| Literature DB >> 33172185 |
Maciej Thomas1, Violetta Kozik2, Krzysztof Barbusiński3, Aleksander Sochanik4, Josef Jampilek5, Andrzej Bąk2.
Abstract
Possible use of potassium ferrate (VI) (K2FeO4) for the treatment of landfill leachate (pH = 8.9, Chemical Oxygen Demand (COD) 770 mg O2/L, Total Organic Carbon (TOC) 230 mg/L, Total Nitrogen (Total N) 120 mg/L, Total Phosphorus (Total P) 12 mg/L, Total Coli Count (TCC) 6.8 log CFU/mL (Colony-Forming Unit/mL), Most Probable Number (MPN) of fecal enterococci 4.0 log/100 mL, Total Proteolytic Count (TPC) 4.4 log CFU/mL) to remove COD was investigated. Central Composite Design (CCD) and Response Surface Methodology (RSM) were applied for modelling and optimizing the purification process. Conformity of experimental and predicted data (R2 = 0.8477, Radj2 = 0.7462) were verified using Analysis of Variance (ANOVA). Application of K2FeO4 using CCD/RSM allowed to decrease COD, TOC, Total N, Total P, TCC, MPN of fecal enterococci and TPC by 76.2%, 82.6%, 68.3%, 91.6%, 99.0%, 95.8% and 99.3%, respectively, by using K2FeO4 0.390 g/L, at pH = 2.3 within 25 min. Application of equivalent amount of iron (as FeSO4 × 7H2O and FeCl3 × 6H2O) under the same conditions allowed to diminish COD, TOC, Total N, Total P, TCC, MPN of fecal enterococci and TPC only by 38.1%, 37.0%, 20.8%, 95.8%, 94.4%, 58.2%, 90.8% and 41.6%, 45.7%, 29.2%, 95.8%, 92.1%, 58.2%, 90.0%, respectively. Thus, K2FeO4 could be applied as an environmentally friendly reagent for landfill leachate treatment.Entities:
Keywords: central composite design; landfill leachate; potassium ferrate (VI); response surface methodology
Year: 2020 PMID: 33172185 PMCID: PMC7664322 DOI: 10.3390/ma13215017
Source DB: PubMed Journal: Materials (Basel) ISSN: 1996-1944 Impact factor: 3.623
Empirical conditions for the CCD/RSM and outcome (COD) for landfill leachate (pH 0.98–6.02, K2FeO4 0.132–0.468 g/L, Time 6.59–23.41 min); (C)-center of the plan.
| Run | Experimental Conditions | Experimental Results * | ||
|---|---|---|---|---|
| pH | K2FeO4 (g/L) | Time (min) | COD (g O2/L) | |
| 1 | 2.00 | 0.200 | 10.00 | 0.385 ± 0.058 |
| 2 | 2.00 | 0.200 | 20.00 | 0.355 ± 0.053 |
| 3 | 2.00 | 0.400 | 10.00 | 0.295 ± 0.044 |
| 4 | 2.00 | 0.400 | 20.00 | 0.260 ± 0.039 |
| 5 | 5.00 | 0.200 | 10.00 | 0.465 ± 0.070 |
| 6 | 5.00 | 0.200 | 20.00 | 0.450 ± 0.068 |
| 7 | 5.00 | 0.400 | 10.00 | 0.300 ± 0.045 |
| 8 | 5.00 | 0.400 | 20.00 | 0.295 ± 0.044 |
| 9 | 0.98 | 0.300 | 15.00 | 0.245 ± 0.037 |
| 10 | 6.02 | 0.300 | 15.00 | 0.495 ± 0.074 |
| 11 | 3.50 | 0.132 | 15.00 | 0.695 ± 0.104 |
| 12 | 3.50 | 0.468 | 15.00 | 0.205 ± 0.031 |
| 13 | 3.50 | 0.300 | 6.59 | 0.345 ± 0.052 |
| 14 | 3.50 | 0.300 | 23.41 | 0.240 ± 0.036 |
| 15 (C) | 3.50 | 0.300 | 15.00 | 0.265 ± 0.040 |
| 16 (C) | 3.50 | 0.300 | 15.00 | 0.275 ± 0.041 |
* parameter value ± the measurement uncertainty for an extension factor k = 2.
