Clinton A.
Mash
a,
Byron A.
Winston
b,
David A.
Meints II
a,
Ashley D.
Pifer
a,
J. Thad
Scott
b,
Wen
Zhang
a and
Julian L.
Fairey
*a
aDepartment of Civil Engineering, University of Arkansas, 4190 Bell, Fayetteville, AR 72701, USA. E-mail: julianf@uark.edu; Fax: +1 (479) 575-7168; Tel: +1 (479) 575-4023
bDepartment of Crop, Soil, and Environmental Sciences, University of Arkansas, USA
First published on 21st January 2014
Nitrogen (N) and phosphorus (P) enrichments can stimulate algal growth in drinking water sources, which can cause increased production of disinfection byproduct (DBP) precursors. However, the effect of systematic N and P enrichments on DBP formation and control has not been adequately studied. In this work, we enriched samples from a drinking water source – sampled on April 5, May 30, and August 19, 2013 – with N and P to stimulate algal growth at N:
P ratios covering almost five orders of magnitude (0.2–4429). To simulate DBP-precursor removal processes at drinking water treatment plants (DWTPs), the samples were treated with ClO2 followed by alum coagulation prior to free chlorine addition to assess the DBP formation potential (FP). Trichloromethane (TCM) was the predominant DBP formed and the TCMFP was the highest at intermediate N
:
P molar ratios (∼10 to 50), which corresponded with the peak in algal biomass, as measured by chlorophyll-a (Chl-a). Algal biomass was P-limited throughout the study period, and co-limited by N for the August 19 sampling set. The differences in TCMFP between the raw and treated waters decreased with increasing P amendment, indicating that ClO2 and alum coagulation became less effective for TCM precursor removal as algal biomass increased. This study highlights the impact of nutrient enrichments on TCM formation and control and has implications for nutrient management strategies related to source water protection and for DWTPs that use source waters increasingly enriched with N and P.
Environmental impactThe experiments presented here demonstrate that nutrient-driven increases in algal biomass reduced the effectiveness of two common disinfection byproduct control measures, ClO2 oxidation and alum coagulation. For nutrient amended raw waters, algal biomass, measured as chlorophyll-a, was a maximum at molar N![]() ![]() |
DWTPs can draw from a two-pronged approach to curb formation of regulated DBPs: (1) increase NOM removal, by processes such as enhanced coagulation in which more coagulant is added than is necessary for turbidity removal,3,4 and (2) switch primary and/or secondary disinfectants. One common primary disinfectant for DWTPs seeking to curb DBPs is chlorine dioxide (ClO2), which can improve NOM coagulation5 and does not react with NOM to form THMs.6 However, the use of ClO2 necessitates the addition of a secondary disinfectant, like free chlorine, to maintain a residual throughout the distribution system. As such, DBPs such as THMs can still form, but only after some NOM removal has occurred through the coagulation process. The drawbacks of chlorine dioxide addition are that it is reduced to chlorite,7,8 a regulated DBP that can be removed by the addition of ferrous salts, and that it may lyse algal cells and release intracellular organic matter, a potential source of DBP precursors.9
It has long been recognized that DBP formation is impacted by nutrient loadings to source waters. As urban and agricultural land use intensifies, nitrogen (N) and phosphorus (P) enrichments can cause increases in algal biomass and productivity,10–12 decreasing the availability of pristine water supplies. Increased algal biomass and extracellular products13 can react with disinfectants to form DBPs.14–17 In addition to elevated nutrients increasing algal biomass, the ratio of N:
P can influence the type of algae growing in lakes,18,19 which also has consequences for water quality. Eutrophic waters often have high algal productivity and lower N
:
P ratios,20 which favor nitrogen-fixing cyanobacteria, and can deteriorate water quality through the production of toxins and taste-and-odor forming compounds.21 On the other hand, oligotrophic lakes are often characterized by low productivity and high N
:
P ratios, conditions under which cyanobacteria are rare and diatoms typically dominate the phytoplankton community composition.
Despite these previous research efforts, comparatively little is known about DBP formation and control in waters enriched across environmentally relevant gradients of N and P. Such work is important to help guide nutrient management strategies and to assist DWTPs in adapting DBP control processes for increasingly impaired water sources. The research objective of this work was to assess the effect of algal growth driven by N and P enrichments on DBP formation and control. Source water was sampled in the spring and summer 2013 from Beaver Lake near a DWTP intake (Lowell, AR) and amended with N and P at various N:
P ratios to stimulate biomass growth. To simulate DBP-precursor removal processes at DWTPs, these waters were subjected to ClO2 oxidation and alum coagulation. After each treatment, the samples were filtered and various DBP-precursor surrogate parameters were measured.22 The raw and treated waters were chlorinated to assess the DBP formation potential (DBPFP) as a function of N and P amendments, and correlations were sought between DBPFP and the various precursor surrogate parameters.
