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Lesson 3 continued...
3.3. Pump and Treat Remediation
The most often used method for
contaminant remediation in groundwater is pump-and-treat. Figure 3.21 shows
the Saint Joseph
site with
two vinyl chloride
plumes, one going toward Lake Michigan and the other toward Hickory Creek.
The plume that was modeled by Tiedeman and Gorelick (1993) was the
one
heading
toward Lake Michigan (outlined in red with the concentration contours shown).
The goal of their analysis was to hydraulically contain this plume while minimizing
the total groundwater extraction rate. In order to reach this goal, Tiedeman
and Gorelick (1993) designed optimal plume containment
strategies with the steady-state model, MODFLOW,
and the nonlinear optimization solver, NPSOL. They designed scenarios with
90, 10, 2, and 1 extraction wells with each well assigned a specific
location
and
extraction
rate. A similar approach will be taken here for the 10 and 2 extraction well
solutions only. For detailed information on Tiedeman and Gorelick’s (1993)
work, review their paper.
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| Figure 3.21. The plume of concern is outlined in red,
heading towards Lake Michigan (Tiedeman and Gorelick, 1993). |
Model Setup
To replicate Tiedeman and Gorelick’s (1993) optimization of the 10 and
2 extraction well solutions,we used the IGW model with the final baseline values
(Table 3.3) determined in Section 3.2. The vinyl chloride concentration contours
shown in Figure 3.21 were added to IGW to represent the plume (see the Tutorial
for details). A given retardation coefficient (R) of 1.40 (Tiedeman
and Gorelick, 1993) was used to calculate the solid-liquid partitioning coefficient
(Kd ) for vinyl chloride using Equation 2.1. Kd was calculated
as 4.50x10-8 m3/g using the given IGW bulk density value of 2.65 kg/L. This
Kd value was then added to the K1 zone.
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Equation 3.1. Retardation coefficient (Bedient et al., 1999) |
The retardation value indicates slowed transport of the contaminant with groundwater
because it is sorbed onto aquifer solids. A value close to 1 indicates that
the contaminant will travel at the groundwater velocity, while a value of 2
indicates
that the contaminant velocity would be half of the groundwater velocity.
When optimizing the extraction rate at a given well, one must take into consideration
a set criterion for drawdown. Extensive drawdown within a well is of concern
because there will be a loss in extraction efficiency and an increase in the
cost of remediation. Tiedeman and Gorelick (1993) set a drawdown criteria of
maintaining at least 1 meter of head within each well screen above the aquifer
bottom. In this lesson we also use this value as the drawdown criteria. One
difference between MODFLOW and IGW is that in IGW there is full penetration
within the water table aquifer system while in MODFLOW the wells penetrate only
the lower 5 m layer of the aquifer. According to Tiedeman and Gorelick (1993),
the difference in fully or partially penetrating wells has little impact on
the pump-and-treat remediation of the plume.
The general location of the extraction wells for the two and ten well solutions
are shown in Figure 3.22 with the corresponding total extraction rates shown
in Table 3.5. The reliability level shown in this table is a measurement of
the potential failure of the system and was determined with Monte Carlo simulations
(Tiedeman and Gorelick, 1993). For example, a 90% reliability level for the
ten well solution indicates that at least 90% of all simulations performed with
the specified extraction rates contained the plume when Tiedeman and Gorelick
(1993) varied any parameter.
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| Figure 3.22. Location of the wells used for the two and ten well solution (Tiedeman and Gorelick, 1993). See
text for explanation of symbols. |
For the ten well solution, the wells were placed where the filled (extraction
wells 13 and 14) and unfilled (extraction wells 1 through 5 and 15 through
17) circles are located. For all reliability levels, extraction wells 1 through
5 accounted for 92% of the total extraction rate, 13 and 14 were not used,
and 15 through 17 extracted only 8%. For the two well solution, the wells were
placed where the boxes (extraction wells 12 and 17) are located. For a reliability
level of 50% and 60%, extraction well 12 extracted about 97% and 88% of the
total extraction rate, respectively, with extraction well 17 pumping the rest.
Since the exact position of each extraction well was not given by Tiedeman
and Gorelick (1993), the location of the each extraction well in IGW was approximated
using the map shown in Figure 3.2.
| Table 3.5. Optimal total extraction rates in cubic meters
per day (Tiedeman and Gorelick, 1993) |
Number of Wells |
Reliability Level |
| |
50% |
60% |
75% |
90% |
2 |
751 |
842 |
Infeasible |
Infeasible |
10 |
442 |
Not Attempted |
514 |
613 |
|
Next, a sensitivity analysis was completed on time interval ( t)
and mesh size ( x) that would
provide the best accuracy and simulation time. To determine the appropriate
t and x
values, the Courant Number (Cr; see
also Lesson 2) number was calculated using a conservative velocity
value of 0.77 m/day, which is within the top 75 percentile of the highest groundwater
velocities found within the location of the plume. Three simulations were conducted
for the ten well solution with a 50% reliability level with different t
and x values. The simulation
results of the concentration breakthrough curves for each monitoring well were
then compared. It was determined that a t
= 10 days and x = 9 m (NX=268)
produced a relatively accurate and fast simulation. Therefore, these values
were used for the IGW pump-and-treat simulations.
