| Literature DB >> 26517827 |
Mushtaq Ahmad1, Anam Asghar1, Abdul Aziz Abdul Raman1, Wan Mohd Ashri Wan Daud1.
Abstract
Fenton oxidation, an advanced oxidation process, is an efficient method for the treatment of recalcitrant wastewaters. Unfortunately, it utilizes H2O2 and iron-based homogeneous catalysts, which lead to the formation of high volumes of sludge and secondary pollutants. To overcome these problems, an alternate option is the usage of heterogeneous catalyst. In this study, a heterogeneous catalyst was developed to provide an alternative solution for homogeneous Fenton oxidation. Iron Zeolite Socony Mobile-5 (Fe-ZSM-5) was synthesized using a new two-step process. Next, the catalyst was characterized by scanning electron microscopy, energy-dispersive X-ray spectroscopy, fourier transform infrared spectroscopy, and Brunauer-Emmett-Teller analysis and tested against a model wastewater containing the azo dye Acid Blue 113. Results showed that the loading of iron particles reduced the surface area of the catalyst from 293.59 to 243.93 m2/g; meanwhile, the average particle size of the loaded material was 12.29 nm. Furthermore, efficiency of the developed catalyst was evaluated by performing heterogeneous Fenton oxidation. Taguchi method was coupled with principal component analysis in order to assess and optimize mineralization efficiency. Experimental results showed that under optimized conditions, over 99.7% degradation and 77% mineralization was obtained, with a 90% reduction in the consumption of the developed catalyst. Furthermore, the developed catalyst was stable and reusable, with less than 2% leaching observed under optimized conditions. Thus, the present study proved that newly developed catalyst has enhanced the oxidation process and reduced the chemicals consumption.Entities:
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Year: 2015 PMID: 26517827 PMCID: PMC4627726 DOI: 10.1371/journal.pone.0141348
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Chemical Structure of Acid Blue 113.
EDX analysis of ZSM-5 and Fe-ZSM-5.
| Catalyst Clusters | Weight Composition (%) | ||||
|---|---|---|---|---|---|
| Si | Al | O | C | Fe | |
| Fe-ZSM-5 | 31.9 | 1.7 | 63.3 | 0.0 | 3.1 |
| ZSM-5 | 41.4 | 2.2 | 54.3 | 0.0 | - |
Pore structure characteristics of the ZSM-5 support and Fe-ZSM-5 catalyst.
| Sample |
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| Pore width (nm) |
|---|---|---|---|---|---|---|
| ZSM-5 | 293.59 | 241.75 | 51.85 | 0.17 | 0.11 | 2.40 |
| Fe-ZSM-5 | 243.93 | 112.35 | 131.57 | 0.16 | 0.06 | 2.68 |
SBET is the specific surface area, Sext is the external surface area, Vt is the total pore volume, and Vmicro is the micropore volume.
Taguchi Design Factors and their levels.
| Operating Parameters | Level 1 | Level 2 | Level 3 |
|---|---|---|---|
| Dye (mg/L) | 100 | 150 | 200 |
| Dye: Catalyst (wt/wt) | 0.75 | 1.00 | 1.50 |
| H2O2: Catalyst (wt/wt) | 1 | 1.7 | 2.5 |
| pH | 3 | 5 | 9 |
| Temperature (°C) | 30 | 40 | 50 |
| Time (h) | 1 | 2.5 | 4 |
L27 orthogonal design, experimental results, and Taguchi analysis for run 1 to 16,
| Run | Dye | Dye/Catalyst | H2O2/Catalyst | pH | Time | Temperature | Decolorization | Dye Removal | TOC |
|---|---|---|---|---|---|---|---|---|---|
| (mg/L) | wt/wt | wt/wt | H | (°C) | % | % | % | ||
| 1 | 1 | 3 | 1 | 1 | 1 | 1 | 91.35 | 92.76 | 46.80 |
| 2 | 1 | 3 | 1 | 1 | 2 | 2 | 97.16 | 97.73 | 51.32 |
| 3 | 1 | 3 | 1 | 1 | 3 | 3 | 99.63 | 99.83 | 58.30 |
| 4 | 1 | 2 | 2 | 2 | 1 | 1 | 91.63 | 93.01 | 37.28 |
| 5 | 1 | 2 | 2 | 2 | 2 | 2 | 99.26 | 99.52 | 77.40 |
| 6 | 1 | 2 | 2 | 2 | 3 | 3 | 99.75 | 99.94 | 63.96 |
| 7 | 1 | 1 | 3 | 3 | 1 | 1 | 79.24 | 82.43 | 51.50 |
| 8 | 1 | 1 | 3 | 3 | 2 | 2 | 95.37 | 96.19 | 52.14 |
| 9 | 1 | 1 | 3 | 3 | 3 | 3 | 97.53 | 98.04 | 60.24 |
| 10 | 2 | 3 | 2 | 3 | 1 | 2 | 48.84 | 49.23 | 26.90 |
| 11 | 2 | 3 | 2 | 3 | 2 | 3 | 72.20 | 72.32 | 18.19 |
| 12 | 2 | 3 | 2 | 3 | 3 | 1 | 65.55 | 65.65 | 22.19 |
| 13 | 2 | 2 | 3 | 1 | 1 | 2 | 99.07 | 99.17 | 48.59 |
| 14 | 2 | 2 | 3 | 1 | 2 | 3 | 99.84 | 99.94 | 60.49 |
| 15 | 2 | 2 | 3 | 1 | 3 | 1 | 99.91 | 99.99 | 70.50 |
| 16 | 2 | 1 | 1 | 2 | 1 | 2 | 66.15 | 66.24 | 22.21 |
L27 orthogonal design, experimental results, and Taguchi analysis for run 17 to 27.