Beaver Lake water was collected from a boat in the spring and summer of 2013 on April 5, May 30, and August 19. On each day, a 120 L composite sample was collected from across the photic zone and transported to the University of Arkansas for bioassay experiments. Samples were mixed and dispensed in 3 L aliquots into 4 L acid-washed plastic cubitainers. For each sampling date, a total of 36 cubitainers were used for a nutrient enrichment experiment. The nutrient enrichment bioassay experiment on each date was intended to create various nutrient-amendment rates and various N:
P ratios. A P enrichment gradient of 0, 0.025, 0.05, 0.075, 0.1, and 0.2 mg L−1 P as disodium hydrogen phosphate (Na2HPO4) along with 2 mg L−1 nitrogen as potassium nitrate (KNO3) was created to achieve 6 triplicate N
:
P ratios of ∼4429, 442, 177, 89, 44, and 22 by moles, respectively. A separate N enrichment gradient of 0, 0.1, 0.25, 0.5, and 1 mg L−1 N (as KNO3) along with 0.2 mg L−1 P (as Na2HPO4) was created to achieve 5 triplicate molar N
:
P ratios of ∼0.22, 1.1, 2.8, 5.5, and 11.1, respectively. As such, the combined N
:
P ratio gradient spanned almost five orders of magnitude, while the N and P enrichment gradients spanned more than one order of magnitude each.
After N and P amendment, samples were placed in a 30 °C water bath under artificial lighting. Lights were controlled by a 12 hour on/off timer and measured to be 500 μmol photons m−2 s−1 during illumination. The cubitainers used were transparent and were inverted during incubation to prevent shading from the opaque lids. Each cubitainer was opened to the atmosphere and shaken daily by hand to aid in aeration and minimize attached growth. Algal biomass was estimated daily as raw water fluorescence measurements using a Turner Design Trilogy fluorometer (Turner Designs, Sunnyvale, CA) at 880 nm. Once the samples had achieved their maximum biomass (∼4 days), the cubitainers were shaken vigorously and 2 L were poured into prepared HDPE containers. These containers were stored in the dark at 4 °C for DBPFP experiments. The remaining cubitainer volume was divided evenly for analyses of phytoplankton biomass and particulate nutrients. Aliquots were filtered onto Whatman glass fiber filters (GFFs) and stored frozen for measurement of phytoplankton biomass as extracted chlorophyll-a (Chl-a).
Chl-a was measured to estimate phytoplankton biomass according to Standard Methods 10200H,24 with modifications. One filter from each sample was protected from light and transferred to a 15 mL test tube containing 7 mL of 90% acetone solution. The samples were placed in a dark freezer for 24 hours to further enhance pigment extraction. In a dark room, 3 mL of each sample extract were then transferred into disposable test tubes and were analyzed using the Turner Design fluorometer at 880 nm. To adjust for the chlorophyll degradation product pheophytin, each sample was re-measured 90 seconds after addition of 0.1 mL of 0.1 N HCl.
In addition to the pair-picking procedure, EEM data was modeled with PARAFAC analysis, following methods described previously.25 Of the 244 EEM sample set, one sample was classified as an outlier and removed from the dataset based on high leverage and apparent measurement error.28 A 5-component model was validated using split-halves analysis as detailed previously,25 and fluorescence maximum (FMAX) values from each component and EEM were used in DBPFP regression analyses.
Precisely 30 mL of the remaining sample was withdrawn for DBPFP testing as described previously,29 with modifications. Two additional standard curve concentrations (150 μg L−1 and 200 μg L−1) were added to encompass higher trichloromethane (TCM) yields. Blanks and check standards were analyzed every 18 injections for quality control and 90% of check standards were within ±20% of the standard concentration, and all check standards were within ±25%, which is considered to be acceptable based on EPA 551.1.
