Subscriber access provided by UNIV OF GEORGIA
Article
Seasonal Variations in Lead Release to Potable Water Sheldon Masters, Gregory J Welter, and Marc A. Edwards Environ. Sci. Technol., Just Accepted Manuscript • DOI: 10.1021/acs.est.5b05060 • Publication Date (Web): 14 Apr 2016 Downloaded from http://pubs.acs.org on April 19, 2016
Just Accepted “Just Accepted” manuscripts have been peer-reviewed and accepted for publication. They are posted online prior to technical editing, formatting for publication and author proofing. The American Chemical Society provides “Just Accepted” as a free service to the research community to expedite the dissemination of scientific material as soon as possible after acceptance. “Just Accepted” manuscripts appear in full in PDF format accompanied by an HTML abstract. “Just Accepted” manuscripts have been fully peer reviewed, but should not be considered the official version of record. They are accessible to all readers and citable by the Digital Object Identifier (DOI®). “Just Accepted” is an optional service offered to authors. Therefore, the “Just Accepted” Web site may not include all articles that will be published in the journal. After a manuscript is technically edited and formatted, it will be removed from the “Just Accepted” Web site and published as an ASAP article. Note that technical editing may introduce minor changes to the manuscript text and/or graphics which could affect content, and all legal disclaimers and ethical guidelines that apply to the journal pertain. ACS cannot be held responsible for errors or consequences arising from the use of information contained in these “Just Accepted” manuscripts.
Environmental Science & Technology is published by the American Chemical Society. 1155 Sixteenth Street N.W., Washington, DC 20036 Published by American Chemical Society. Copyright © American Chemical Society. However, no copyright claim is made to original U.S. Government works, or works produced by employees of any Commonwealth realm Crown government in the course of their duties.
Page 1 of 33
1
2
Environmental Science & Technology
Seasonal Variations in Lead Release to Potable Water
3
Sheldon Masters1*, Gregory J. Welter2 and Marc Edwards1
5
Virginia Tech, Blacksburg, VA 24061; 2O’Brien and Gere Engineers, Inc, Bowie, MD;
7
*CORRESPONDING AUTHOR. Via Department of Civil and Environmental
9
(330) 347-7825; Fax: (540) 231-7916
4
6 8
10
11
AUTHOR ADDRESS. 1Via Department of Civil and Environmental Engineering,
Engineering, Virginia Tech, Blacksburg, VA 24061. Email:
[email protected]; Phone:
KEYWORDS. Solubility, lead, copper, summer, winter.
ACS Paragon Plus Environment
1
Environmental Science & Technology
12
Abstract
14
drinking water systems and lead release to potable water was examined. Temperature
16
chloropyromorphite, lead orthophosphate and lead oxide solids; however, in the
18
vs. 1277 ppb) at 20 ˚C compared to 4 ˚C due to accelerated reductive dissolution. The
20
vs. 92 ppb). In full scale pipe rigs using harvested lead service lines in Washington DC
22
particulate lead increased 2-6 times in the summer versus winter. In 4 of the 8 homes
13
The influence of temperature on the solubility of representative lead solids present in
15
had surprisingly little effect on the dissolution of cerrusite, hydrocerussite,
17
Page 2 of 33
presence of natural organic matter, lead oxide dissolution was 36 times greater (36 ppb
19
solubility of plumbonacrite was three times higher at 20 ˚C compared to 4 ˚C (260 ppb
21
and Providence RI, dissolved lead release increased by as much as 2-3 times and
23
sampled in Providence, RI, dissolved lead levels were three times higher during the
25
greater in the winter. These studies demonstrate a need to better understand how lead
27
sometimes vary markedly even within the same distribution system.