Table 3.6 shows the data input for the ten and two well solutions. Each well
has a corresponding monitoring well to collect the concentration breakthrough
curve data necessary to determine the total mass
collected and the initial and final head data needed to confirm whether the
drawdown criteria were met. The extraction well and corresponding monitoring
well are
placed
in the
same exact location and given the same screen
interval to ensure that the aquifer is fully penetrated. For detailed information
about the pump-and-treat setup and procedure refer to the
Saint Joseph site tutorial. Details on the simulations of the ten and two
well solution will be discussed throughout the section.
| Table 3.6. Data input for wells. |
| Well |
Monitoring Well |
x (m) |
y (m) |
Initial Head (m) |
Screen Top (m) |
Screen Bottom (m) |
| 1 |
1 |
390 |
1135 |
179.5 |
179 |
167 |
| 2 |
2 |
390 |
1100 |
179.6 |
179 |
167 |
| 3 |
3 |
390 |
1065 |
179.6 |
179 |
167 |
| 4 |
4 |
390 |
1030 |
179.6 |
179 |
167 |
| 5 |
5 |
390 |
995 |
179.6 |
179 |
167 |
| 15 |
6 |
700 |
1055 |
181.7 |
182 |
167 |
| 16 |
7 |
750 |
1055 |
181.9 |
182 |
167 |
| 17 |
8 |
800 |
1055 |
182.0 |
182 |
167 |
|
Ten Well Solution
Figure 3.23 shows the basic setup for the ‘ten well pump-and-treat
solution. As noted above (Figure 3.22), the optimal solution ends up using
only 8 extraction wells (Tiedeman and Gorelick,
1993).
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| Figure 3.23. Placement of eight wells for the ten well
solution. |
The plume contours are shown with 800
(red), 100 (light
blue), and 1 (dark
blue). The three extraction wells up-gradient of the plume (extraction
wells 15 through 17) were placed so that they establish head gradients that
force the plume toward the five down-gradient extraction
wells
(wells 1 through 5). This is a good arrangement because the three
up-gradient extraction wells both remove contamination
at high concentrations and direct the remaining plume toward the other extraction
wells. The five extraction wells are placed down-gradient at
the nose
of the plume
to
reverse the natural gradient and to capture the rest of the plume.
The optimal total extraction rates for the ten well solution with a reliability
level of 50% and 90% (Table 3.5) were simulated using IGW. Notice that the
reliability level increased from 50% to 90% when the total extraction
rate was increased by almost 4%.
The
increase
in flow rate
increases
remediation cost, but may be reasonable considering the added insurance
of capturing the plume.
50% Reliability Level
Figure 3.24 illustrates the head contours and flow distribution
produced from the extraction rates used for each well with the ten well solution
and a reliability level of 50% (Table 3.7). The simulation was used to create
a cross-section
of extraction wells 1 through 5 (red) and another cross-section of extraction
wells 15 through 17 starting at Lake Michigan and extending to the lagoon
(brown) (Figures 3.25 and 3.26). The red line represents
lines of constant head and the blue arrows represent the direction of groundwater
flow.
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| Figure 3.24. Head contours and flow distribution with
well cross-section locations for the 50% reliability level. |
In Figure 3.25, notice that the head contours get closer together and the groundwater
velocity vectors (i.e., blue arrows) increase in size when approaching the wells,
indicating that the extraction wells are extracting groundwater at a significant
rate. The bottom of the aquifer is represented as grey with black diagonal lines.
|
| Figure 3.25. Cross-section of extraction wells W1 -
W5 showing head profile and direction of groundwater flow for the 50% reliability
level. |
Starting on the right hand side of Figure 3.26 and moving left, take note
of the following features. Near the lagoon, the groundwater velocity vectors
flow
towards the bottom of the aquifer. This is due to the influence of recharge.
Near extraction wells 15 through 17, the water table goes down
(head value decreases) and there is a vertical downward velocity gradient between
the wells. Just to the left-hand side of extraction well 15, a stagnation point
develops and the head decreases rapidly flow approaches extraction wells one
through five. Another stagnation point develops down-gradient of the five
wells -- this causes the plume to be extracted by the five wells
and not flow into the lake.