![]() | ||
Fig. 1 Chlorophyll-a (Chl-a) of the raw water samples as a function of the (a) P amendment gradient with constant N (2000 μg L−1) on a log–log basis, (b) N amendment gradient with constant P (200 μg L−1) on a semi-log basis, and (c) molar N![]() ![]() ![]() ![]() |
N dose (μg L−1) | P dose (μg L−1) | N![]() ![]() |
DOC (mg L−1) | UV254 (m−1) | SUVA (mg L−1 m−1) | FC dose/FC-7d (mg L−1 as Cl2) |
---|---|---|---|---|---|---|
a Values are averages ± standard deviations. N = nitrogen added as KNO3; P = phosphorus added as Na2HPO4; DOC = dissolved organic carbon; UV254 = ultraviolet absorbance at 254 nm; SUVA = specific UV254 (UV254/DOC); FC = free chlorine; FC-7d = free chlorine residual after a 7 day hold time; N![]() ![]() ![]() ![]() |
||||||
0 | 0 | NA | 2.31 | 4.3 | 1.86 | 9/5.22 |
2000 | 0 | 4429 | 2.26 ± 0.02 | 4.3 ± 0.1 | 1.89 ± 0.04 | 9/5.59 ± 0.13 |
2000 | 10 | 442.3 | 2.37 ± 0.05 | 4.5 ± 0.1 | 1.89 ± 0.06 | 10/6.02 ± 0.04 |
2000 | 25 | 176.9 | 2.44 ± 0.03 | 4.6 ± 0.0 | 1.89 ± 0.02 | 11/6.34 ± 0.16 |
2000 | 50 | 88.5 | 2.50 ± 0.07 | 4.7 ± 0.1 | 1.87 ± 0.04 | 12/6.64 ± 0.24 |
2000 | 100 | 44.2 | 2.56 ± 0.05 | 4.6 ± 0.2 | 1.81 ± 0.03 | 12/6.59 ± 0.11 |
2000 | 200 | 22.1 | 2.77 ± 0.10 | 5.0 ± 0.0 | 1.81 ± 0.06 | 13/6.85 ± 0.17 |
0 | 200 | 0.2 | 2.87 ± 0.07 | 5.0 ± 0.1 | 1.76 ± 0.03 | 9/4.30 ± 0.07 |
100 | 200 | 1.1 | 2.83 ± 0.09 | 5.0 ± 0.1 | 1.77 ± 0.02 | 10/5.00 ± 0.13 |
250 | 200 | 2.8 | 2.80 ± 0.05 | 5.0 ± 0.1 | 1.77 ± 0.01 | 9/4.44 ± 0.08 |
500 | 200 | 5.5 | 2.82 ± 0.09 | 5.1 ± 0.1 | 1.80 ± 0.05 | 12/6.09 ± 0.24 |
1000 | 200 | 11.1 | 2.87 ± 0.07 | 5.0 ± 0.1 | 1.75 ± 0.02 | 13/6.48 ± 0.32 |
Raw and treated water quality results for the May 30 sample collection are shown in Table 2. Similar to the April results, raw water DOC increased with P dose from an average of 3.99 to 4.91 mg L−1 as C and did not increase uniformly with N dose, indicating P-limited growth. For all twelve N and P doses, ClO2 treatment increased the average DOC and decreased the average SUVA, suggesting algal cells were lysed by ClO2 oxidation and released intracellular organic matter with relatively low aromatic carbon content, similar to previous results.33 Subsequent alum coagulation decreased the average DOC below their corresponding raw waters in all 6 cases across the P gradient, but only in 3 of 5 cases across the N gradient. This indicates that DOC produced by N enrichment was more resistant to removal by alum coagulation. It is worth noting that the average FC-7d residuals in Table 2 were between 10 and 16 mg L−1 as Cl2, above the target window of 3–5 mg L−1 as Cl2 for the DBPFP tests. Ongoing experiments in our laboratory suggest these higher residuals will enhance formation of chlorinated THMs at the expense of bromine-substituted species and haloacetonitriles.