24
summer compared to the winter while 5 homes had copper levels that were 2.5-15 times
26
service line scales vary, since patterns of release and temperature dependency
28
29
ACS Paragon Plus Environment
2
Page 3 of 33
Environmental Science & Technology
30
INTRODUCTION
32
materials such as pipes, faucets, and fittings.1,2 Human exposure to lead from drinking
34
children and adverse health outcomes.3–7 Water utilities have historically controlled the
31
Potable water can be contaminated with lead due to the corrosion of lead bearing
33
water in modern plumbing systems has been associated with increased blood lead in
35
release of lead from lead bearing pipe materials by maintaining water chemistry
37
coat plumbing materials.1,8
39
lead carbonates, and lead oxides.9–12 Pb(IV) oxides can form in distribution systems with
36
38
conditions (i.e. pH and alkalinity) that reduce the solubility of lead corrosion solids that
Representative lead solids coating plumbing systems include lead phosphates,
40
a free chlorine residual and they have extremely low solubility.1,13 Very low solubility
42
orthophosphate as a corrosion inhibitor,14 and if adequate levels of phosphate or free
41
lead phosphate scales are also formed in distribution systems that employ
43
chlorine are not present higher solubility lead carbonates such as cerussite (PbCO3),
45
form.11,15
47
include water quality (i.e., pH, dissolved oxygen, alkalinity, buffer capacity, phosphate
49
observed variability in metals release in real systems using existing solubility
44
46 48
50
51
hydrocerussite (Pb3(OH)2(CO3)2), and plumbonacrite (Pb5O(CO3)3(OH)2) tend to
The parameters that are often considered when assessing the corrosion of lead
and polyphosphate level). However, these factors alone cannot fully explain the
models.16,17 Seasonal variations in temperature are another potentially important factor that can influence the concentration of lead and copper in potable water. Even though
ACS Paragon Plus Environment
3
Environmental Science & Technology
52
the dissolution rates of lead oxide,18–22 lead carbonate,15,23 and lead phosphate24–27 have
54
examined the important role of temperature on the kinetics or equilibrium solubility of
53
been studied under a range of water chemistries, to our knowledge few studies have
55
lead in well-controlled laboratory studies.
57
plumbing systems with higher temperature, and it is commonly stated that this is due
59
For instance, the Environmental Protection Agency warns consumers to avoid
61
because these conditions are suspected to have highest potential for lead release from
63
lead levels in water and higher seasonal temperatures.3,30,33,41–45 Also, observations of a
56 58 60
Page 4 of 33
Nonetheless, field research has often associated measured higher levels of lead in
to higher solubility and/or dissolution rates for lead solids at higher temperature.8,28–38
consuming hot water and recommends utility lead monitoring in the summer months,
62
plumbing.39,40 Anecdotally, a few field studies have confirmed links between higher
64
higher incidence of lead poisoning during the summer months, once exclusively
66
levels of lead documented in potable water in warmer summer months.38 Thus, the
68
lead to higher levels of lead in water, although exceptions have been hypothesized
70
release in hard water containing orthophosphate had little temperature dependency
72
reductive dissolution of PbO2 oxides by NOM can be an important pathway of lead
65
attributed to increased exposure to soils and lead paint46–49 might also be due to higher
67
general expectation based on the conventional wisdom is that higher temperatures will
69
where the opposite trend is expected.1,32,33 For example, field data indicate that lead
71
and apparently a small decrease in lead levels with increasing temperatures.33 Finally,
ACS Paragon Plus Environment
4
Page 5 of 33
73
Environmental Science & Technology
release to potable water in some systems, and the role of temperature in the rate of this
74
reaction has not been previously assessed.18
76
temperature dependence of lead corrosion by-product release and solubility, using data
78
examined as part of this overall evaluation, which has important implications for
80
Lead and Copper Rule (EPA LCR) and human lead exposure.
82
MATERIALS AND METHODS
84
by-product release were assessed using bench scale solubility tests, pipe loop studies,
86
Lead Mineral Solubility Experiments
88
D.C., Providence, RI and other distribution systems were examined in laboratory
90
2000, the dominant lead scale in the Washington D.C. distribution system was identified
92
disinfectant byproduct formation but also produced a significant increase in lead.3 Since
94
release, 7,23,52 and characterization of lead scales from a Washington Aqueduct pipe loop
75
The goal of this research is to address these knowledge gaps, by examining the
77
from bench, pilot and full-scale studies. Both soluble and total lead release were
79
monitoring worst case lead levels under a revised Environmental Protection Agency
81 83
85 87
The effects of seasonal variations in temperature on lead solubility and corrosion
and distribution system sampling.
