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Figure 6-2. Stage 2 Contaminant Injection Results for ORP
9.4
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9 -
8.8
8.6
Nicotnel Nicotine 2 Arsenic! Arsenic 2 Aldiccrt 1 Aldicarb 2
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8
Each section (separated by vertical lines i represents approximately 24 hours.
Figure 6-3. Stage 2 Contaminant Injection Results for pH
20
-------
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h section (separated by vertical lines! represents approximately 24 hours
Figure 6-4. Stage 2 Contaminant Injection Results for Conductivity
Figure 6-1 shows how the measurement of free chlorine was affected by the contaminant
injections. Prior to the injections, the free chlorine level was maintained at approximately
1 mg/L, as is evidenced by the reference method data point at the far left of the figure. However,
the measurements of the WQS units at this time were between 1.5 and 2 mg/L for Unit 1 and
approximately 1.25 mg/L for Unit 2, in both cases considerably higher than the reference method
measurement. When nicotine was injected for the first time, the free chlorine sensors detected a
drop in free chlorine of approximately 0.5 mg/L, while the reference measurement indicated that
nicotine had reacted almost completely with the chlorine in the pipe loop water, taking the
concentration to near zero. Following the drop in chlorine concentration corresponding to the
first injection, the sensors recovered to readings similar to those before the first injection. The
chlorine sensors responded to the second injection of nicotine as they did following the first
injection. However, after that injection, the sensors did not return to their pre-injection readings,
but remained steady at their respective post-injection concentration levels. In addition, Unit 2
drifted from approximately 1 mg/L to approximately 0.5 mg/L before the first arsenic trioxide
injection. Unit 1 remained at a concentration of approximately 1 mg/L prior to the arsenic
injection. The sharp drop in chlorine shown by both sensors between the second nicotine
injection and the first arsenic injection was not due to a contaminant injection, but to a brief
change in the pipe loop water chlorine level unrelated to the verification test. However, the Unit
2 chlorine sensor did not recover fully from that drop in chlorine. Figure 6-1 shows that both
chlorine sensors have a consistent variability throughout this stage. In 3- to 4-minute intervals,
the measurements oscillated by 5 to 20%. This variability is shown visually by the rather wide
trace as opposed to the very thin trace shown for ORP. The response of each sensor is still clear,
but small changes in chlorine concentration are obviously more difficult to detect.
21
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The first injection of arsenic trioxide caused a decrease in free chlorine as measured by the WQS
units as well as the reference method. After the free chlorine concentration reached its minimum
point after injection, the pipe loop was restored to approximately pre-injection conditions by
adding sodium hypochlorite. The WQS units recovered to approximately their pre-injection
levels. Upon the second injection of arsenic trioxide, the reference method measurement again
dropped almost completely to zero, as did the Unit 2 measurements. However, Unit 1 did not
respond at all to the drop in free chlorine recognized by Unit 2 and the reference method. Both
units responded to the addition of sodium hypochlorite to restore the pipe loop to pre-injection
conditions. Unit 1 measured an increased concentration of approximately 1.75 mg/L, while Unit
2 recovered to a concentration measurement slightly lower than what it had been prior to the
injection of arsenic (approximately 0.4 mg/L).
The free chlorine sensors on both units responded to the injection of aldicarb and then returned
to approximately their pre-injection concentrations. After the first injection of aldicarb,
Rosemount staff directed the verification staff to recalibrate the chlorine sensors. This is shown
by the abrupt drop in Unit 1's measurement and the abrupt increase in Unit 2's measurement to
match the first reference result of the final aldicarb injection. Both units responded similarly to
this injection, but they did not drop to a chlorine concentration as low as was measured by the
reference measurement.
The ORP in water is dependent on the occurrence of oxidation-reduction chemical reactions
within the water. Therefore, when free chlorine is reacting with injected contaminants, it can be
expected that the ORP would be affected. Figure 6-2 shows that ORP tracked the concentration
of free chlorine upon injection of the contaminants. The free chlorine reacted with the
contaminants, and the concentration dropped, as did the ORP. It is difficult to determine if the
change in ORP is in response to the drop in free chlorine or to the presence of the contaminant
itself. Note the steep decline in reference free chlorine concentration upon each injection.
Similarly, there is a steep decline in the ORP measurement.
Figures 6-3 and 6-4 show the injection results for pH and conductivity, the water quality
parameters that were affected only by the injection of arsenic trioxide. This effect may have been
due to the pH adjustment required to get this contaminant into solution.
