| Literature DB >> 36011563 |
Tiao Zhang1,2, Cui Hu2, Qian Li2, Chuxin Chen2, Jianhui Hu2, Xiaoyu Xiao2,3, Mi Li2, Xiaoming Zou2, Liangliang Huang1.
Abstract
Biochar (BC)-supported sulfide-modified nanoscale zerovalent iron (S-nZVI/BC) was prepared using the liquid-phase reduction method for the application of the removal of sulfamethazine (SMZ) from water. The reaction conditions were optimized by the Box-Behnken response surface method (RSM). A model was constructed based on the influence factors of the removal rate, i.e., the carbon-to-iron ratio (C/Fe), iron-sulfur ratio (Fe/S), pH, and hydrogen peroxide (H2O2) concentration, and the influence of each factor on the removal efficiency was investigated. The optimal removal process parameters were determined based on theoretical and experimental results. The results showed that the removal efficiency was significantly affected by the C/Fe ratio and pH (p < 0.0001) but relatively weakly affected by the Fe/S ratio (p = 0.0973) and H2O2 concentration (p = 0.022). The optimal removal process parameters were as follows: 0.1 mol/L H2O2, a pH of 3.18, a C/Fe ratio of 0.411, and a Fe/S ratio of 59.75. The removal rate of SMZ by S-nZVI/BC was 100% under these conditions. Therefore, it is feasible to use the Box-Behnken RSM to optimize the removal of emerging pollutants in water bodies by S-nZVI/BC.Entities:
Keywords: Box–Behnken design; biochar-supported sulfide-modified nanoscale zerovalent iron; response surface optimization; sulfamethazine
Mesh:
Substances:
Year: 2022 PMID: 36011563 PMCID: PMC9408743 DOI: 10.3390/ijerph19169923
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 4.614
Experimental design of coding variables and actual values.
| Variable | Coding | Scope and Level | ||
|---|---|---|---|---|
| −1 | 0 | 1 | ||
| H2O2 (mol/L) | A | 0.01 | 0.055 | 0.1 |
| C/Fe | B | 0.2 | 1.1 | 2 |
| Fe/S | C | 10 | 35 | 60 |
| Initial pH | D | 3 | 6 | 9 |
Figure 1SEM images of (a) nZVI, (b) S-nZVI, (c) BC, and (d) S-nZVI/BC; (e) TEM images of S-nZVI/BC; (f) XRD spectra of nZVI, S-nZVI, and S-nZVI/BC; and (g) EDS map of S-nZVI/BC.
Specific surface area (BET) and pore volume (TPV) of nZVI, S-nZVI and S-nZVI/BC.
| nZVI | S-nZVI | S-nZVI/BC | |
|---|---|---|---|
| BET surface area (m2/g) | 19.06 | 13.84 | 344.09 |
| Total pore volume (cm3/g) | 0.0806 | 0.0425 | 0.2611 |
Figure 2(a) C1s XPS spectra of S-nZVI/BC; (b) O1s XPS spectra of S-nZVI/BC; (c) Fe2p XPS spectra of S-nZVI/BC; (d)S2p XPS spectra of S-nZVI/BC.
Group design and results of response surface experiments.