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| Figure 3.26. Cross-section showing extraction
wells W1-5 and W15 through W17 starting at the lagoon and ending at Lake
Michigan for the 50% reliability
level. |
Figure 3.27 illustrates the remediation of the plume with the ten well
solution and a reliability level of 50%. As noted above, extraction wells 1
through 5 significantly influence the head contours and groundwater flow and
cause
a
groundwater
divide to form down-gradient from the wells. This causes the plume to travel
towards the five wells and away from Lake Michigan. Notice the
change
in contaminant concentration
through the
years. The plume travels directly into extraction wells 1 through 5, while
extraction wells 15 through 17 seem to have little effect on the plume. However,
as noted above, the up-gradient wells extract enough groundwater to cause
the head contours to direct the plume toward extraction wells 1 through 5.
The
majority
of the
contamination with high concentration is remediated after 8 years, with an
additional 4 years of extraction required to meet drinking water quality standards
of 5 for vinyl chloride. It took 12 years to
remediate the plume using the ten well solution with a reliability level of
50%.
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| Figure 3.27. Remediation of the plume with a ten well
extraction solution with a 50% reliability level. The legend shown in the
right of the figure shows the concentration value and corresponding color
and is used in all plume illustrations. |
Table 3.7 displays the extraction rate used for each well and the resulting
head. The data collected from the concentration breakthrough curves for each
monitoring well was used to calculate the mass removed by each extraction well.
The total mass removed from the aquifer was determined to be 92 kg compared
to the initial total mass within the aquifer of 77 kg. The reason for this difference
is unknown, but might be associated with the accuracy of the t
and x values used for the
simulations. The pumping wells cover such a small area that the x
may be too large to accurately produce the concentration breakthrough curves.
| Table 3.7. Data input and output for the ten well solution
with a 50% reliability level. The "head left in well" value was determined
from the node representing the well. |
| Well |
Monitoring Well |
Flow (m3/d) |
Final Head (m) |
Head Left in Well (m) |
Mass Removed (kg) |
| 1 |
1 |
81.2 |
177.6 |
10.6 |
0.68 |
| 2 |
2 |
81.2 |
177.4 |
10.4 |
26 |
| 3 |
3 |
81.2 |
177.4 |
10.4 |
44 |
| 4 |
4 |
81.2 |
177.5 |
10.5 |
9 |
| 5 |
5 |
81.2 |
177.7 |
10.7 |
0.89 |
| 15 |
6 |
12 |
181 |
14 |
7.9 |
| 16 |
7 |
12 |
181.2 |
14.2 |
3.8 |
| 17 |
8 |
12 |
181.4 |
14.4 |
0.11 |
|
To determine the influence of the extraction wells on the head gradient and
groundwater velocity, tracking particles were added to each extraction well.
The particles' pathway is perpendicular to the head contours and parallel to
the groundwater velocity. Figure 3.28 illustrates the pathway of a particle
starting at a given extraction well and then running the simulation in reverse
time (i.e., backwards arrow in IGW in the palette button section). At time 0,
the particles start at each extraction well. At time –4 years, notice
that the distance traveled by the particles starting from the three up-gradient
extraction wells is about 3 times shorter than the distance traveled by the
particles starting at the five down-gradient extraction wells. This occurs at
all times because the extraction rate of the five wells is about 6.5 times more
than the three up-gradient wells. The five extraction wells also have a larger
area of influence due to their high extraction rates, ensuring that the plume
will be captured. The three up-gradient extraction wells influence a smaller
area, but their main purpose is to direct the plume towards the five down-gradient
wells by changing the head gradient. It takes about –24 years for the
particles to reach the lagoon. The result indicates that if the lagoons and
vadose zone under the lagoons continued to release contamination, the contamination
heading towards Lake Michigan would be effectively captured.
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| Figure 3.28. Particle tracking that shows the capture
zones that develop with a ten well solution with a 50% reliability level. |
90% Reliability Level
Figure 3.29 illustrates the head contours and flow distribution
produced from the extraction rates for the ten well solution
and a reliability level of 90%. The total extraction rate for this solution
is higher, with most of the increase occuring at the five down-gradient extraction
wells. The simulation was used to create a cross-section of extraction wells
1 through
5 (red) and another cross-section
of extraction wells 15 through 17 starting at Lake Michigan and extending
to the lagoon (Figures 3.30 and 3.31).
|
| Figure 3.29. Head contours and flow distribution with well cross-section
locations for a 90% reliability level. |
The IGW cross sections allow for a comparison of the head
countours and flow directions for the 50% (Figure 3.25 and 3.26)
and 90% reliability solutions (Figure 3.30 and 3.31). Figure 3.30 shows an
increase
in drawdown
and a shift in the head contours closer to the extraction wells compared to
the 50% reliability solution (Figure 3.25). Figure 3.31 also shows a shift in
head contours between the right-hand side
near
the lagoon and the three up-gradient extraction wells. Also, it shows a sharper
decline in the water table between the
three up-gradient wells and the five down-gradient wells and the development
of a more pronounced stagnation point to the left of the five extraction wells.