6.3 Extended Deployment
Figures 6-5 through 6-9 show the continuous measurements from both WQS units during the
52-day extended deployment stage of the verification test. Those measurements are represented
by the blue and yellow lines, while the results of the reference samples, collected once daily
throughout this deployment, are represented by the magenta symbols. The x-axis on each figure
represents the period of time between September 1, 2004, and October 22, 2004, while the y-axis
gives the results of each water quality measurement. Data points were recorded every 30 seconds
during the verification test; but, for the extended deployment figures, only data points collected
approximately every 2 minutes were depicted. This was done so that a standard spreadsheet
could be used to generate these figures. This approach was inconsequential to interpreting the
figures.
22
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Duiation of Stage 3 52 days
Figure 6-5. Extended Deployment Results for Free Chlorine
7
Figure 6-6. Extended Deployment Results for pH
23
-------
Duration of Stage 3: 52 days
Figure 6-7. Extended Deployment Results for ORP
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Figure 6-8. Extended Deployment Results for Conductivity
24
-------
Duiation of Stage 3: 52 days
Figure 6-9. Extended Deployment Results for Temperature
The objective of this stage of the verification test was to evaluate the performance of the WQS
unit over an extended period of time with minimal intervention to simulate a situation in which
the units may be deployed at a remote location. The continuous trace was evaluated visually to
see whether any aspects of the data were notable. A second, more quantitative, evaluation was
then performed to get an indication of the accuracy of the extended deployment measurements.
This evaluation, much like the accuracy evaluation conducted during the first stage of testing,
included calculating the percent differences between the average continuous measurements and
average reference sample results throughout the extended deployment, as well as the standard
deviation of each of those measurements. The standard deviation of the results provided a means
to evaluate the stability of the water conditions during Stage 3, as well as how the standard
deviations of the continuous measurements differed from the standard deviations of the reference
measurements. Similar relative standard deviations between the continuous and reference
measurements indicate that the variability was mostly dependent on the water conditions and not
due to systematic variability in the WQS unit results. (Note that the reference results were only
generated during business hours, so any fluctuations occurring during off hours are not reflected
in the standard deviation of the reference results. Because of this, free chlorine, a parameter that
varied at times during weekends when the supply of chlorine ran low, might have been expected
to have a larger variability than other more stable parameters.) Table 6-4 lists the percent
differences, along with the average and standard deviations of the reference and continuous
results during the extended deployment. The range and median (see the footnote in Section 6.1
for direction on interpreting the median) percent difference for each water quality parameter, as
measured for each reference sample analyzed during the extended deployment, are also given.
25
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Table 6-4. Accuracy During Extended Deployment
Parameter
Free chlorine
Temperature
Conductivity
pH
Reference
Average
(SD)(a)
0.95 (0.10)
22.83 (0.35)
333 (57)
8.72 (0.07)
Unitl
Average (SD)(a)
1.00(0.19)
22.81 (0.25)
349 (57)
8.65 (0.13)
%D
5.3
-0.1
4.8
-0.8
Unit 2
Average (SD)(a)
0.97(0.13)
22.72 (0.28)
351 (57)
8.63 (0.10)
%D
2.1
-0.5
5.4
-1.0
Both WQS Units
%D Range
(median)
-36.2 to 68.3 (1.6)
-4.1 to 2.4 (-0.2)
3.4 to 6.7 (5.2)
-2.8 to 1.8 (-1.2)
a) Free chlorine, mg/L; temperature, °C; conductivity, |^S/cm; pH, pH units.
For free chlorine, visual inspection of the data in Figure 6-5 revealed that at the start of Stage 3,
the WQS units' measurements were similar to the reference results, but drifted lower over the
following several days (1 day = 1 magenta symbol). Thereafter, until approximately one-third of
the way through the extended deployment, the free chlorine measurements were biased low with
respect to the reference measurements. At that point (free chlorine Event #1 in Figure 6-5), the
Rosemount representative directed the verification staff to recalibrate the free chlorine sensors
based on the reference method result. For several days, both WQS units tracked the free chlorine
reference measurements rather well until the measured chlorine concentrations drifted slightly
high for approximately two weeks (free chlorine Event #2). After the Rosemount representative
changed the membranes and calibrated both chlorine sensors (free chlorine Event #3), the WQS
units consistently tracked the free chlorine reference measurements for the remainder of the
extended deployment. During the entire extended deployment, the percent differences for both
WQS units ranged from -36.2 to 68.3, with a median of 1.6. The average free chlorine
concentration, as measured by the reference method, was 0.95 ± 0.10 mg/L.