Sample type | N dose (μg L−1) | P dose (μg L−1) | pH | Turbidity (NTU) | DOC (mg L−1) | UV254 (m−1) | SUVA (mg L−1 m−1) | FC Dose/FC-7d (mg L−1 as Cl2) |
---|---|---|---|---|---|---|---|---|
a Values are averages ± standard deviations. Initial background concentrations in raw water were 724 μg N L−1 and 13 μg P L−1 (initial molar N![]() ![]() |
||||||||
R | 0 | 0 | 8.18 | 12.00 | 4.05 | 10.0 | 2.47 | 18/13.54 |
C | 0 | 0 | 7.79 | 8.50 | 4.52 | 8.6 | 1.90 | 18/13.56 |
CA | 0 | 0 | NM | NM | 3.31 | 4.6 | 1.39 | 18/15.66 |
R | 2000 | 0 | 8.14 ± 0.02 | 9.23 ± 0.15 | 3.99 ± 0.06 | 9.5 ± 0.0 | 2.38 ± 0.03 | 18/13.74 ± 0.23 |
C | 2000 | 0 | 7.80 ± 0.03 | 8.70 ± 0.44 | 4.37 ± 0.05 | 8.6 ± 0.1 | 1.97 ± 0.02 | 18/13.53 ± 0.19 |
CA | 2000 | 0 | NM | NM | 3.02 ± 0.13 | 4.1 ± 0.1 | 1.37 ± 0.05 | 18/15.69 ± 0.45 |
R | 2000 | 10 | 9.07 ± 0.08 | 9.60 ± 0.00 | 4.08 ± 0.04 | 9.4 ± 0.1 | 2.30 ± 0.03 | 19/14.00 ± 0.33 |
C | 2000 | 10 | 8.22 ± 0.09 | 10.33 ± 0.29 | 4.56 ± 0.28 | 8.7 ± 0.0 | 1.91 ± 0.11 | 19/14.49 ± 0.50 |
CA | 2000 | 10 | NM | NM | 3.37 ± 0.15 | 4.4 ± 0.2 | 1.31 ± 0.02 | 19/15.82 ± 0.23 |
R | 2000 | 25 | 9.37 ± 0.08 | 9.67 ± 0.83 | 4.18 ± 0.08 | 9.5 ± 0.2 | 2.28 ± 0.05 | 20/14.52 ± 0.17 |
C | 2000 | 25 | 8.76 ± 0.12 | 10.83 ± 0.76 | 4.67 ± 0.10 | 9.1 ± 0.2 | 1.95 ± 0.01 | 20/14.56 ± 0.45 |
CA | 2000 | 25 | NM | NM | 3.66 ± 0.18 | 4.8 ± 0.2 | 1.31 ± 0.02 | 20/15.97 ± 0.26 |
R | 2000 | 50 | 9.84 ± 0.04 | 11.33 ± 0.58 | 4.32 ± 0.03 | 9.7 ± 0.2 | 2.24 ± 0.05 | 21/14.60 ± 0.64 |
C | 2000 | 50 | 9.44 ± 0.06 | 10.50 ± 0.87 | 4.89 ± 0.04 | 9.4 ± 0.1 | 1.93 ± 0.03 | 21/14.15 ± 0.49 |
CA | 2000 | 50 | NM | NM | 3.75 ± 0.04 | 6.2 ± 0.5 | 1.66 ± 0.12 | 21/15.66 ± 0.08 |
R | 2000 | 100 | 10.07 ± 0.04 | 11.00 ± 0.00 | 4.55 ± 0.15 | 10.1 ± 0.2 | 2.21 ± 0.03 | 21/14.09 ± 0.27 |
C | 2000 | 100 | 9.73 ± 0.02 | 11.67 ± 0.29 | 5.17 ± 0.12 | 9.7 ± 0.1 | 1.87 ± 0.03 | 21/12.91 ± 1.05 |
CA | 2000 | 100 | NM | NM | 4.56 ± 0.42 | 9.3 ± 0.4 | 2.05 ± 0.10 | 21/15.38 ± 0.25 |
R | 2000 | 200 | 10.26 ± 0.01 | 11.75 ± 0.35 | 4.91 ± 0.13 | 10.6 ± 0.2 | 2.15 ± 0.01 | 22/13.93 ± 0.07 |
C | 2000 | 200 | 9.78 ± 0.03 | 11.40 ± 5.09 | 6.79 ± 1.77 | 9.9 ± 0.1 | 1.50 ± 0.40 | 22/12.36 ± 0.72 |
CA | 2000 | 200 | NM | NM | 4.52 ± 0.45 | 8.9 ± 0.6 | 1.96 ± 0.06 | 22/14.12 ± 0.27 |
R | 0 | 200 | 10.11 ± 0.20 | 12.67 ± 0.58 | 4.66 ± 0.17 | 9.8 ± 0.4 | 2.11 ± 0.09 | 18/11.54 ± 0.25 |
C | 0 | 200 | 9.67 ± 0.17 | 7.13 ± 3.35 | 5.45 ± 0.38 | 9.5 ± 0.1 | 1.74 ± 0.12 | 18/11.18 ± 0.27 |
CA | 0 | 200 | NM | NM | 5.75 ± 0.72 | 7.5 ± 1.2 | 1.32 ± 0.26 | 18/12.69 ± 0.80 |