Dissolution of six lead solids that have been identified on pipes in Washington,
89
experiments. Prior to a change in disinfectant from chlorine to chloramine in November
91
as plattnerite (PbO2).12,21,50,51 The change in disinfectant reduced the potential for
93
2005, orthophosphate has been added to the finished water in order to reduce lead
ACS Paragon Plus Environment
5
Environmental Science & Technology
Page 6 of 33
95
study found that the importance of pyromorphite in the pipe scale increased.12,51,52 Even
97
the dominant crystalline phase in some pipe scales from the Providence, RI distribution,
99
Hydrocerussite was also found to be a dominant pipe scale at some sample sites within
101
Lead Solids. Cerussite and hydrocerussite were purchased from Alfa Aesar, and
96
though lead(II) hydroxycarbonate plumbonacrite is rare in nature, it was found to be
98
perhaps due to the unusually high pH and low alkalinity in this system.52,53
100
the same Providence, RI distribution system.53
102
other representative solids including lead oxide (PbO2), lead orthophosphate
104
formed in the laboratory using established methods. Specifically, lead oxide was
106
oxidizing a 1000 mg/L as Pb solution of lead chloride via addition of excess
108
Na2HPO4 to 0.1 M lead acetate at 80 ˚C and maintaining a low heat on a hot plate for 3
110
thoroughly mixing 0.25 M PbCl2 solution with 0.15 M phosphoric acid (H3PO4) resulting
103
(Pb3(PO4)2), lead phosphate chloropyromorphite (Pb5(PO4)3Cl) and plumbonacrite were
105
produced using the method outlined by Triantafyllidou et al. (2007) by completely
107
hypochlorous acid.54 Lead orthophosphate solids were formed by slowly adding 0.1 M
109
hours.24,55 Lead phosphate chloropyromorphite (Pb5(PO4)3Cl) was synthesized by
111
in a white precipitate.25,26 Lead carbonate plumbonacrite was synthesized using the
113
200 mL solution of K2CO3 (13 g) and KOH (2 g) and stirring the suspension for 48 hours
112
method described by Taylor and Lopata (1984) by suspending hydrocerussite (5 g) in a
114
at 100 ˚C. The filtered product contained plumbonacrite (> 80%) and hydrocerrusite.56
116
both filtered (0.45 µm pore size mixed cellulose filter, Whatman) and unfiltered lead in
115
Collection of Synthesized Lead Solids. After measuring the concentration of
ACS Paragon Plus Environment
6
Page 7 of 33
Environmental Science & Technology
117
each synthesized sample (i.e., lead oxide, lead phosphates, and plumbonacrite), the
119
was calculated.
121
the filter with the captured lead solids (~0.15 g total Pb) or pure lead solids (cerussite
123
and mixing at 100 rpm using an orbital shaker. Control experiments indicated that the
125
lead oxide reactors had an initial free chlorine residual of 2.2 mg/L while the lead
127
phosphate levels were measured using a DR2700 spectrophotometer (HACH, Loveland,
118
120
volume of solution that should be filtered to capture a total of 0.15 g lead on each filter
Dissolution of Lead Solids. A dissolution experiment was conducted by adding
122
and hydrocerussite) into a 1 L jar containing 800 mL of synthesized tap water (Table S1)
124
presence of the filter had no detectable effect on the dissolution of the lead solid. The
126
phosphate reactors had an orthophosphate residual of 1 mg/L as P. Chlorine and
128
CO).
130
fulvic acid natural organic matter (NOM) isolated by XAD from Silver Lake, WA was
132
with NaOH.57,58 Total organic carbon (TOC) was measured by persulfate-ultraviolet
129
The dissolution of lead oxide in synthetic water with 12 mg C/L of purified
131
used to create an NOM stock solution (~600 mg/L as C) and the pH was adjusted to 7.0
133
detection using a Sievers Model 5300C with an autosampler according to Standard
134
Method 5310 C.