The measurements from the pH, ORP, conductivity, and temperature sensors are shown in
Figures 6-6 through 6-9. The pH sensor was recalibrated at the same time as the chlorine sensor
(pH Event #1 in Figure 6-6) ; and, with the exception of the two reference measurements prior to
recalibration, the accuracy after calibration was similar to that during the rest of the extended
deployment, with percent differences ranging from -2.8 to 1.8 and a median of -1.2. The ORP
and conductivity sensors were verified by Rosemount staff using standard solutions at the same
time as the pH and chlorine sensors were calibrated (Event #1 in Figures 6-7 and 6-8). This
intervention did not change the results from either of those sensors, but was done only to confirm
the accurate measurement of the standard. The temperature sensor was allowed to operate
without intervention throughout the extended deployment. In Figure 6-7, the ORP results are
shown along with a laboratory reference method result. The ORP reference method does not
provide a reliable result for water in a flowing pipe,(2) but it can be used to evaluate a trend in the
decrease and increase in the ORP, as it was in Stage 2 for the contaminant injections. The Unit 1
and 2 conductivity results tracked the reference method results throughout the extended
deployment. The temperature results from both Units 1 and 2 varied regularly because the test
was conducted in a facility where the water temperature was heavily affected by the outdoor
temperature; therefore, the water temperature changed as a function of the high and low for the
day. However, Unit 2 temperature results appeared to be biased low with respect to Unit 1 and
the reference method.
26
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The regular variability in the free chlorine results that was discussed in Section 6.2 continued to
be observed during this stage of the verification test. In fact, the degree of variability seemed to
increase slightly from the start of this stage to the end. A similar variability was observed in the
Stage 3 pH results. Again, the overall effect of this variability seemed small, but it may prevent
small changes in free chlorine or pH from being noticed. With the exception of free chlorine, the
standard deviations of the WQS measurements were similar in magnitude to those of the
reference measurements, indicating that most of the variability in the measurements is due to the
actual variability in the water quality parameters rather than substandard performance.
6.4 Accuracy and Response to Injected Contaminants After Extended Deployment
After the 52-day deployment of the WQS units with minimal intervention, their performance
was evaluated during a 4-hour period of ambient pH and temperature during which reference
samples were collected hourly. The results of this evaluation are given in Table 6-5. With the
exception of free chlorine, these results were comparable to those collected at the start of the
verification test. The free chlorine results measured after extended deployment generated percent
differences of approximately 2%. In contrast, the percent differences at the close of Stage 1 were
greater than 45%. Between the end of Stage 1 and the start of the post-extended deployment
accuracy evaluation, the chlorine sensors had been calibrated twice and the membranes had been
replaced.
Table 6-5. Post-Extended Deployment Results
Parameter
Free chlorine
Temperature
Conductivity
PH
Reference
Average (SD)(a)
0.92 (0.02)
22.66(0.16)
356(1)
8.59 (0.01)
Unitl
Average
(SD)(a)
0.91(0.03)
22.79 (0.08)
374(1)
8.54 (0.05)
%D
-1.1
0.6
5.1
-0.6
Unit 2
Average
(SD)(a)
0.90 (0.03)
22.71 (0.09)
375 (1)
8.51 (0.05)
%D
-2.2
0.2
5.3
-0.9
1 Free chlorine, mg/L; temperature, °C; conductivity, |^S/cm; pH, pH units.
A second evaluation of the response to injected contaminants after the extended deployment
used four contaminants. Two were a repeat of the aldicarb injections performed during Stage 2
and two were injections of E. coli, which was not available for injection during the earlier stage
of the test. Table 6-6 and Figures 6-10 through 6-13 show the directional change of each
reference and WQS measurement in response to the contaminant injections. In general, free
chlorine, ORP, and pH were the parameters clearly affected (for the reference results and all but
one of the continuous measurements) for all four injections.
27
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Table 6-6. Effect of Contaminant Injections After Extended Deployment
Parameter
Free chlorine
Temperature
Conductivity
pH
ORP
E. coli
Reference WQS
-
NC NC
+ NC
-
-
Aldicarb
Reference WQS
_(*)
NC NC
NC NC
NC
-
-------
Each section (separated by vertical lines) represents approximately 24 hours
Figure 6-11. Stage 3 Contaminant Injection Results for ORP
Figure 6-12. Stage 3 Contaminant Injection Results for pH
29
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Each section (separated by vertical lines) represents approximately 24 hours
Figure 6-13. Stage 3 Contaminant Injection Results for Conductivity
For free chlorine, the reference concentration decreased from approximately 1 mg/L to near zero
upon each of the four injections. The free chlorine sensors started out this portion of the test
measuring concentrations similar to the reference results; however, upon injection, the WQS
units' measurements did not drop lower than 0.5 mg/L. For the first three injections of this stage,
the Unit 1 sensor responded to the contaminant injection in a similar way to the Unit 2 sensor.