R | 100 | 200 | 10.19 ± 0.08 | 11.67 ± 0.58 | 6.58 ± 3.31 | 10.1 ± 0.4 | 1.75 ± 0.65 | 19/11.90 ± 1.85 |
C | 100 | 200 | 9.78 ± 0.11 | 15.33 ± 2.08 | 7.20 ± 3.29 | 9.6 ± 0.1 | 1.50 ± 0.54 | 19/9.95 ± 1.78 |
CA | 100 | 200 | NM | NM | 6.07 ± 2.67 | 7.8 ± 0.7 | 1.47 ± 0.61 | 19/12.27 ± 1.91 |
R | 250 | 200 | 10.25 ± 0.10 | 12.00 ± 0.00 | 4.72 ± 0.09 | 10.1 ± 0.3 | 2.14 ± 0.05 | 20/12.53 ± 1.32 |
C | 250 | 200 | 9.71 ± 0.08 | 12.33 ± 0.58 | 5.14 ± 0.03 | 9.6 ± 0.1 | 1.88 ± 0.02 | 20/11.89 ± 0.52 |
CA | 250 | 200 | NM | NM | 4.12 ± 0.20 | 7.8 ± 0.6 | 1.90 ± 0.07 | 20/13.89 ± 0.26 |
R | 500 | 200 | 10.28 ± 0.01 | 12.00 ± 0.00 | 4.66 ± 0.09 | 9.9 ± 0.2 | 2.13 ± 0.04 | 21/13.55 ± 0.18 |
C | 500 | 200 | 9.82 ± 0.06 | 14.33 ± 1.15 | 5.21 ± 0.03 | 9.8 ± 0.1 | 1.87 ± 0.02 | 21/11.97 ± 0.27 |
CA | 500 | 200 | NM | NM | 4.70 ± 0.18 | 9.6 ± 0.2 | 2.05 ± 0.12 | 21/13.46 ± 0.44 |
R | 1000 | 200 | 10.29 ± 0.07 | 11.33 ± 0.58 | 4.98 ± 0.55 | 9.9 ± 0.1 | 2.01 ± 0.20 | 22/14.42 ± 0.68 |
C | 1000 | 200 | 9.85 ± 0.04 | 13.33 ± 0.58 | 5.09 ± 0.02 | 9.7 ± 0.1 | 1.91 ± 0.01 | 22/12.97 ± 0.09 |
CA | 1000 | 200 | NM | NM | 4.68 ± 0.43 | 10.1 ± 0.4 | 2.16 ± 0.19 | 22/13.33 ± 0.29 |
Raw and treated water quality results for the August 19 sample collection are shown in Table 3. For the P-gradient, the raw water DOC ranged from 2.96 to 3.35 mg L−1 as C, but in contrast to April and May samples only increased for the two highest P doses (100 and 200 μg L−1). No discernible trends in average DOC were apparent across the N gradient, although Fig. 1b indicates N was co-limiting for the August 19 samples. ClO2 treatment increased the average DOC and decreased the average SUVA, supporting the previous results (Table 2) that lysis of algal cells occurred and released DOC depleted in aromatic carbon. Subsequent alum coagulation decreased the average DOC relative to their corresponding raw waters for all 11 nutrient amended samples. The ranges of the average SUVA for raw, ClO2-treated only, and ClO2 + alum coagulated waters were 1.54–1.70 mg L−1 m−1, 1.20–1.36 mg L−1 m−1, and 1.28–1.61 mg L−1 m−1. The modest increase in SUVA following alum coagulation of ClO2-treated waters for all 11 samples was unexpected and suggests that alum coagulation preferentially removed the less aromatic DOC. FC-7d residuals ranged from 5 to 9 mg L−1 as Cl2, more inline with the target residual for the DBPFP tests (3–5 mg L−1 as Cl2) compared to the April samples (Table 2), but nevertheless relatively high, which, as stated previously, favors the formation of chlorinated THMs.
