| Literature DB >> 25050784 |
Katayoon Kalantari1, Mansor B Ahmad2, Hamid Reza Fard Masoumi3, Kamyar Shameli4, Mahiran Basri5, Roshanak Khandanlou6.
Abstract
Fe3O4/talc nanocomposite was used for removal of Cu(II), Ni(II), and Pb(II) ions from aqueous solutions. Experiments were designed by response surface methodology (RSM) and a quadratic model was used to predict the variables. The adsorption parameters such as adsorbent dosage, removal time, and initial ion concentration were used as the independent variables and their effects on heavy metal ion removal were investigated. Analysis of variance was incorporated to judge the adequacy of the models. Optimal conditions with initial heavy metal ion concentration of 100, 92 and 270 mg/L, 120 s of removal time and 0.12 g of adsorbent amount resulted in 72.15%, 50.23%, and 91.35% removal efficiency for Cu(II), Ni(II), and Pb(II), respectively. The predictions of the model were in good agreement with experimental results and the Fe3O4/talc nanocomposite was successfully used to remove heavy metals from aqueous solutions.Entities:
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Year: 2014 PMID: 25050784 PMCID: PMC4139881 DOI: 10.3390/ijms150712913
Source DB: PubMed Journal: Int J Mol Sci ISSN: 1422-0067 Impact factor: 5.923
Predicted (Pre.) and experimental (Exp.) design matrix obtained by CCRD.
| Run No. | Initial Ion Concentration (mg/L) | Removal Time (s) | Adsorbent Dosage (g) | Removal of Cu(II) (%) | Removal of Ni(II) (%) | Removal of Pb(II) (%) | |||
|---|---|---|---|---|---|---|---|---|---|
| Exp. | Pre. | Exp. | Pre. | Exp. | Pre. | ||||
| 1 | 100 | 40 | 0.08 | 62.50 | 61.92 | 38.89 | 39.82 | 83.38 | 82.66 |
| 2 | 200 | 13 | 0.10 | 47.50 | 47.51 | 30.43 | 28.31 | 89.49 | 89.17 |
| 3 | 100 | 120 | 0.08 | 64.00 | 63.89 | 36.94 | 35.80 | 90.20 | 90.60 |
| 4 | 200 | 80 | 0.10 | 49.00 | 48.03 | 28.54 | 28.77 | 88.55 | 89.25 |
| 5 | 100 | 120 | 0.12 | 73.00 | 73.35 | 51.31 | 50.30 | 83.44 | 85.23 |
| 6 | 100 | 40 | 0.12 | 70.00 | 69.88 | 31.31 | 32.37 | 76.81 | 78.20 |
| 7 | 32 | 80 | 0.10 | 81.00 | 81.65 | 50.82 | 50.67 | 74.51 | 72.91 |
| 8 | 200 | 80 | 0.07 | 44.00 | 43.99 | 23.38 | 23.87 | 89.23 | 90.09 |
| 9 | 200 | 80 | 0.10 | 43.00 | 48.03 | 27.31 | 28.77 | 87.02 | 89.25 |
| 10 | 200 | 80 | 0.10 | 51.00 | 48.03 | 30.68 | 28.77 | 88.67 | 89.25 |
| 11 | 300 | 120 | 0.12 | 41.50 | 42.87 | 29.86 | 28.44 | 87.00 | 88.13 |
| 12 | 300 | 40 | 0.12 | 41.00 | 41.90 | 24.62 | 25.27 | 70.19 | 70.91 |
| 13 | 200 | 80 | 0.13 | 61.00 | 59.90 | 30.00 | 30.20 | 91.05 | 88.60 |
| 14 | 300 | 120 | 0.08 | 28.50 | 29.41 | 21.59 | 20.04 | 70.17 | 69.90 |
| 15 | 368 | 80 | 0.10 | 33.00 | 31.23 | 25.08 | 25.91 | 69.69 | 68.46 |
| 16 | 200 | 80 | 0.10 | 46.00 | 48.03 | 28.70 | 28.77 | 92.11 | 89.25 |
| 17 | 300 | 40 | 0.08 | 34.50 | 34.94 | 25.14 | 25.66 | 70.10 | 69.43 |
| 18 | 200 | 147 | 0.10 | 49.00 | 47.88 | 30.32 | 33.13 | 98.53 | 97.26 |
| 19 | 200 | 80 | 0.10 | 52.00 | 48.03 | 28.84 | 28.77 | 88.36 | 89.25 |
| 20 | 200 | 80 | 0.10 | 47.00 | 48.03 | 28.70 | 28.77 | 90.53 | 89.25 |
Validation set.