| Run | Dye | Dye/Catalyst | H2O2/Catalyst | pH | Time | Temperature | Decolorization | Dye Removal | TOC |
|---|---|---|---|---|---|---|---|---|---|
| (mg/L) | wt/wt | wt/wt | H | (°C) | % | % | % | ||
| 17 | 2 | 1 | 1 | 2 | 2 | 3 | 97.70 | 97.80 | 46.10 |
| 18 | 2 | 1 | 1 | 2 | 3 | 1 | 75.47 | 76.03 | 27.90 |
| 19 | 3 | 3 | 3 | 2 | 1 | 3 | 58.32 | 61.71 | 24.67 |
| 20 | 3 | 3 | 3 | 2 | 2 | 1 | 89.34 | 90.27 | 26.37 |
| 21 | 3 | 3 | 3 | 2 | 3 | 2 | 99.07 | 99.22 | 54.73 |
| 22 | 3 | 2 | 1 | 3 | 1 | 3 | 65.71 | 68.51 | 29.13 |
| 23 | 3 | 2 | 1 | 3 | 2 | 1 | 70.61 | 73.02 | 22.29 |
| 24 | 3 | 2 | 1 | 3 | 3 | 2 | 85.78 | 86.99 | 18.50 |
| 25 | 3 | 1 | 2 | 1 | 1 | 3 | 98.71 | 98.89 | 54.85 |
| 26 | 3 | 1 | 2 | 1 | 2 | 1 | 99.56 | 99.67 | 54.38 |
| 27 | 3 | 1 | 2 | 1 | 3 | 2 | 99.79 | 99.88 | 67.81 |
Theoretical framework of the Taguchi method coupled with principle component analysis (PCA).
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| Step | Detail | Equation |
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| Smaller is better, Larger is better |
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| Larger is better |
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| Normal is better |
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| • Normalization of S/N ratios (output of Taguchi method) prior to PCA transformation |
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| • Computation of covariance matrix to de-correlate S/N ratio Obtained by multiplying the transpose of matrix |
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| Eigenvalue (λi) corresponding to each response can be computed by solving the determinant of Cx In PCA, these are used to find the Eigenvector | det ( |
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| Eigenvector (Ai) provides information about the data pattern |
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| Principal Component (Yi) is computed to decrease the variance in the reported data. | Yi = X*Ai, |
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| • TPCI is computed to find out the average factor effect at each level corresponding to each experimental run | [ |
* Where Pi represents the proportion explained with the principal component
Fig 2SEM images of (a) the Fe(byp) complex, (b) ZSM-5, and (c) Fe-ZSM-5.
Fig 3FTIR data for (a) the ZSM-5, (b) Fe-ZSM-5, and (c) Fe(byp) complex.
