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LINKING GROUNDWATER FLOW AND TRANSPORT
MODELS, GIS TECHNOLOGY, SATELLITE IMAGES
AND UNCERTAINTY QUANTIFICATION FOR
DECISION MAKING:
BURAIMAN LAKE CASE STUDY, JEDDAH, SAUDI
ARABIA
Amro Elfeki, Hatem Ewea, and Nassir Al-Amri
Dept. of Hydrology and Water Resources Management ,Faculty
of Meteorology, Environment & Arid Land Agriculture, King
Abdulaziz University , P.O. Box 80208 Jeddah 21589 Saudi
Arabia
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
OUTLINE
 Objective of the Research
 Site Map and Data Acquisition
 Methodology
 Results
 Conclusions
 Outlook
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
OBJECTIVES OF THE RESEARCH
 Developing a methodology for linking flow
and transport models, satellite images, GIS
technology and uncertainty quantification for
decision making.
 Case Study: Prediction of the fate of the
sewage plume released form Buraiman
lake, Jeddah, KSA
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
METHODOLOGY
The methodology is an integration of
 Flow and Transport Models.
 Satellite Images.
 GIS Technology.
 Uncertainty Quantification
(Monte-Carlo Method).
For providing a risk map for
decision making
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
 . 0h
C C C
t
    
    
   
  
 
v D
x x x
k
 
 2
Uncertainty in Conceptual Models
. 0
. 0
Uncertainty in hydraulic conductivity, k
h
h
  
  
k
k
GIS
Monte-Carlo
Method
CLASSIFICATION OF UNCERTAINTY
Conceptual Model Uncertainty:
 Darcy’s and Fick’s Laws.
 Confined versus Unconfined aquifers
Geological Uncertainty:
 Connectivity and disconnectivity
 of the layers, geological sequence,
 boundaries between geological units.
Parameter Uncertainty:
 Hydraulic Conductivity
 porosity.
Hydro-geological Uncertainty:
 Constant head boundaries,
 impermeable boundaries,
 Plume boundaries, source area boundaries.
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
0 50 100 150 200 250
Horizontal Distance between Wells (m)
-50
0
Depth(m)
Well 1 Well 2
? K(x,y,z)?
(x,y,z)?
C(x,y,z)?
H=?
H=?
?
?
??
? ?
?
?
?
SEWAGE LAKE: GENERAL LOCATION
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
A B
Satellite Images
Buraiman Lake (Musk Lake) located in the east of Jeddah
highway.
Location: ~25 Km to
the east of Red Sea
coast.
~ 50,000 m3 /day are
discharged into the
lake.
Volume is more than
10 million m3
No outflow.
Mohorjy and Khan(2006) Preliminary Assessment of Water Quality along the Red Sea Coast near Jeddah, Saudi
Arabia, Water International, vol 31(1), pp 109-115
Basamed (2002). Hydrochemecal study and bacteriological effect on groundwater in the northern part of Jeddah district, MSc. Faculty
of Earth Sciences, kau.
BURAIMAN LAKE (SITE VISIT)
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
BURAIMAN LAKE (SITE VISIT)
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
CONCEPTUAL MODEL
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
•The contaminant source starts from
the dam lake.
•The shape is approximated by a rectang
•The leachate and ambient groundwater
are connected.
DIRECTION OF GROUNDWATER FLOW AND GWL
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
About 20 degrees with the Horizontal
Al-Sefry and Sen (2006) Groundwater Rise Problem and Risk Evaluation in Major Cities of Arid Lands—
Jeddah Case in KSA, Water Resou. Management 20:91-108
SEWAGE WATER DATA
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
Liptak, B. G. , (1974), Environmental Engineers’ hand book: Vol.1: Water pollution. Chilton book company, Radnor, Pennsylvania.
Wastewater
Constituents
0 SOLIDS
0 SUSPENDED
125
DISOLVE
D
150 DBOD
60 NITROGEN
100
CHLORID
S
100 ALKALINITY
SUM 535 MG/L
0.535 G/L
M3=1000L
535 G/M3
0.535 KG/M3
TRUCK 20 TON 20 M3
MASS OF
WASTE= 10.7
KG/TRUC
K
#
TRUKS/DAY 800 8560 KG/DAY
3.124E+09 G/YEAR
2.57E+08 g/month
3124400 kg/year
1-D GW SURFACE PROFILES
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
 1 2
1
h h
h h x
L

   2 2
1 22
1
h h
h h x
L

 
ANALYTICAL SOLUTION OF TRAVEL TIME
(CONFINED AQUIFER)
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
 
 
 