The specified physicochemical and microbiological parameters of the landfill leachate.
| Parameter | Unit | Result * |
|---|---|---|
| pH | – | 8.9 ± 0.1 |
| Chemical Oxygen Demand, COD | mg O2/L | 770 ± 116 |
| Total Organic Carbon, TOC | mg/L | 230 ± 35 |
| Total Nitrogen, TN | mg/L | 120 ± 18 |
| Total Phosphorus, TP | mg/L | 12 ± 2 |
| Total Coli Count, TCC | CFU/mg/L | 6.2 × 106 (6.8 log) |
| Most Probable Number of fecal enterococci, MPNfe | MPN/100 mL | 1.1 × 104 (4.0 log) |
| Total Proteolytic Count, TPC | CFU/mL | 2.6 × 104 (4.4 log) |
* parameter value ± the measurement uncertainty for an extension factor k = 2; for pH ± 0.1, for COD, TOC, TN and TP the measurement uncertainty was ± 15%, for microbiological enumerations the measurement uncertainty were 0.04 log (TCC, TPC) and 0.07 log (MPNfe).
Statistical parameters of the experiments using CCD/RSM with Statistica 13–evaluation of the effects.
| Parameter | Evaluation of the Effects, COD, g O2/L, | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Effect | Standard Error | −95% Confidence Interval | +95% Confidence Interval | Factor | Standard Error of Factor | Lower Confidence Interval | Upper Confidence Interval | ||
| Constant Value | 0.2725 | 0.0448 | 0.0002 | 0.1713 | 0.3738 | 0.2725 | 0.0448 | 0.1713 | 0.3738 |
| pH (L) | 0.0931 | 0.0344 | 0.0240 | 0.0153 | 0.1708 | 0.0465 | 0.0172 | 0.0077 | 0.1708 |
| pH (Q) | 0.0584 | 0.0417 | 0.1947 | −0.0359 | 0.1528 | 0.0292 | 0.0209 | −0.0180 | 0.1528 |
| K2FeO4 (L) | 0.1946 | 0.0344 | 0.0003 | −0.2724 | −0.1169 | −0.0973 | 0.0172 | −0.1362 | −0.1169 |
| K2FeO4 (Q) | 0.1150 | 0.0417 | 0.0222 | 0.0207 | 0.2094 | 0.0575 | 0.0209 | 0.0103 | 0.2094 |
| Time (L) | 0.0383 | 0.0344 | 0.2937 | −0.1160 | 0.0394 | −0.0192 | 0.0172 | −0.0580 | 0.0394 |
| Time (Q) | 0.0036 | 0.0417 | 0.9323 | −0.0907 | 0.0980 | 0.0018 | 0.0209 | −0.0454 | 0.0980 |
L-linear effect, Q-quadratic effect, * statistically significant if p < 0.05.
Analysis of the CCD/RSM experiment using Statistica 13—verification of the adequacy of the model using ANOVA.
| Parameter | Assessment of Effects, COD, g O2/L, | |||
|---|---|---|---|---|
| SS | MS | F | ||
| pH (L) | 0.029567 | 0.029567 | 7.33757 | 0.024045 |
| pH (Q) | 0.007911 | 0.007911 | 1.96337 | 0.194681 |
| K2FeO4 (L) | 0.129345 | 0.129345 | 32.09914 | 0.000307 |
| K2FeO4 (Q) | 0.030637 | 0.030637 | 7.60318 | 0.022207 |
| Time (L) | 0.005011 | 0.005011 | 1.24345 | 0.293696 |
| Time (Q) | 0.000031 | 0.000031 | 0.00764 | 0.932269 |
| Error | 0.036266 | 0.004030 | – | – |
L-linear effect, Q-quadratic effect, SS-predicted residual error of sum of squares, MS-mean square error, F-statistics, * statistically significant if p < 0.05.