The obtained S/N ratios, normalized S/N ratios, and TPCI values for run 1 to 15.
| Run | S/N ratio | Normalized S/N ratio | TPCI | ||||
|---|---|---|---|---|---|---|---|
| Decolorization | Dye Removal | TOC | Decolorization | Dye Removal | TOC | ||
| 1 | 39.21 | 39.35 | 33.40 | 0.35 | 0.38 | 0.33 | 0.55 |
| 2 | 39.75 | 39.80 | 34.21 | 0.65 | 0.65 | 0.53 | 0.95 |
| 3 | 39.97 | 39.99 | 35.31 | 0.78 | 0.76 | 0.81 | 1.22 |
| 4 | 39.24 | 39.37 | 31.43 | 0.36 | 0.40 | -0.18 | 0.27 |
| 5 | 39.94 | 39.96 | 37.77 | 0.76 | 0.75 | 1.43 | 1.56 |
| 6 | 39.98 | 39.99 | 36.12 | 0.78 | 0.77 | 1.01 | 1.34 |
| 7 | 37.98 | 38.32 | 34.24 | -0.36 | -0.22 | 0.54 | 0.02 |
| 8 | 39.59 | 39.66 | 34.34 | 0.56 | 0.57 | 0.56 | 0.88 |
| 9 | 39.78 | 39.83 | 35.60 | 0.67 | 0.67 | 0.88 | 1.16 |
| 10 | 33.78 | 33.84 | 28.60 | -2.76 | -2.88 | -0.89 | -3.30 |
| 11 | 37.17 | 37.19 | 25.19 | -0.82 | -0.90 | -1.76 | -1.85 |
| 12 | 36.33 | 36.34 | 26.92 | -1.30 | -1.40 | -1.32 | -2.09 |
| 13 | 39.92 | 39.93 | 33.73 | 0.75 | 0.73 | 0.41 | 0.96 |
| 14 | 39.99 | 39.99 | 37.03 | 0.79 | 0.77 | 1.24 | 1.48 |
| 15 | 39.99 | 40.00 | 35.56 | 0.79 | 0.77 | 0.87 | 1.27 |
The obtained S/N ratios, normalized S/N ratios, and TPCI values for run 16 to 27.
| Run | S/N ratio | Normalized S/N ratio | TPCI | ||||
|---|---|---|---|---|---|---|---|
| Decolorization | Dye Removal | TOC | Decolorization | Dye Removal | TOC | ||
| 16 | 36.41 | 36.42 | 26.93 | -1.26 | -1.35 | -1.32 | -2.04 |
| 17 | 39.80 | 39.81 | 33.27 | 0.68 | 0.66 | 0.29 | 0.83 |
| 18 | 37.55 | 37.62 | 28.91 | -0.60 | -0.64 | -0.81 | -1.08 |
| 19 | 35.32 | 35.81 | 27.84 | -1.88 | -1.71 | -1.09 | -2.40 |
| 20 | 39.02 | 39.11 | 28.42 | 0.24 | 0.24 | -0.94 | -0.30 |
| 21 | 39.92 | 39.93 | 34.76 | 0.75 | 0.73 | 0.67 | 1.11 |
| 22 | 36.35 | 36.72 | 29.29 | -1.29 | -1.18 | -0.72 | -1.63 |
| 23 | 36.98 | 37.27 | 26.96 | -0.93 | -0.85 | -1.31 | -1.63 |
| 24 | 38.67 | 38.79 | 25.34 | 0.03 | 0.05 | -1.72 | -0.94 |
| 25 | 39.89 | 39.90 | 34.78 | 0.73 | 0.71 | 0.67 | 1.10 |
| 26 | 39.96 | 39.97 | 34.71 | 0.77 | 0.75 | 0.66 | 1.13 |
| 27 | 39.98 | 39.99 | 36.63 | 0.78 | 0.76 | 1.14 | 1.42 |
Eigenvalues and Eigenvectors obtained through PCA processing of the normalized S/N ratios.
| Principal Component | Eigenvalue | Proportion (%) | Cumulative (%) | Eigenvector |
|---|---|---|---|---|
| First | 2.69 | 89 | 89 | [0.595, 0.596, 0.539] |
| Second | 0.31 | 10 | 99.9 | [0.383, -0.38, 0.842] |
| Third | 0.002 | 1 | 100 | [-0.706, 0.708, -0.0002] |
List of TPCI responses.
| Level | Dye | Dye: Fe | H2O2:Fe+2 | pH | Time (h) | Temperature (°C) |
|---|---|---|---|---|---|---|
| 1 | 0.88401 | 0.37928 | -0.41912 | 1.11866 | -0.71866 | -0.20613 |
| 2 | -0.64688 | 0.29935 | -0.04612 | -0.07721 | 0.33794 | 0.06688 |
| 3 | -0.23708 | -0.67857 | 0.46530 | -1.04139 | 0.38078 | 0.13931 |
| Delta | 1.53089 | 1.05784 | 0.88442 | 2.16005 | 1.09944 | 0.34545 |
| Rank | 2 | 4 | 5 | 1 | 3 | 6 |
Delta: difference of max-min values for each column; Rank: Order of factor significance.