 
1 2
1
1 2
1 2
0 1 2
L
h h
h h x
L
h hdh
q K K
dx L
h hq K
v
n n L
dx dx
v dt
dt v
dx
t
h hK
n L

 

  

 
  



 
2
1 2
nL
t
K h h


ANALYTICAL SOLUTION OF TRAVEL TIME
(UNCONFINED AQUIFER)
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
 
 
 
 
 
 
 
2 2
1 22
1
2 2
1 2
2 2
1 22
1
2 2
1 2
2 2
1 22
1
2 2
1 22
12 2
01 2
2
2
2
L
h h
h h x
L
h h
dh Lq K K
dx h h
h x
L
h h
q K Lv
n n h h
h x
L
dx dx
v dt
dt v
h hn
t h x dx
Lh h
K
L

 

  



 


  

 


 
 
 
3
2 2
1 2 2
1
3
2 2
1 22 3
1 12
2 2
1 2
2 ( )
3
,
4
3
ax b
ax bdx
a
h h
a b h
L
h hn
t h h
Lh h
K
L

 

  
 
             
 
 

TRAVEL TIME FOR CONFINED AND UNCONFINED
AQUIFERS
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
t = 37 years
t = 49 years
 
2
1 2
nL
t
K h h


 
 
3
2 2
1 22 3
1 12
2 2
1 2
4
3
h hn
t h h
Lh h
K
L
 
             
 
 
R = 0m/day
k = 120m/day
L = 21800m
h1 = 73m
h2 = 0m
n 0.25-
GROUNDWATER LEVELS
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
VARIABILITY IN HYDRAULIC CONDUCTIVITY
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
120 /
302 /
500
( )
Log-
k
K m day
m day
m
s
s Exp
K Normal Distribution







  
  
 
Alquhtani, M.B. and W.M. Shehata, 2003,
Vulnerability map of the groundwater rise in Jeddah,
Saudi Arabia: 12th Asian regional conf. on soil
mechanics and geotechnical engineering, 4-8
August, 2003, Singapore, chapter 3-3, pp 357,
Estimated Parameters
2-D GROUNDWATER MODELS
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
Un-Confined Aquifer
0
h h
K K
x x y y
      
    
      
2 2
0
h h
K K
x x y y
      
    
      
Confined Aquifer
GWL CONTOUR OF A SINGLE REALIZATION
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
TRANSPORT MODEL
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
Governing equation of solute transport :
C is concentration
Vx and Vy are pore velocities, and
Dxx , Dyy , Dxy , Dyx are pore-scale dispersion coefficients
x y xx xy yx yy
C C C C C C CV V D D D D
t x y x x y y x y
   
   
   
   
   
             
        
* - i j
mij ijL L T
VV
D V D
V
   
       
     
*mD
ij
L

T

is effective molecular diffusion,
is delta function,
is longitudinal dispersivity, and
is lateral dispersivity.
RANDOM WALK METHOD
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
    1 22 2xy yxx x
p p x L T
D VD V
X t t X t V t Z V t Z V t
x y V V
 
 
 
 
 

          
 
    1 22 2yx yy y x
p p y L T
D D V V
Y t t Y t V t Z V t Z V t
x y V V
 
 
 
 
 
 
          
 
The displacement is a normally distributed random variable, whose
mean is the advective movement and whose deviation from the mean
is the dispersive movement.
EFFECTIVE POROSITY 0.3
LONGITUDINAL DISPERSIVITY 2m
TRANSVERSE DISPRSIVITY 1m
∆x 100m
∆y 100m
LENGTH OF AQUIFER 21800m
DEPTH OF AQUIFER 20m
SOURCE DIMENSIONS 100x100 m
∆t 30.14days
INJECTED MASS 2.57E+08grams/month
NUMBER OF PARTICLES 1000
PLUMES ENVELOPE AND SINGLE PLUME
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
Confined
Un-
Confined
SINGLE PLUME AND ENSEMBLE PLUMES (C/U)
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
ConfinedUn-
Confined
t = 37 yearst = 49 years
CONCLUSIONS
 GW and transport models can be connected with GIS
and satellite images to visualize the flow pattern and
pollution transport.
 The Monte-Carlo methodology together with GIS and
satellite images are useful tools to account for
uncertainty and providing maps of uncertainty
(Envelop).
 Well data showed quasi linear aquifer response when
compared with quadratic aquifer response. A point
that needs in depth investigation in arid zones.
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
OUTLOOK
 Perform elaborated study with more reliable
data.
 Validation of the results by collecting samples
from locations indentified by this study and
check for the level of pollution.
 Check the validity of the aquifer response in
arid zones (linear versus quadratic
response).
7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010