When the final injection of aldicarb was made, the Unit 2 sensor did not respond at all even
though the reference method clearly indicated an immediate drop in the free chlorine
concentration to nearly zero. The Unit 1 free chlorine concentration did decrease, but not to the
level of the reference measurement. It also was notable that both free chlorine sensors recovered
adequately to the pre-injection water conditions after the E. coli injections, but after the first
aldicarb injection, recalibration was required to bring the sensor back to the pre-injection
conditions. Because of Unit 2's lack of response to the final aldicarb injection, it seems that the
membrane of the Unit 2 sensor may have become clogged or fouled during the contaminant
injections. The ORP response was, as during Stage 2, consistent across all four injections. For
the pH measured by the two WQS units and the reference method, a brief decrease was observed
upon injecting the culture of E. coli, and the pipe loop quickly returned to the baseline pH. In
addition, the pH measured by the reference method decreased very slightly during the aldicarb
injections. This was an effect that had not been observed during the Stage 2 aldicarb injections,
so it was unexpected. There was also an increase in the conductivity measurement upon injection
of the E. coli. These slight changes in pH and conductivity due to the aldicarb and E. coli
injections, respectively, were measured by the reference method, but were not indicated through
visual observation by the WQS measurements.
30
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6.5 Inter-unit Reproducibility
Two WQS units were compared throughout the verification test to determine whether they
generated results that were similar to one another. This was done using the WQS data collected
whenever a reference sample was collected throughout the verification test. Two evaluations
were performed to make this comparison. First, the results from Unit 2 were graphed on the
y-axis, those from Unit 1 were graphed on the x-axis, and a line was fitted to the data. Second, a
t-test assuming equal variances was performed on those same data. For the linear regression
analysis, if both WQS units reported the identical result, the slope of such a regression would be
unity (1), the intercept zero (0), and the coefficient of determination (r2) 1.0. The slope can
indicate whether the results are biased in one direction or the other, while the coefficient of
determination provides a measure of the variability of the results. The t-test shows whether the
sensors generated statistically similar data. Small p-values (<0.05 at a 5% confidence level)
would suggest that the results from the two units are significantly different from one another.
Table 6-7 gives the slope, intercept, and coefficient of determination for the inter-unit
reproducibility evaluation and the p-value for the t-test performed for each sensor.
Table 6-7. Inter-unit Reproducibility Evaluation
Parameter
Free chlorine
Temperature
Conductivity
PH
ORP
Slope
0.48
1.01
1.00
0.97
0.97
Intercept
0.45
-0.19
0.26
0.25
-4.38
r2
0.271
0.999
1.00
0.958
0.950
t-test p-value
0.367
0.882
0.787
0.832
0.011
Shading indicates that the difference between the results of the two sensors was statistically significant.
As seen in Table 6-7, all of the sensors, except free chlorine, had coefficients of determination
greater than 0.95 and slopes greater than 0.97, indicating that their results were very similar and
repeatable. When a t-test was performed on this data, the p-values were much larger than 0.05
for pH, conductivity, free chlorine, and temperature, suggesting that the two sensors of each type
were not significantly different from one another. However, for ORP, even though the regression
data suggested that the results from each sensor were highly correlated with one another, the
extremely small amount of variability in the ORP measurements caused the t-test result to
suggest that there was, in fact, a significant difference between the results of the sensors. Even
though this difference in performance was statistically significant, the magnitude in difference
between the two sensors was small. In addition to the inter-unit statistical evaluation, the results
for all four sensors were confirmed through a visual evaluation of the figures throughout Chapter
6. For temperature, conductivity, and pH, the results from the two WQS units are graphed nearly
on top of one another; while for ORP, a small, but consistent, difference was evident.
The free chlorine sensor had a lower coefficient of determination and a slope that deviated from
unity by greater than 50%. This lower correlation was observed in the figures when Unit 2
drifted to chlorine concentrations different from Unit 1, or when the two sensors responded
differently to contaminant injections. However, even though the sensors were not as highly
correlated with one another as the other sensors, the overall larger variability in the sensor
measurements kept the t-test from determining the results as significantly different from one
31
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another. This result was also observed in the figures through frequent overlap of each sensor's
line due to the variability in the signal.
6.6 Ease of Use and Data Acquisition
Throughout the verification test, the verification staff was not required to perform any routine
maintenance. However, on three occasions, the chlorine sensors were recalibrated by Rosemount
or by verification staff (at the direction of Rosemount) to match the reference sample measure-
ment. The chlorine sensor membranes were replaced once during the verification test and debris
deposited into the flow cells was cleaned out at that time. Based on the performance of the WQS
free chlorine sensors, these maintenance activities may have to be performed periodically to
maintain accurate measurements, especially those involving response to injected contaminants.
