 radionuclide, 50% in I-134 and by 25% in Kr-85m.  while it was reduce by 0.01% in Sr-89 and 0.00001 in Kr-85.
  • 31. Acknowledgements The author sincerely thanks King Abdul-Aziz University Deanship of scientific research - for its support this research of project no.(21- 007/429‫.)ح‬ Also thanks Dr. Sadah Alkhateeb for help in designing Mathematica program. I am grateful for Vice President for Development- Center for teaching & learning development for give me this chance.
  • 32. References • • • • • • • • • • • IAEA, Information to be submitted in support of licensing application for nuclear power plants, A safety guide, technical report series No. 50-SG-G2, Vienna, (1979). Nuclear Regulatory Commission (NRC), Reactor safety study: An assessment of accident risk in US commercial nuclear power plants, WASH-1400, NUREG-75/014, (1975). IAEA, Research reactor core conversion guide book, IAEA-TECDOC-643,Vienna, (1992). Davidson M. Moreira, Tiziano Tirabassi, Marco T.Vilhena, Jonas C.Carvalho. A semi- analytical model for the tritium dispersion simulation in the PBL from the Angra I nuclear power plant, Ecological Modeling 189(2005). Denis Quelo, Bruno Sportisse, Olivier Isnard. Data assimilation for short range atmospheric dispersion: a case study of second-order sensitivity. Journal of Environmental Radioactivity 84(2005). D.Q.Zheng, J.K.C.leung, B.Y.Lee and .H.Y.Lam, Data assimilation in the atmospheric dispersion model for nuclear accident assessment, Atmospheric Environment, 41(2007) 2438. Surface monthly climatological report, National Meteorology and Environment Center, Presidency of meteorology and environment protection, (2008). Pasquill, F., Atmospheric Diffusion, Van Nostrand, New York, London (1962). Apismon, H.M, and Goddard, A.J.H., Atmospheric transport of radioisotopes and the assessment of population doses on European scale, CEC Luxembourg EUR-9128 (1984). C.V.Srinivas, R.Venkatesan, A simulation study of dispersion of air borne radionuclides from a nuclear power plant under a hypothetical accidental scenario at a tropical coastal site, Atmospheric Environment, 39 (2005) 1497. S.Shoaib Raza, M.Iqbal, Atmospheric dispersion modeling for an accidental release from the Pakistan research reactor-1(PARR-1), Annals of nuclear energy, 32 (2005)1157.