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Linking Groundwater Flow and Transport Models, GIS Technology, Satellite Images and Uncertainty Quantification for Decision Making: Buraiman Lake case study, Jeddah Saudi Arabia,

  • 1. LINKING GROUNDWATER FLOW AND TRANSPORT MODELS, GIS TECHNOLOGY, SATELLITE IMAGES AND UNCERTAINTY QUANTIFICATION FOR DECISION MAKING: BURAIMAN LAKE CASE STUDY, JEDDAH, SAUDI ARABIA Amro Elfeki, Hatem Ewea, and Nassir Al-Amri Dept. of Hydrology and Water Resources Management ,Faculty of Meteorology, Environment & Arid Land Agriculture, King Abdulaziz University , P.O. Box 80208 Jeddah 21589 Saudi Arabia 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
  • 2. OUTLINE  Objective of the Research  Site Map and Data Acquisition  Methodology  Results  Conclusions  Outlook 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
  • 3. OBJECTIVES OF THE RESEARCH  Developing a methodology for linking flow and transport models, satellite images, GIS technology and uncertainty quantification for decision making.  Case Study: Prediction of the fate of the sewage plume released form Buraiman lake, Jeddah, KSA 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
  • 4. METHODOLOGY The methodology is an integration of  Flow and Transport Models.  Satellite Images.  GIS Technology.  Uncertainty Quantification (Monte-Carlo Method). For providing a risk map for decision making 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010  . 0h C C C t                    v D x x x k    2 Uncertainty in Conceptual Models . 0 . 0 Uncertainty in hydraulic conductivity, k h h       k k GIS Monte-Carlo Method
  • 5. CLASSIFICATION OF UNCERTAINTY Conceptual Model Uncertainty:  Darcy’s and Fick’s Laws.  Confined versus Unconfined aquifers Geological Uncertainty:  Connectivity and disconnectivity  of the layers, geological sequence,  boundaries between geological units. Parameter Uncertainty:  Hydraulic Conductivity  porosity. Hydro-geological Uncertainty:  Constant head boundaries,  impermeable boundaries,  Plume boundaries, source area boundaries. 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 0 50 100 150 200 250 Horizontal Distance between Wells (m) -50 0 Depth(m) Well 1 Well 2 ? K(x,y,z)? (x,y,z)? C(x,y,z)? H=? H=? ? ? ?? ? ? ? ? ?
  • 6. SEWAGE LAKE: GENERAL LOCATION 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 A B Satellite Images Buraiman Lake (Musk Lake) located in the east of Jeddah highway. Location: ~25 Km to the east of Red Sea coast. ~ 50,000 m3 /day are discharged into the lake. Volume is more than 10 million m3 No outflow. Mohorjy and Khan(2006) Preliminary Assessment of Water Quality along the Red Sea Coast near Jeddah, Saudi Arabia, Water International, vol 31(1), pp 109-115 Basamed (2002). Hydrochemecal study and bacteriological effect on groundwater in the northern part of Jeddah district, MSc. Faculty of Earth Sciences, kau.
  • 7. BURAIMAN LAKE (SITE VISIT) 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
  • 8. BURAIMAN LAKE (SITE VISIT) 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
  • 9. CONCEPTUAL MODEL 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 •The contaminant source starts from the dam lake. •The shape is approximated by a rectang •The leachate and ambient groundwater are connected.
  • 10. DIRECTION OF GROUNDWATER FLOW AND GWL 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 About 20 degrees with the Horizontal Al-Sefry and Sen (2006) Groundwater Rise Problem and Risk Evaluation in Major Cities of Arid Lands— Jeddah Case in KSA, Water Resou. Management 20:91-108
  • 11. SEWAGE WATER DATA 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 Liptak, B. G. , (1974), Environmental Engineers’ hand book: Vol.1: Water pollution. Chilton book company, Radnor, Pennsylvania. Wastewater Constituents 0 SOLIDS 0 SUSPENDED 125 DISOLVE D 150 DBOD 60 NITROGEN 100 CHLORID S 100 ALKALINITY SUM 535 MG/L 0.535 G/L M3=1000L 535 G/M3 0.535 KG/M3 TRUCK 20 TON 20 M3 MASS OF WASTE= 10.7 KG/TRUC K # TRUKS/DAY 800 8560 KG/DAY 3.124E+09 G/YEAR 2.57E+08 g/month 3124400 kg/year