136
0.1 µm pore size filter at 6 and 24 hours after wasting the first 3 drops of solution. The
138
mLs, providing negligible opportunity for CO2 transfer during the test. Each condition
135
137
Sample aliquots of 10 mL were collected from each reactor and filtered through a
system was closed except during sampling and headspace was on the order of a few
ACS Paragon Plus Environment
7
Environmental Science & Technology
Page 8 of 33
139
was tested in triplicate at 4 ˚C and 20 ˚C and the pH did not change significantly (< 0.2
141
were dissolved in 5% nitric acid and heat treated at 50 ˚C for at least 24 hours in order to
143
analyzed using inductively coupled plasma mass spectrometry (ICP-MS) using
145
Pipe loop Studies
140
pH units) over the 24 hours of testing. The remaining lead solids in each batch reactor
142
confirm that ~0.15 g of lead was added to each condition. Metal concentrations were
144
Standard Method 3125B.59
146
147
Washington Aqueduct Pipe Loop Study Washington Aqueduct Treatment Process. The Washington Aqueduct draws water
148
from the Potomac River which is then treated at two plants, Dalecarlia and McMillan.
150
with free chlorine followed by secondary disinfection with chloramines. The plants use
152
using lime and since August 2004, orthophosphate has been added as a corrosion
149
Both plants perform pre-sedimentation, coagulation/flocculation, primary disinfection
151
an alum coagulant and polyaluminum chloride as a filtration aid. The pH is controlled
153
inhibitor.60
155
pipe loop study at the Dalecarlia Water Treatment Plant using harvested LSLs to
157
in the Washington DC area. Data from the control pipe loop, which was exposed to
159
seasonal variations in temperature on total and dissolved lead release.61 Standard
154
Pipe Loop Study. Beginning in January 2005, the Washington Aqueduct initiated a
156
simulate distribution system conditions and to better understand lead corrosion issues
158
finished effluent from the Aqueduct, was analyzed herein to determine the effects of
160
methods were used for all data measurements. The racks consisted of a single pass flow
ACS Paragon Plus Environment
8
Page 9 of 33
Environmental Science & Technology
161
regime, with a 16-hour period of flow followed by an 8-hour stagnation period.60 Each
163
diameter pipe, yielding a total volume of 1.1 liters per pipe loop. Water temperature
165
aliquot samples were also collected to operationally determine the fraction of soluble
167
the sampling period.
162
loop included two or three separate sections of LSL, for a total 13 feet of ¾ inch-
164
measurements were taken immediately after the samples were collected.60 Filtered
166
lead (< 0.45 µm). Table S2 summarizes the water quality in the control pipe loop during
168
169
Providence, RI, Pipe Loop Study Providence, RI Treatment Process. Providence, RI receives water from the Scituate
170
Reservoir which is treated at the Philip J. Holton Water Purification Plant. The
172
coagulation, lime addition for pH/alkalinity adjustment supporting coagulation,
174
has relatively low pH and low alkalinity which are altered during the treatment
176
increased to 9.9-10.7 in the final effluent. The daily raw water alkalinity range from 5.0-
171
treatment process consists of preliminary aeration, ferric sulfate addition for
173
sedimentation, chlorination and lime addition for final pH adjustment. The raw water
175
process. For example, in 2013 the daily raw water pH ranged from 6.0-6.8 but was
177
7.1 mg/L compared to 13.6-22.0 mg/L in the final effluent.62
179
order to determine the efficacy of orthophosphate as a lead corrosion inhibitor at pH
181
effect of temperature on lead release. The control loop was filled with finished water
178
Pipe Loop Study. In March 2014, Providence Water initiated a pipe loop study in
180
~10.3. Data from the control and experiment pipe loop was analyzed to monitor the
182
from the Providence treatment plant while the experimental condition was augmented
ACS Paragon Plus Environment
9
Environmental Science & Technology
Page 10 of 33
183
with 3 mg/L orthophosphate as PO4. Two pipe loops, each consisting of four 24-inch
185
rack included sampling ports, rotameters for measuring flow rate, isolation valves used
187
remain full during stagnant periods between pumping flows and throttling valves for
189
provide a target flow rate of 0.75 gpm through each lead pipe with five 4-minute flush
191
measurements, soluble lead samples were collected by filtering an aliquot through a
193
Providence, RI Distribution Sampling
195
February 2014) as part of an assessment of water treatment process modifications (Table
197
seasonal variations in temperature on lead and copper release at individual homes.