All
of these changes are caused by
the higher total extraction
rate.
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| Figure 3.30. Cross-section of extraction wells W1 - W5 showing head profile
and direction of groundwater flow. |
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| Figure 3.31. Profile of extraction wells W1-5 and W15
through W17 starting at the lagoon and ending at Lake Michigan. |
Figure 3.32 illustrates the remediation of the plume for the ten well solution
with a 90% reliability level. A comparison of this figure to the results of
the 50% reliability level (Figure 3.27) shows that the total remediation time
decreases from 12
to 10.5 years and that there is an increase in the total
extraction volume
from 1.9 to 2.3 million m3. When comparing Figure 3.32 at 10.5
years to Figure 3.27 at 12 years, notice that the head contours have changed
significantly
around the five down-gradient extraction wells. In Figure
3.32 (10.5 years), the head contours have shifted
further west than in Figure 3.27 (12 years) and there is an added head contour
around wells
2
through 4, indicating that there is an increase
in the total extraction rate. These two figures also show that the stagnation
point to the west of the five extraction wells has shifted even further west.
In Figure 3.32 down-gradient
of the
plume,
the groundwater velocity (blue arrows) tends to flow towards the five
extraction wells in comparison to Figure 3.27, which shows more
groundwater by-passing the wells and going into lake.
Both the head contours
and groundwater velocity show that with the increase in reliability level
from 50% to 90%, there is added assurance that the extraction wells will
captures the plume. Figure 3.32 illustrates
that the
majority
of the contamination
with a high concentration
is extracted within 7 years with an additional 3.5 years necessary for concentrations
to meet drinking quality criteria. Interestingly, the plume seems to be completely
remediated around
10 years
but some
contamination with a concentration higher than 5 was detected and then
removed a half a year later.
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| Figure 3.32. Remediation of the plume with a ten well
extraction solution with a 90% reliability level. |
The final head left in each well and the mass removed is shown in Table 3.8.
With an increase in reliability from 50% to 90%, the total flow rate increased
from 442 to 613 m3/day with a slight increase in total mass removal of 92 to
94 kg, respectively. Notice the increase in the amount of mass removed from
the center wells compared to the wells on the edge of the five down-gradient
extraction wells, shown in Figure 3.32 and Table 3.8. Well 15 removed more
mass in comparison to the three up-gradient wells, because it is located within
the highest concentration contour and has more time to extract more of the
contaminant.
| Table 3.8. Data input for ten well with 90% reliability level. |
| Well |
Monitoring Well |
Flow (m3/d) |
Final Head (m) |
Head Left in Well (m) |
Mass Removed (kg) |
| 1 |
1 |
113 |
176.8 |
9.8 |
0.444 |
| 2 |
2 |
113 |
176.5 |
9.5 |
12.6 |
| 3 |
3 |
113 |
176.3 |
9.3 |
49.3 |
| 4 |
4 |
113 |
176.5 |
9.5 |
9.35 |
| 5 |
5 |
113 |
176.9 |
9.9 |
0.76 |
| 15 |
6 |
16 |
180.7 |
13.7 |
8.68 |
| 16 |
7 |
16 |
180.9 |
13.9 |
3.85 |
| 17 |
8 |
16 |
181.2 |
14.2 |
0.12 |
|
Figure 3.33 illustrates the particle tracking for the ten wells solution with
a 90% reliability level. The pathways of the particles coming from each well
are similar to Figure 3.28. The most noticeable difference is the increase
in area that the particles cover (i.e., capture zone) at –24 years in
Figure 3.33 compared to –24 years in Figure 3.28. When taking a close
look at the head contour line in each figure, notice that the head contours
in Figure 3.33
bend further
inward towards the five down-gradient extraction wells, causing the pathway
of the particles to spread out and creating a larger capture zone.
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| Figure 3.33. Particle tracking that shows the capture
zones that develop with a ten well solution with a 90% reliability level. |
The best reliability level to use for the ten well solution depends on the
objectives and criteria developed for the site. For example, if reliability
level and time were the most important factors, than the 90% reliability level
should be chosen. However, the 50% reliability level extracts 171 m3 of
groundwater less
per day than the 90% reliability level option. Therefore, if the cost of groundwater
treatment is the primary concern, the added 1.5 years of remediation
acceptable, and intrinsic bioremediation proven, than perhaps the 50% reliability
level
would be the best solution.
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