  • 12. 1-D GW SURFACE PROFILES 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010  1 2 1 h h h h x L     2 2 1 22 1 h h h h x L   
  • 13. ANALYTICAL SOLUTION OF TRAVEL TIME (CONFINED AQUIFER) 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010         1 2 1 1 2 1 2 0 1 2 L h h h h x L h hdh q K K dx L h hq K v n n L dx dx v dt dt v dx t h hK n L                   2 1 2 nL t K h h  
  • 14. ANALYTICAL SOLUTION OF TRAVEL TIME (UNCONFINED AQUIFER) 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010               2 2 1 22 1 2 2 1 2 2 2 1 22 1 2 2 1 2 2 2 1 22 1 2 2 1 22 12 2 01 2 2 2 2 L h h h h x L h h dh Lq K K dx h h h x L h h q K Lv n n h h h x L dx dx v dt dt v h hn t h x dx Lh h K L                             3 2 2 1 2 2 1 3 2 2 1 22 3 1 12 2 2 1 2 2 ( ) 3 , 4 3 ax b ax bdx a h h a b h L h hn t h h Lh h K L                            
  • 15. TRAVEL TIME FOR CONFINED AND UNCONFINED AQUIFERS 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 t = 37 years t = 49 years   2 1 2 nL t K h h       3 2 2 1 22 3 1 12 2 2 1 2 4 3 h hn t h h Lh h K L                     R = 0m/day k = 120m/day L = 21800m h1 = 73m h2 = 0m n 0.25-
  • 17. VARIABILITY IN HYDRAULIC CONDUCTIVITY 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 120 / 302 / 500 ( ) Log- k K m day m day m s s Exp K Normal Distribution                Alquhtani, M.B. and W.M. Shehata, 2003, Vulnerability map of the groundwater rise in Jeddah, Saudi Arabia: 12th Asian regional conf. on soil mechanics and geotechnical engineering, 4-8 August, 2003, Singapore, chapter 3-3, pp 357, Estimated Parameters
  • 18. 2-D GROUNDWATER MODELS 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 Un-Confined Aquifer 0 h h K K x x y y                    2 2 0 h h K K x x y y                    Confined Aquifer
  • 19. GWL CONTOUR OF A SINGLE REALIZATION 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
  • 20. TRANSPORT MODEL 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 Governing equation of solute transport : C is concentration Vx and Vy are pore velocities, and Dxx , Dyy , Dxy , Dyx are pore-scale dispersion coefficients x y xx xy yx yy C C C C C C CV V D D D D t x y x x y y x y                                            * - i j mij ijL L T VV D V D V                   *mD ij L  T  is effective molecular diffusion, is delta function, is longitudinal dispersivity, and is lateral dispersivity.
  • 21. RANDOM WALK METHOD 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010     1 22 2xy yxx x p p x L T D VD V X t t X t V t Z V t Z V t x y V V                             1 22 2yx yy y x p p y L T D D V V Y t t Y t V t Z V t Z V t x y V V                          The displacement is a normally distributed random variable, whose mean is the advective movement and whose deviation from the mean is the dispersive movement. EFFECTIVE POROSITY 0.3 LONGITUDINAL DISPERSIVITY 2m TRANSVERSE DISPRSIVITY 1m ∆x 100m ∆y 100m LENGTH OF AQUIFER 21800m DEPTH OF AQUIFER 20m SOURCE DIMENSIONS 100x100 m ∆t 30.14days INJECTED MASS 2.57E+08grams/month NUMBER OF PARTICLES 1000
  • 22. PLUMES ENVELOPE AND SINGLE PLUME 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 Confined Un- Confined
  • 23. SINGLE PLUME AND ENSEMBLE PLUMES (C/U) 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010 ConfinedUn- Confined t = 37 yearst = 49 years
  • 24. CONCLUSIONS  GW and transport models can be connected with GIS and satellite images to visualize the flow pattern and pollution transport.  The Monte-Carlo methodology together with GIS and satellite images are useful tools to account for uncertainty and providing maps of uncertainty (Envelop).  Well data showed quasi linear aquifer response when compared with quadratic aquifer response. A point that needs in depth investigation in arid zones. 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010
  • 25. OUTLOOK  Perform elaborated study with more reliable data.  Validation of the results by collecting samples from locations indentified by this study and check for the level of pollution.  Check the validity of the aquifer response in arid zones (linear versus quadratic response). 7/19/2016Elfeki, Ewea, & Al-Amri -ICWRAE 2010