| Literature DB >> 35162716 |
Dae Wook Kim1, Sung Il Yu1, Kyuyong Im1, Juhee Shin1, Seung Gu Shin1.
Abstract
Phosphorus, a crucial component of life, may cause eutrophication if it is discharged untreated into the aquatic ecosystem. Phosphate (PO43-) may exist at an elevated level in anaerobic digestion (AD) effluents and can lead to the clogging of pipes by forming struvite crystals. This study was conducted to assess the responses of coagulant type, dosage and process conditions to phosphate removal efficiency from anaerobic sludge. The experiments were performed in two steps. First, a sensitivity test was conducted to compare five coagulant types (alum, poly-aluminum chloride (PAC), FeCl2, FeCl3 and PAC + FeCl3) at standard coagulation conditions. The results showed that PAC would be the best coagulant among the tested, while a combination of PAC and FeCl3 may be beneficial under circumstances. Second, an optimization study was performed for PAC using response surface methodology employing central composite design. Among the three independent variables (coagulant dosage, slow mixing duration and agitation speed), the dosage was the sole significant variable for phosphate removal efficiency, while the other two had limited effects. A future study to optimize the rapid mixing conditions would give additional insights into the process. The results of this study may be useful to design a process to counteract phosphate discharges from AD plants, as well as to reduce the risks of pipe clogging and maintenance problems due to crystalline struvite formation in the later stage of AD.Entities:
Keywords: central composite design; coagulation; optimization; response surface methodology; struvite
Mesh:
Substances:
Year: 2022 PMID: 35162716 PMCID: PMC8835144 DOI: 10.3390/ijerph19031693
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
Characteristics of the anaerobic sludge samples (n = 4).
| Parameter | Average | Standard Deviation | Minimum | Maximum |
|---|---|---|---|---|
| pH | 7.5 | 0.2 | 7.2 | 7.7 |
| Conductivity (μS/cm) | 6.0 | 0.7 | 5.2 | 6.9 |
| Total solids (mg/L) | 21,855 | 2252 | 20,360 | 25,085 |
| Volatile solids (mg/L) | 15,281 | 1576 | 14,115 | 17,535 |
| Total phosphorus (mg/L) | 989 | 186 | 789 | 1197 |
| PO43—P (mg/L) | 169.2 | 10.8 | 153.4 | 177.9 |
| Total nitrogen (mg/L) | 2388 | 414 | 1963 | 2745 |
| NH4+-N (mg/L) | 634 | 108 | 480 | 730 |
| Mg (mg/L) | 7.1 | 0.4 | 6.6 | 7.6 |
The experimental design and results for the optimization study using PAC.
| Run Number | CCD Condition | Residual [PO4−P] (mg/L) | |||
|---|---|---|---|---|---|
| Dose ( | Time ( | RPM ( | Actual | Predicted | |
| 1 | 2 | 100 | 45 | 1.500 | 1.538 |
| 2 | 1 | 180 | 70 | 25.650 | 26.632 |
| 3 | 3 | 180 | 70 | 1.180 | −0.554 |
| 4 | 3 | 20 | 70 | 0.370 | 2.271 |
| 5 | 2 | 100 | 45 | 1.275 | 1.583 |
| 6 | 1 | 20 | 70 | 15.800 | 15.948 |
| 7 | 3 | 20 | 20 | 0.520 | −0.286 |
| 8 | 2 | 100 | 45 | 1.775 | 1.538 |
| 9 | 3 | 180 | 20 | 0.865 | 0.894 |
| 10 | 1 | 180 | 20 | 34.250 | 32.525 |
| 11 | 2 | 100 | 45 | 1.250 | 1.538 |
| 12 | 1 | 20 | 20 | 15.925 | 17.836 |
| 13 | 1 | 100 | 45 | 25.475 | 24.424 |
| 14 | 2 | 180 | 45 | 1.440 | 4.153 |
| 15 | 2 | 100 | 70 | 0.900 | −0.132 |
| 16 | 3 | 100 | 45 | 0.895 | 1.770 |
| 17 | 2 | 20 | 45 | 1.110 | −1.779 |
| 18 | 2 | 100 | 20 | 0.680 | 1.536 |
Figure 1The residual [PO4-P] profiles and model predictions according to the coagulant type. Agitation speed of (a) 50 rpm or (b) 20 rpm was applied for the slow mixing (17 h 50 min) after the initial rapid mixing (150 rpm) of 10 min.
The exponential decay constants (b) and the coefficients of determination (R2) derived from the sensitivity test.
| Coagulant | 50 rpm | 20 rpm | ||
|---|---|---|---|---|
|
|
|
|
| |
| Alum | 0.687 | 0.991 | 0.679 | 0.994 |
| PAC | 1.650 | 0.999 | 1.522 | 0.999 |
| FeCl2 | 0.805 | 0.993 | 0.825 | 0.999 |
| FeCl3 | 0.765 | 0.994 | 0.621 | 0.997 |
| PAC + FeCl3 | 3.639 (1.819) * | 0.999 | 2.346 (1.173) * | 0.999 |
* The decay constant was halved because the total dosage was double for PAC + FeCl3.
Figure 2Three-dimensional plots of the (a) linear and (b) interaction models for the phosphate removal efficiency using coagulant combination (PAC + FeCl3) to individual coagulants (PAC or FeCl3).
The ANOVA results of the quadratic model for PAC derived from RSM.
| Term | Degree of Freedom | ||
|---|---|---|---|
| Model | 10 | 7.60 | 0.007 |
| Dose ( | 1 | 9.81 | 0.017 |
| Time ( | 1 | 3.71 | 0.095 |
| RPM ( | 1 | 0.72 | 0.426 |
| Dose × Dose ( | 1 | 8.90 | 0.020 |
| Time × Time ( | 1 | 0.25 | 0.632 |
| RPM × RPM ( | 1 | 0.25 | 0.630 |
| Dose × Time ( | 1 | 2.54 | 0.155 |
| Dose × RPM ( | 1 | 4.50 | 0.072 |
| Time × RPM ( | 1 | 4.66 | 0.068 |
| Lack-of-fit | 4 | 4.62 | 0.120 |
Figure 3The actual and predicted [PO4-P] profiles after the coagulation process using PAC.
Figure 4Contour plots of the responses of the residual [PO4-P] according to PAC dose (Dose), slow mixing time (Time) and slow mixing speed (RPM). Cross-sections are shown for (a) Dose × Time, (b) Dose × RPM or (c) Time × RPM.