Fig 4Mean TPCI plots with respect to parameter changes.
Optimized values for heterogeneous Fenton oxidation.
| Dye | Dye/Catalyst | H2O2/Catalyst | pH | Time | Temperature | Decolorization | Dye Removal | TOC |
|---|---|---|---|---|---|---|---|---|
| (mg/L) | wt/wt | wt/wt | h | (°C) | % | % | % | |
| 100 | 0.75 | 2.5 | 3 | 4 | 30 | 99.7 | 99.8 | 77 |
| 200 | 0.75 | 2.5 | 3 | 4 | 30 | 99.6 | 99.7 | 69 |
| 250 | 0.75 | 2.5 | 3 | 4 | 30 | 99.2 | 99.3 | 70 |
| 500 | 0.75 | 2.5 | 3 | 4 | 30 | 99.4 | 99.5 | 71 |
| 1,000 | 0.75 | 2.5 | 3 | 4 | 30 | 99.1 | 99.1 | 71.5 |
ANOVA analysis.
| Factor | Degree of Freedom | Sum of Squares | Mean Squares | F-ratio | p-value | Percent Contribution (%) |
|---|---|---|---|---|---|---|
| Dye | 2 | 11.31 | 5.65 | 3.02 | 0.068 | 20.08 |
| Dye/Catalyst | 2 | 6.25 | 3.12 | 1.50 | 0.244 | 11.09 |
| H2O2/ Catalyst | 2 | 3.55 | 1.77 | 0.81 | 0.458 | 6.30 |
| pH | 2 | 21.08 | 10.54 | 7.18 | 0.004 | 37.44 |
| Time | 2 | 6.98 | 3.49 | 1.70 | 0.204 | 12.40 |
| Temperature | 2 | 0.60 | 0.30 | 0.13 | 0.880 | 1.06 |
Fig 5Interaction of parameters with respect to TOC.
Fig 6Interaction of parameters with respect to decolorization.
Fig 7Interaction of parameters with respect to degradation.
Fig 8SEM images of the (a) fresh and (b) spent Fe-ZSM-5.
Fig 9FTIR spectra of the (a) fresh and (b) spent Fe-ZSM-5.
Comparison of synthesized Fe-ZSM-5 with other catalysts used for the degradation of Acid Blue 113.
| Catalyst | Dye | Fe+2 | H2O2 | pH | Decolorization | TOC Removal | Reference |
|---|---|---|---|---|---|---|---|
| (mg/L) | mg/L | mg/L | % | % | |||
| Fe-ZSM-5 | 100 | 39 | 3,333 | 3 | 99.7 | 77 | Present study |
| Fe-ZSM-5 | 200 | 78 | 6,666 | 3 | 99.6 | 69 | Present study |
| FeSO4.7H2O | 100 | 116 | 7,326 | 2 | 97.6 | 50.3 | [ |
| FeSO4.7H2O | 200 | 116 | 7,326 | 5 | 84.3 | 60.8 | [ |
| NZVI | 100 | 0.1 | - | 3 | 99.2 | 12.6 | [ |
| NZVI | 200 | 0.5 | - | 3 | 85.5 | 11.5 | [ |
Fe-ZSM-5 (Iron Zeolite Socony Mobil-5), and NZVI (Nano Zero-Valent Iron)
Efficiency comparison chart of different Fe-ZSM-5 catalysts used for the degradation of dyes.
| Dye | Dye Conc. | FeZSM-5 | H2O2 | pH | Time | Decolorization | TOC/COD Removal | Reference |
|---|---|---|---|---|---|---|---|---|
| (mg/L) | Wt (mg/L) | Wt (mg/L) | H | % | % | |||
| AB113 | 100 | 1,330 | 3,333 | 3 | 4 | 99.7 | 77 (TOC) | Present study |
| RG | 100 | 1,000 | 5,440 | 4 | 2.5 | 99.0 | 80 (TOC) | [ |
| OII | 35 | 333 | 680 | 3 | 3 | 91.0 | 36 (TOC) | [ |
| RR141 | 100 | 2,000 | 9,078 | 3.5 | 2 | 100 | 81 (COD) | [ |
| RR141 | 100 | 1,000 | 1,122 | 3.5 | 2 | 57 | 0 (COD) | [ |
| OII | 50 | Not available | 9,067 | 7 | 2 | 99.9 | 55 (COD) | [ |
AB113 (Acid Blue 113), RG(Rodamine G), OII(Orange II), and RR141 (Reactive Red 141)
Fig 10Degradation and TOC removal of mixture of dyes using Fe-ZSM-5.