199
spigot. The inside sampling was done by homeowners while outside sampling from
201
spigot were done on different days so that both samples could be collected after a 6-
203
records were used to estimate the volume of water contained in the plumbing between
184
lead pipes harvested from the distribution system, were operated Monday-Friday. Each
186
during sampling, upstream and downstream venting structures to allow the pipes to
188
flow adjustment (Figure S1 and Figure S2). The 8 throttling valves were adjusted to
190
periods at (2:00 am, 5:00 pm, 7:00 pm, 9:00 pm, and 11:00 pm). In addition to total lead
192
0.45 µm pore size filter. Temperature was measured in samples from the source tanks.63
194
Monthly samples were collected from 8 homes in Providence, RI (January 2013-
196
1). Data from this monitoring program were analyzed to characterize the effects of
198
Sampling was conducted from two points: an inside kitchen faucet and an outside
200
spigots was done by trained water quality technicians. Sampling the faucet and the
202
hour minimum stagnation time. On-site premise plumbing surveys along with utility
204
the sampling tap and lead service line (LSL). A 500 mL first draw sample was collected,
ACS Paragon Plus Environment
10
Page 11 of 33
Environmental Science & Technology
205
followed by wastage of a site-specific volume, and then followed by 1 L LSL sample.
207
characterize the water in the distribution main. Since sample flow rate can significantly
209
of ~2 gpm for the outside sampling. During the initial inspection of the premises, the
211
sample at the target flow rate. The pH and temperature of first draw spigot and LSL
213
taken by utility staff, and all samples were analyzed for total and dissolved lead and
215
total that passes through a 0.45 µm pore size filter. Field sampling results focus
217
range found in kitchen faucets and temperature measurements were only taken during
219
during the sampling period.
221
Statistical Analyses
223
difference in lead release or copper release between different seasons (i.e., summer vs.
206
After three minutes of additionally flushing, a final 1 L sample was collected to
208
affect lead release,64–67 an effort was made to consistently collect samples at a flow rate
210
flow rates at outside spigots were measured and the spigots marked to reproducibly
212
samples were measured in the field immediately after sampling for the spigot samples
214
copper.62 Dissolved lead and copper were operationally defined as the fraction of the
216
exclusively on spigot samples since lead levels from the spigot samples were within the
218
outside sampling. Table S3 summarizes the finished treatment plant water quality
220 222
A non-parametric two-tailed Wilcoxon test and t-test were used to compare the
224
winter). In this study, winter months are defined as December to March and summer
226
log-transformed normalized data with a Tukey’s HSD post-hoc analysis was used to
225
months are defined as June to September. An analysis of variance (ANOVA) test on the
ACS Paragon Plus Environment
11
Environmental Science & Technology
227
compare the difference in soluble lead release in the batch reactors (α = 0.05).
229
between metals release and temperature for non-parametric data while Pearson
228
Spearman’s rank correlation coefficient (ρ) was used to measure the relationship
230
correlation coefficient was used for parametric data.
232
Providence, RI pipe loop were examined using linear regressions to determine if the
234
of comparison from one condition to another and to quantify the magnitude of the
231
Page 12 of 33
Simple linear regression model for Providence, RI pipe loop study. Data from the
233
concentration tended to increase or decrease with temperature. To have a common basis
235
effect, the increase in lead release with temperature (e.g., ppb/˚C) is calculated as the
237
degrees Celsius.