| Serial Number | Variable Value | Removal Rate (%) | |||
|---|---|---|---|---|---|
| A | B | C | D | ||
| 1 | 0 | −1 | −1 | 0 | 5.96 |
| 2 | 1 | 0 | 0 | −1 | 98.17 |
| 3 | 0 | 0 | 0 | 0 | 48.00 |
| 4 | 0 | 0 | 1 | 1 | 40.00 |
| 5 | −1 | −1 | 0 | 0 | 19.19 |
| 6 | 0 | 1 | −1 | 0 | 56.50 |
| 7 | −1 | 0 | 0 | 1 | 38.98 |
| 8 | 0 | 0 | 0 | 0 | 50.35 |
| 9 | 1 | 0 | −1 | 0 | 56.54 |
| 10 | 1 | 0 | 0 | 1 | 53.18 |
| 11 | −1 | 0 | 1 | 0 | 50.99 |
| 12 | 0 | 0 | −1 | 1 | 43.73 |
| 13 | 0 | 1 | 1 | 0 | 59.32 |
| 14 | −1 | 0 | −1 | 0 | 50.40 |
| 15 | −1 | 1 | 0 | 0 | 64.80 |
| 16 | 0 | 0 | 0 | 0 | 55.00 |
| 17 | 0 | 0 | −1 | −1 | 85.60 |
| 18 | 0 | −1 | 0 | −1 | 96.48 |
| 19 | 0 | 1 | 0 | −1 | 99.30 |
| 20 | −1 | 0 | 0 | −1 | 100.00 |
| 21 | 1 | 1 | 0 | 0 | 72.22 |
| 22 | 0 | 0 | 0 | 0 | 61.00 |
| 23 | 1 | 0 | 1 | 0 | 52.10 |
| 24 | 0 | −1 | 0 | 1 | 20.44 |
| 25 | 0 | 0 | 1 | −1 | 100.00 |
| 26 | 1 | −1 | 0 | 0 | 55.54 |
| 27 | 0 | 0 | 0 | 0 | 50.00 |
| 28 | 0 | 1 | 0 | 1 | 62.77 |
| 29 | 0 | −1 | 1 | 0 | 40.04 |
Analysis of variance for the model for the SMZ removal rate (corresponding to the response value Y).
| Source | Sum of Squares | df | Mean Square | F Value | ||
|---|---|---|---|---|---|---|
| Model | 15,908.66 | 14 | 1136.33 | 22.52 | <0.0001 | Significant |
| A | 334.86 | 1 | 334.86 | 6.64 | 0.022 | |
| B | 2618.43 | 1 | 2618.43 | 51.9 | <0.0001 | |
| C | 159.29 | 1 | 159.29 | 3.16 | 0.0973 | |
| D | 8557.35 | 1 | 8557.35 | 169.61 | <0.0001 | |
| AB | 209.24 | 1 | 209.24 | 4.15 | 0.0611 | |
| AC | 6.33 | 1 | 6.33 | 0.1254 | 0.7286 | |
| AD | 64.24 | 1 | 64.24 | 1.27 | 0.2781 | |
| BC | 244.3 | 1 | 244.3 | 4.84 | 0.0451 | |
| BD | 390.26 | 1 | 390.26 | 7.74 | 0.0147 | |
| CD | 82.17 | 1 | 82.17 | 1.63 | 0.2226 | |
| A2 | 71.42 | 1 | 71.42 | 1.42 | 0.2539 | |
| B2 | 110.39 | 1 | 110.39 | 2.19 | 0.1612 | |
| C2 | 199.65 | 1 | 199.65 | 3.96 | 0.0666 | |
| D2 | 2375.22 | 1 | 2375.22 | 47.08 | <0.0001 | |
| Residual | 706.33 | 14 | 50.45 | |||
| Lack of Fit | 597.39 | 10 | 59.74 | 2.19 | 0.2335 | Not significant |
| Pure Error | 108.94 | 4 | 27.23 | |||
| Cor Total | 16,614.99 | 28 | ||||
| R2 | 0.9575 | |||||
| Adjusted R2 | 0.915 | |||||
| Std. Dev. | 7.1 | Predicted R2 | 0.7827 | |||
| Mean | 58.16 | Adeq Precision | 16.9869 | |||
Figure 3(a) Residual normal probability plot; (b) residual time plot; (c) residual plot based on the predicted value; (d) actual values versus the prediction.
Figure 43D interaction effects between various factors: (a) the H2O2 concentration and C/Fe; (b) the H2O2 concentration and Fe/S; (c) the initial pH and H2O2 concentration; (d) C/Fe and Fe/S; (e) Fe/S and the initial pH; and (f) C/Fe and the initial pH.