Sample type | N dose (μg L−1) | P dose (μg L−1) | pH | Turbidity (NTU) | DOC (mg L−1) | UV254 (m−1) | SUVA (mg L−1 m−1) | FC Dose/FC-7d (mg L−1 as Cl2) |
---|---|---|---|---|---|---|---|---|
a Values are averages ± standard deviations. Initial background concentrations in raw water were 1900 μg N L−1 and 20 μg P L−1 (initial molar N![]() ![]() |
||||||||
R | 0 | 0 | 8.63 | 3.20 | 3.10 | 4.8 | 1.55 | 9/5.36 |
C | 0 | 0 | 7.94 | 2.70 | 3.47 | 4.2 | 1.21 | 9/5.23 |
CA | 0 | 0 | 8.23 | 0.90 | 3.23 | 3.3 | 1.02 | 9/6.11 |
R | 0 | 0 | 8.83 ± 0.03 | 1.53 ± 0.06 | 3.09 ± 0.06 | 4.8 ± 0.0 | 1.56 ± 0.03 | 10/6.47 ± 0.04 |
C | 0 | 0 | 8.12 ± 0.06 | 1.83 ± 0.12 | 3.18 ± 0.07 | 3.9 ± 0.1 | 1.24 ± 0.03 | 10/6.43 ± 0.07 |
CA | 0 | 0 | 8.32 ± 0.04 | 0.43 ± 0.03 | 2.72 ± 0.07 | 3.5 ± 0.1 | 1.29 ± 0.05 | 10/7.01 ± 0.10 |
R | 2000 | 0 | 8.94 ± 0.17 | 1.80 ± 0.26 | 3.09 ± 0.03 | 5.0 ± 0.1 | 1.61 ± 0.03 | 10/6.58 ± 0.15 |
C | 2000 | 0 | 8.21 ± 0.25 | 1.80 ± 0.26 | 3.25 ± 0.03 | 4.0 ± 0.1 | 1.24 ± 0.01 | 10/6.23 ± 0.36 |
CA | 2000 | 0 | 8.28 ± 0.03 | 0.42 ± 0.05 | 2.77 ± 0.03 | 3.6 ± 0.2 | 1.30 ± 0.06 | 10/7.11 ± 0.20 |
R | 2000 | 10 | 8.92 ± 0.13 | 1.53 ± 0.15 | 3.10 ± 0.01 | 5.0 ± 0.0 | 1.61 ± 0.01 | 11/7.91 ± 0.51 |
C | 2000 | 10 | 8.23 ± 0.12 | 1.77 ± 0.21 | 3.18 ± 0.05 | 3.9 ± 0.1 | 1.22 ± 0.00 | 11/7.41 ± 0.24 |
CA | 2000 | 10 | 8.26 ± 0.01 | 0.40 ± 0.08 | 2.69 ± 0.14 | 3.6 ± 0.2 | 1.32 ± 0.04 | 11/8.51 ± 0.49 |
R | 2000 | 25 | 9.25 ± 0.01 | 2.43 ± 0.23 | 3.06 ± 0.03 | 4.9 ± 0.1 | 1.61 ± 0.03 | 11/7.80 ± 0.34 |
C | 2000 | 25 | 8.61 ± 0.05 | 2.13 ± 0.42 | 3.34 ± 0.02 | 4.3 ± 0.1 | 1.28 ± 0.01 | 11/7.25 ± 0.54 |
CA | 2000 | 25 | 8.34 ± 0.03 | 0.83 ± 0.32 | 2.70 ± 0.05 | 3.8 ± 0.1 | 1.40 ± 0.00 | 11/8.11 ± 0.39 |
R | 2000 | 50 | 9.36 ± 0.03 | 2.87 ± 0.57 | 2.96 ± 0.04 | 5.0 ± 0.1 | 1.70 ± 0.01 | 12/8.75 ± 0.26 |
C | 2000 | 50 | 8.78 ± 0.05 | 3.20 ± 0.20 | 3.40 ± 0.06 | 4.4 ± 0.1 | 1.29 ± 0.02 | 12/8.25 ± 0.38 |
CA | 2000 | 50 | 8.36 ± 0.01 | 0.83 ± 0.32 | 2.77 ± 0.06 | 3.8 ± 0.1 | 1.37 ± 0.05 | 12/9.33 ± 0.29 |
R | 2000 | 100 | 9.55 ± 0.28 | 4.23 ± 0.75 | 3.24 ± 0.03 | 5.1 ± 0.1 | 1.58 ± 0.04 | 12/7.81 ± 0.88 |
C | 2000 | 100 | 9.00 ± 0.28 | 4.53 ± 0.64 | 3.76 ± 0.51 | 4.7 ± 0.4 | 1.27 ± 0.09 | 12/7.25 ± 0.82 |
CA | 2000 | 100 | 8.37 ± 0.03 | 0.77 ± 0.15 | 3.12 ± 0.39 | 4.2 ± 0.4 | 1.34 ± 0.11 | 12/8.21 ± 0.54 |
R | 2000 | 200 | 9.80 ± 0.12 | 5.40 ± 0.53 | 3.35 ± 0.08 | 5.3 ± 0.1 | 1.57 ± 0.01 | 13/7.83 ± 0.27 |
C | 2000 | 200 | 9.28 ± 0.16 | 5.57 ± 0.25 | 3.73 ± 0.05 | 5.1 ± 0.2 | 1.36 ± 0.03 | 13/7.71 ± 0.07 |
CA | 2000 | 200 | 8.60 ± 0.11 | 1.27 ± 0.29 | 3.03 ± 0.08 | 4.9 ± 0.7 | 1.61 ± 0.20 | 13/8.81 ± 0.19 |
R | 0 | 200 | 9.34 ± 0.01 | 2.23 ± 0.25 | 3.27 ± 0.03 | 5.2 ± 0.2 | 1.60 ± 0.03 | 10/6.96 ± 0.17 |
C | 0 | 200 | 8.71 ± 0.04 | 2.30 ± 0.17 | 3.43 ± 0.07 | 4.1 ± 0.1 | 1.20 ± 0.02 | 10/6.26 ± 0.10 |