239
the Washington Aqueduct pipe loop study were examined using multiple-linear
236 238
slope of the regression line from a graph of lead concentration versus temperature in
Multiple linear-regression model for Washington Aqueduct pipe loop study. Data from
240
regression to determine the functional relationship between lead release (dependent
242
phosphate concentration). The lead data were normalized (Figure S3 and Figure S4)
241
variable) and several independent variables (i.e., temperature, pH, total chlorine and
243
using a log10 transformation and the log-linear model equation is given by:
244
where Y is the lead concentration (dependent variable), α is the intercept, x is the
246
and β1 is the estimated slope of a regression of Y on x1, if all other x variable are kept
245 247
𝑙𝑙𝑙10 𝑌 = 𝛼 + 𝛽1 𝑥1 + 𝛽2 𝑥2 …
predictor variables (i.e., temperature, pH, total chlorine and phosphate concentration)
constant. In other words, for each 1-unit increase in x multiplies the expected value of Y
ACS Paragon Plus Environment
12
Page 13 of 33
Environmental Science & Technology
β
248
by 10 . In the Providence pipe loop study disinfectant, pH and phosphate
250
multifactor analysis could not be performed.
252
RESULTS
254
representative lead solids in laboratory studies, the trends in lead release to water from
256
and regulatory implications of the results are then discussed.
249
251
253
measurements were not done on the same samples for lead, therefore, a similar
After reporting the effects of temperature on the dissolution and solubility of
255
lead pipe loop studies and distribution system field sampling are presented. Practical
257
Lead Mineral Solubility Experiments
259
temperature on solubility of lead solids. The few stability constants that exist suggest
261
decrease with decreasing temperature; however, the temperature effect between 0 ˚C
263
resolve this issue, the effect of temperature on the dissolution of representative lead
265
collected at 6 hours or 24 hours (Figure S5).
267
lead carbonate solids (i.e., cerussite, hydrocerussite, and plumbonacrite) had higher
258
Available solubility models lack necessary enthalpy data to predict the effect of
260
that the solubility of lead carbonate commonly found in distribution systems may
262
and 25 ˚C does not appear to be large in comparison to other factors.68,69 To practically
264
solids was directly determined herein by experiment at 4 ˚C and 20 ˚C with samples
266
Consistent with expectations based on solubility and dissolution kinetics, the
268
solubility compared to PbO2 or Pb3(PO4)2 regardless of temperature (Figure
ACS Paragon Plus Environment
13
Environmental Science & Technology
269
1).1,11,13,15,70,71 This verifies the basis for reducing lead in water by creating conditions
271
dosing of phosphate.72,73
273
free chorine is removed during stagnation, the PbO2 can reductively dissolve in the
275
processes rather than oxidation).18,74 After 6 hours in the solubility experiment, lead
270
272
Page 14 of 33
that support formation of these low solubility solids, including use of free chlorine or
On the other hand, if PbO2 is present on pipes after years of chlorine dosing, or if
274
presence of NOM (i.e., the dissolution of the PbO2 scale is mediated by reductive
276
oxide in the presence of 12 mg/L of NOM resulted in 36 times (36 ppb vs. 1277 ppb)
278
0.0001) (Figure 1 and Table S4).18,19,22 Thus, this work demonstrates that temperature is
280
whereas temperature itself had little impact on its own.
282
almost three times more soluble lead was released at 20 ˚C compared to 4 ˚C (260 ppb
284
commonly found on lead plumbing surfaces (i.e., cerussite, hydrocerussite, lead
286
between 4 ˚C and 20 ˚C (p > 0.05).
277
more lead at 20 ˚C compared to 4 ˚C due to a higher reductive dissolution rate (p =
279
an important dimension in control of reductive dissolution in the presence of NOM,
281
Plumbonacrite also demonstrated a strong temperature dependency, in that
283
vs. 92 ppb) (p < 0.0001). Somewhat surprisingly, the other common lead solids
285
phosphates, and lead oxide) did not have a significant temperature dependency
287
Pipe Loop and Field Studies
289
mg/L as CaCO3 while the Providence finished water had a pH of ~10.4 and alkalinity of
288
290
In the Washington, D.C. study, the average pH was 7.8 and the alkalinity was 83
16 mg/L as CaCO3 (Table S2 and Table S3). Even though the two study sites had widely
ACS Paragon Plus Environment
14
Page 15 of 33
Environmental Science & Technology
291
different water chemistries, higher temperatures would be expected to increase soluble
293
and plumbonacrite in the Providence system. The field work also provided an
292 294
lead in these systems, given the reported importance of PbO2/NOM in the D.C. system
opportunity to track the potentially important role of temperature in particulate lead
295
release from pipes.