Figure 1Bar chart of standardized effects (COD, g O2/L, 3 value, 1 block, 16 experiments, MS = 0.0040, L–linear effect, Q–quadratic effect, p–the absolute value of the standardized effect evaluation).
Figure 2Predicted vs. observed values plots for COD (g O2/L).
Figure 3Response surface plots for COD (g O2/L) with respect to K2FeO4 (g/L) and pH (A), time (min), and pH (g/L) (B) and time (min) and K2FeO4 (g/L) (C).
Coefficients of the fitted model.
| Predictor | Regression Coefficient | Standard Error | t-Value, | −95% | +95% | |
|---|---|---|---|---|---|---|
| Intercept | 1.206468 | 0.354637 | 3.401978 | 0.007849 | 0.404223 | 2.008712 |
| pH (L) | −0.059897 | 0.065887 | −0.909076 | 0.387006 | −0.208944 | 0.089151 |
| pH (Q) | 0.012988 | 0.009269 | 1.401202 | 0.194681 | −0.007980 | 0.033957 |
| K2FeO4 (L) | −4.423640 | 1.263080 | −3.502263 | 0.006700 | −7.280926 | −1.566353 |
| K2FeO4 (Q) | 5.750741 | 2.085576 | 2.757387 | 0.022207 | 1.032839 | 10.468642 |
| Time (L) | −0.006018 | 0.025262 | −0.238234 | 0.817035 | −0.063164 | 0.051128 |
| Time (Q) | 0.000073 | 0.000834 | 0.087398 | 0.932269 | −0.001814 | 0.001960 |
df-degree of freedom.
Selected physicochemical parameters of treated landfill leachate after K2FeO4, FeSO4 × 7H2O and FeCl3 × 6H2O application.
| Parameter * | Unit | After K2FeO4 Application in Optimal Conditions ** | After FeSO4 × 7H2O Application *** | After FeCl × 6H2O Application **** |
|---|---|---|---|---|
| Removal, % (in Brackets) ***** | ||||
| pH | – | 9.0 ± 0.1 | 9.0 ± 0.1 | 9.0 ± 0.1 |
| Chemical Oxygen Demand | mg O2/L | 180 ± 27 (↓76.2) | 475 ± 71 (↓38.1) | 450 ± 68 (↓41.6) |
| Total Organic Carbon | mg/L | 40 ± 6 (↓82.6) | 145 ± 22 (↓37.0) | 125 ± 19 (↓45.7) |
| Total Nitrogen, TN | mg/L | 38 ± 6 (↓68.3) | 95 ± 14 (↓20.8) | 85 ± 13 (↓29.2) |
| Total Phosphorus, TP | mg/L | 1.0 ± 0.2 (↓91.6) | 0.50 ± 0.08 (↓95.8) | 0.5 ± 0.08 (↓95.8) |
| Total Coli Count, TCC | CFU/mL | 5.9 × 102; 2.8 log (↓99.9) | 3.5 × 105; 5.5 log (↓94.4) | 4.9 × 105; 5.7 log (↓92.1) |
| Most Probable Number | MPN/100 mL | 4.6 × 102; 2.7 log | 4.6 × 103; 3.7 log | 4.6 × 103; 3.7 log |
| Total Proteolytic Count, TPC | CFU/mL | 1.9 × 102; 2.3 log | 2.4 × 103; 3.4 log | 2.6 × 103; 3.4 log |
* parameter value ± the measurement uncertainty for an extension factor k = 2, ** in optimal conditions i.e., pH 2.3 ± 0.1, K2FeO4 0.390 ± 0.001 g/L (= 0.111 g Fe/L) and Time 25 ± 1 min, final pH 9.0, *** FeSO4 × 7H2O 0.553 g/L (= 0.111 g Fe/L), Time 25 ± 1 min, final pH 9.0, **** FeCl3 × 6H2O 0.537 g/L (= 0.111 g Fe/L), Time 25 ± 1 min, final pH 9.0, ***** Removal = where c1—concentration in raw landfill leachate, c2—concentration in treated landfill leachate, ↓—decrease in the parameter value.