CA | 0 | 200 | 8.43 ± 0.04 | 0.77 ± 0.21 | 2.88 ± 0.03 | 3.7 ± 0.1 | 1.28 ± 0.04 | 10/7.10 ± 0.16 |
R | 100 | 200 | 9.56 ± 0.01 | 3.30 ± 0.62 | 3.17 ± 0.03 | 5.1 ± 0.1 | 1.62 ± 0.02 | 11/7.47 ± 0.10 |
C | 100 | 200 | 9.06 ± 0.05 | 3.63 ± 0.15 | 3.72 ± 0.06 | 4.5 ± 0.1 | 1.22 ± 0.04 | 11/6.69 ± 0.11 |
CA | 100 | 200 | 8.49 ± 0.03 | 0.87 ± 0.31 | 3.06 ± 0.08 | 4.3 ± 0.2 | 1.39 ± 0.02 | 11/7.63 ± 0.20 |
R | 250 | 200 | 9.67 ± 0.02 | 3.53 ± 0.50 | 3.24 ± 0.02 | 5.1 ± 0.1 | 1.58 ± 0.01 | 12/8.35 ± 0.15 |
C | 250 | 200 | 9.20 ± 0.01 | 4.07 ± 0.45 | 3.84 ± 0.05 | 4.7 ± 0.1 | 1.23 ± 0.00 | 12/7.10 ± 0.07 |
CA | 250 | 200 | 8.52 ± 0.02 | 0.97 ± 0.21 | 3.12 ± 0.01 | 4.7 ± 0.1 | 1.50 ± 0.03 | 12/8.47 ± 0.05 |
R | 500 | 200 | 9.70 ± 0.06 | 3.73 ± 0.06 | 3.30 ± 0.05 | 5.3 ± 0.1 | 1.59 ± 0.00 | 13/7.32 ± 0.29 |
C | 500 | 200 | 9.14 ± 0.08 | 4.33 ± 0.31 | 3.78 ± 0.08 | 5.0 ± 0.1 | 1.32 ± 0.01 | 13/7.23 ± 0.10 |
CA | 500 | 200 | 8.47 ± 0.02 | 1.03 ± 0.21 | 3.01 ± 0.05 | 4.5 ± 0.1 | 1.48 ± 0.01 | 13/8.41 ± 0.15 |
R | 1000 | 200 | 9.76 ± 0.10 | 4.27 ± 0.64 | 3.33 ± 0.09 | 5.1 ± 0.1 | 1.54 ± 0.03 | 14/8.37 ± 0.23 |
C | 1000 | 200 | 9.24 ± 0.05 | 4.67 ± 0.58 | 3.89 ± 0.05 | 5.2 ± 0.1 | 1.33 ± 0.01 | 14/7.95 ± 0.24 |
CA | 1000 | 200 | 8.42 ± 0.05 | 1.00 ± 0.26 | 3.03 ± 0.05 | 4.8 ± 0.1 | 1.57 ± 0.03 | 14/9.09 ± 0.02 |
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Fig. 3 Trichloromethane formation potential (TCMFP) for the raw water samples amended with nitrogen (N) and phosphorus (P) for the April 5, May 30, and August 19 samples as a function of the (a) log-molar N![]() ![]() ![]() ![]() |
Treatment of raw waters occurred for the samples collected on May 30 and August 19 only. The May 30 samples were treated with ClO2 at 1 mg L−1 and an alum dose of 40 mg L−1; to achieve greater TCM precursor removal, both of these doses were doubled for the August 19 samples. Fig. 2c shows that treatment with 1 mg L−1 ClO2 increased the average TCMFP relative to the raw waters for the lowest two N amendments, and was similar to the raw waters for the higher N doses. Fig. 2d shows this same dose of ClO2 had little impact on TCMFP across the P amendment. This result indicates that the aromatic carbon depleted DOC released by ClO2 treatment (Table 2 – DOC and SUVA), was not a significant source of TCM precursors. For August 19 samples, a ClO2 dose of 2 mg L−1 decreased the average TCMFP by 20–30 μg L−1 across the N amendments (Fig. 2e) and 2–47 μg L−1 across the P amendments (Fig. 2f). Further, Fig. 2f shows that the differences in TCMFP between the raw and ClO2 treated samples decreased with increasing P amendment, presumably because the biomass produced (Fig. 1a) exerted a demand for ClO2, more so than directly contributing to the TCM precursor pool.