297
soluble lead release in the Washington Aqueduct pipe loop study varied with seasonal
299
before the peak temperature (Figure 2). Therefore, the absolute temperature as well as
301
main breaks where a drop in temperature resulted in an increase in main breaks due to
303
correlation coefficient of the normalized lead data, there was a significant relationship
305
dissolved lead, p < 0.001). Average particulate lead release during the summer months
307
average dissolved lead was 3 times higher in the summer compared to the winter (10.8
309
months with higher temperature,8,28–38 but the higher particulate lead release was an
296
Washington Aqueduct Pipe Loop Study. Seasonal variation in particulate and
298
changes in temperature. However, it appears that lead levels tend to peak slightly
300
the rise in temperature affects lead release. A similar phenomenon is observed with
302
a drop in temperature as well as the absolute temperature.75 Based on the Pearson
304
between lead release and temperature (R = 0.73 for particulate lead and 0.70 for
306
was 6 times higher compared to the winter (48.4 ppb vs. 7.6 ppb, p < 0.05). Similarly,
308
ppb vs. 3.6 ppb, p < 0.05). Thus, this work confirmed that soluble lead did increase in
310
even greater concern.
312
chlorine (R = -0.4 for both particulate and dissolved lead, p < 0.001) as expected, given
311
There was also a weak negative relationship between lead release and total
ACS Paragon Plus Environment
15
Environmental Science & Technology
Page 16 of 33
313
that chloramine decayed more rapidly at higher temperature (R = -0.73 for correlation
315
chloramine levels were at least 2.14 mg/L 99% of the time which would have helped to
317
lead release and pH or phosphate (Figure 3 and Figure S6). A multiple linear regression
319
temperature, phosphate concentration, total chlorine concentration and pH) were
321
R2) of the multiple regression model for particulate lead and dissolved lead was 0.55
323
significant effects of temperature which would be expected given the results of the
325
chloramine concentration (Table S5 and Table S6). This may be due to the fact that
314
between chloramine concentration and temperature). However, it should be noted that
316
stabilized PbO2 during stagnation.76 There was also weak or no relationship between
318
model was used to determine whether other available water quality parameters (i.e.,
320
deterministic in both soluble and total lead release. The coefficient of determination (i.e.,
322
and 0.53, respectively (p < 0.001). Moreover, the regression analyses suggested
324
bench scale tests and previous literature. There was also a significant effect of
326
monochloramine is capable of reducing lead oxide to form Pb(II) and the amount of
328
decomposition.20 Assuming all other variables are kept constant, each 1 ˚C rise in
330
and dissolved lead by a factor of 1.17 (i.e., 17%). Even though seasonal variations in lead
332
does not always result in an increase in lead release as demonstrated in bench scale
327
Pb(II) released tends to be proportional to absolute rate of monochloramine
329
temperature is predicted to increase particulate lead release by a factor of 1.36 (i.e., 36%)
331
release are strongly influenced by temperature, as a general rule, higher temperature
333
tests. In the end the interpretation of these trends are complicated by changes in other
334
factors such as seasonal variations in NOM.
ACS Paragon Plus Environment
16
Page 17 of 33
335
Environmental Science & Technology
Providence, RI Pipe Loop Study. Data from the pipe loop with and without
336
phosphate (control) were analyzed to determine the effect of seasonal variation in
338
release was highly correlated with seasonal changes in temperature in the control
340
< 0.0001) (Figure 4). Particulate lead release in the control condition was weakly
342
lead release increased at a rate of 4.5 ppb/˚C in the control loops (p < 0.0001). However,
344
significant (Slope = 17.4 ppb/˚C, p = 0.08).
337
temperature on lead release. Over the course of the 21-month study, dissolved lead
339
conditions with the highest lead levels occurring during the summer months (ρ = 0.80, p
341
correlated with temperature (ρ = 0.31,