This would require a means of measuring the chlorine concentration of the water, as well as a
site visit to perform this maintenance. No other maintenance was necessary during the test.
A Fluke data logger was configured with a laptop PC to download the data to the PC's hard drive
in real time. The files were saved as delimited text files for subsequent import into a spreadsheet.
The data logger and laptop are not a standard feature of the Rosemount WQS.
32
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Chapter 7
Performance Summary
Evaluation Parameter
Stage 1—
Accuracy
Stage 2 — Response
to Injected
Contaminants
Stage 3 — Accuracy
During Extended
Deployment
Stage 3 — Accuracy
After Extended
Deployment
Stage 3 — Response
to Injected
Contaminants
Injection Summary
Units 1 and 2,
range of %D (median)
Nicotine
Arsenic
trioxide
Aldicarb
Reference
WQS
Reference
WQS
Reference
WQS
Units 1 and 2,
range of %D (median)
Unit 1, %D
Unit 2, %D
E. coli
Aldicarb
Reference
WQS
Reference
WQS
Free Chlorine
-11.1 to 96.7
(14.5)
-
-
-
(b)
-
-
-36.2 to 68.3
(1.6)
-1.1
-2.2
-
-
-
(b)
Tem-
perature
-5.9 to 1.5
(-1.7)
NC
NC
NC
NC
NC
NC
-4.1 to 2. 4
(-0.2)
0.6
0.2
NC
NC
NC
NC
Conductivity
2.9 to 5.3
(4.2)
NC
NC
+
+
NC
NC
3.4 to 6.7
(5.2)
5.1
5.3
+
NC
NC
NC
pH
-7.4 to -1.1
(-3.0)
NC
NC
+
+
NC
NC
-2.8 to 1.8
(-1.2)
-0.6
-0.9
-
-
-
NC
ORP
(a)
-
-
-
-
-
-
(a)
(a)
(a)
-
-
-
-
For a reason that is not clear, aldicarb altered the pH, as measured by the reference method,
during the Stage 3 injections, but not during the Stage 2 injections.
Slope (intercept)
r2
p-value
0.48 (0.45)
0.271
0.367
1.01 (-0.19)
0.999
0.882
1.00(0.26)
1.00
0.787
0.97 (0.25)
0.958
0.832
0.97 (-4.38)
0.950
0.01 l(c)
Reproducibility
(Unit 2 vs. Unit 1)
With the exception of ORP, the t-test indicated that the sensors on each unit were performing
similarly. For ORP, the linear correlation between the two units was very high, but the
extremely small variability in the signal caused the difference between the two units to be
statistically significant. Although the free chlorine sensors were not highly correlated with one
another, the large variability in their measurements prevented the t-test from determining a
significant difference between the units.
Ease of Use and Data
Acquisition
Based on the performance of the free chlorine sensors, calibration and membrane replacement
may have to occur periodically to maintain accurate measurements, especially those involving
response to injected contaminants. Also, the regular variability in free chlorine and pH
measurements may prevent observing small changes in those water quality parameters.
-------
Chapter 8
References
1. Test/QA Plan for Verification of Multi-Parameter Water Monitors for Distribution
Systems, Battelle, Columbus, Ohio, August 2004.
2. Personal communication with John Hall, U.S. EPA, July 23, 2004.
3. U.S. EPA, EPA Method 150.1, pH, in Methods for Chemical Analysis of Water and
Wastes, EPA/600/4-79/020, March 1983.
4. American Public Health Association, et al., SM 2510, Conductivity, in Standard
Methods for the Examination of Water and Wastewater, 19th Edition, Washington,
D.C., 1997.
5. American Public Health Association, et al., SM 4500-G, Residual Chlorine, in
Standard Methods for the Examination of Water and Wastewater, 19th Edition,
Washington, D.C., 1997.
6. American Public Health Association, et al., SM 2580-B, Electrochemical Potential, in
Standard Methods for the Examination of Water and Wastewater. 19th Edition,
Washington, D.C., 1997.
7. U.S. EPA, EPA Method 170.1, Temperature, in Methods for Chemical Analysis of
Water and Wastes, EPA/600/4-79/020, March 1983.
8. Quality Management Plan (QMP)for the ETV Advanced Monitoring Systems Center,
Version 5.0, U.S. EPA Environmental Technology Verification Program, Battelle,
Columbus, Ohio, March 2004.
34
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