Alum coagulation following ClO2 treatment lowered the average TCMFP, an expected result based on previous research.26 The one exception to this trend occurred for the May 30 samples at an N amendment of 1000 μg L−1 (Fig. 2c), in which the average TCMFP values were similar for both treatments. Fig. 2d shows that alum coagulation decreased the average TCMFP by 34–64 μg L−1 compared to ClO2-only, but the difference between treatments decreased as the P amendment increased. For the August 19 samples, alum coagulation decreased TCMFP by 10–20 μg L−1 relative to ClO2-only for both nutrient amendments (Fig. 2e and f). The implication of this result for DWTPs is that ClO2 pre-oxidation and alum coagulation may be less effective for removal of TCM precursors as source waters become more nutrient enriched.
To further explain the TCMFP data, correlations were sought with known TCM precursor surrogate parameters (e.g., UV254, DOC, IEx/Em, and PARAFAC component FMAX values). For this dataset, I344/425 and FMAX from component 2 (Table 4) were the most strongly correlated fluorescence metrics (IEx/Em correlation results not shown). Fig. 4 shows correlations (p < 0.001) between TCMFP and (i) DOC (r2 = 0.72, Fig. 4a), (ii) UV254 (r2 = 0.88, Fig. 4b), (iii) I344/425 (r2 = 0.62, Fig. 4c), and (iv) C2 FMAX (r2 = 0.61, Fig. 4d). A weaker correlation was found between TCMFP and SUVA (r2 = 0.57, data not shown), an expected result given that SUVA is an intensive property. Data presented in Fig. 4 includes all samples and treatments except seven samples (out of 244) that were determined to be outliers – five of these samples had TCM concentrations that were 150% greater (e.g., 300–700 μg L−1) than the highest value in the GC standard curve, one sample had no measurable FC-7d residual, and the other sample was determined to be an outlier during the PARAFAC modeling process. The comparatively strong TCMFP:DOC correlation (r2 = 0.72, Fig. 4a) was unexpected because ClO2 treatment increased DOC (Tables 2 and 3) but decreased TCMFP (Fig. 2). The high TCMFP:UV254 correlation (r2 = 0.88, Fig. 4b) is in agreement with prior research,34 supporting the contention that released DOC from nutrient stimulated biomass was both low in aromatic carbon and did not contribute significantly to the pool of TCM precursors. The comparatively weak correlations between TCMFP and the fluorescence metrics (Fig. 4c and d) were unexpected based on previous research26,29 and suggest that dissolved species present in the samples from the nutrient enrichments (e.g., algal extrudates and intracellular organic matter) may have interfered with fluorescence measurements more so than UV254.
Component | Excitation maxima (nm) | Emission maxima (nm) | r 2 (TCMFP:FMAX) |
---|---|---|---|
a Values in parentheses are secondary and tertiary maxima; r2 values describe the linear correlations between trichloromethane formation potential (TCMFP) and the fluorescence maximum values (FMAX) for each parallel factor (PARAFAC) component. | |||
C1 | 235 (325, 386) | 422 (476) | 0.55 |
C2 | 337 (237) | 375 (423) | 0.61 |
C3 | 267 (367) | 456 | 0.52 |
C4 | 226 (280) | 355 | 0.18 |
C5 | 400 (370, 309) | 490 (394) | 0.47 |
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Fig. 4 Correlations between trichloromethane formation potential (TCMFP) and (a) DOC, (b) UV254, (c) I344/425, (d) C2 FMAX. Linear best-fit models (solid lines) were determined based on least-squares analyses of raw (R), chlorine dioxide treated (C), and chlorine dioxide treated and alum coagulated (CA) waters from the April 5, May 30, and August 19 sampling collections. Dashed lines encompass the upper and lower 95% prediction intervals for the linear models. DOC is the dissolved organic carbon, UV254 is the ultraviolet absorbance at 254 nm, I344/425 is the fluorescence intensity at an excitation of 344 nm and an emission of 425 nm, and C2 FMAX is the maximum fluorescence intensity for PARAFAC component 2 (see Table 4 for description of the fluorescence–PARAFAC components). Seven samples (out of 244) were excluded from this figure because they were determined to be outliers as described in the Results and discussion – DBPFP tests section. |
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