| Initial Ion Concentration (mg/L) | Removal Time (s) | Adsorbent Dosage (g) | Cu(II) Removal % | Ni(II) Removal % | Pb(II) Removal % | |||
|---|---|---|---|---|---|---|---|---|
| Exp. | Pre. | Exp. | Pre. | Exp. | Pre. | |||
| 150 | 80 | 0.1 | 55.64 | 56.27 | 33.35 | 32.29 | 93.64 | 92.09 |
| 250 | 80 | 0.1 | 42.19 | 41.27 | 24.75 | 25.93 | 80.67 | 78.58 |
| 200 | 60 | 0.1 | 46.78 | 47.94 | 29.88 | 28.22 | 82.52 | 81.41 |
| 200 | 105 | 0.12 | 55.11 | 54.79 | 32.65 | 33.60 | 90.14 | 88.71 |
| 200 | 80 | 0.06 | 43.68 | 44.10 | 23.06 | 22.54 | 83.78 | 82.99 |
| 200 | 80 | 0.11 | 51.43 | 50.74 | 30.15 | 29.56 | 84.29 | 85.26 |
Figure 1Actual results versus predicted results. Solid lines: experimental results; dashed lines: Predicted results.
Analysis of variance of the fitted quadratic equation and model summary statistics for removal% of Cu(II), Ni(II) and Pb(II); A, Initial ion concentration (mg/L); B, Removal time (s); C, Adsorbent dosage (g); PRESS, Predicted residual sum of squares.
| Source | Removal of Cu(II) (%) | Removal of Ni(II) (%) | Removal of Pb(II) (%) | ||||||
|---|---|---|---|---|---|---|---|---|---|
| Mean Square | Mean Square | Mean Square | |||||||
| Model | 354.79 | 48.22 | <0.0001 | 116.90 | 36.73 | <0.0001 | 251.59 | 40.10 | <0.0001 |
|
| 3068.99 | 417.14 | <0.0001 | 740.02 | 232.52 | <0.0001 | 1837.38 | 292.88 | <0.0001 |
|
| 0.17 | 0.023 | 0.8826 | 28.02 | 8.81 | 0.0158 | 422.79 | 67.39 | <0.0001 |
|
| 305.48 | 41.52 | 0.0001 | 48.36 | 15.20 | 0.0036 | 14.78 | 2.36 | 0.5891 |
|
| 12.50 | 1.70 | 0.2248 | 33.45 | 10.51 | 0.0101 | 112.59 | 17.95 | 0.1634 |
|
| 1.13 | 0.15 | 0.7049 | 0.11 | 0.036 | 0.8536 | 65.65 | 10.46 | 0.0029 |
|
| 8.00 | 1.09 | 0.3243 | 118.13 | 37.12 | 0.0002 | 157.80 | 25.15 | 0.0120 |
|
| 127.45 | 17.32 | 0.0024 | 163.22 | 51.29 | <0.0001 | 173.29 | 27.62 | 0.0010 |
|
| 0.21 | 0.028 | 0.8706 | 6.85 | 2.15 | 0.1765 | 543.84 | 86.69 | 0.0008 |
|
| 27.56 | 3.75 | 0.0849 | 5.46 | 1.72 | 0.2227 | 27.41 | 4.37 | <0.0001 |
|
| 3.13 | 0.42 | 0.5309 | 21.64 | 6.80 | 0.0284 | 265.58 | 42.33 | 0.0700 |
| Residual | 7.36 | – | – | 3.18 | – | – | 6.27 | – | – |
| Lack of fit | 2.55 | 0.23 | 0.9115 | 5.70 | 4.86 | 0.0565 | 1.57 | 0.17 | 0.9108 |
| Pure error | 11.20 | – | – | 1.17 | – | – | 9.10 | – | – |
| Standard deviation | 2.71 | 1.78 | 2.50 | ||||||
| PRESS | 218.99 | 318.77 | 164.81 | ||||||
|
| 0.9817 | 0.9761 | 0.9804 | ||||||
| Adjusted | 0.9613 | 0.9495 | 0.9560 | ||||||
| Predicted | 0.9394 | 0.7338 | 0.9359 | ||||||
| Adequate precision | 25.972 | 23.153 | 23.846 | ||||||
Figure 2Response surface 3D plots indicating the effect of interaction between heavy metal ion concentration and removal time for Cu(II), Ni(II) and Pb(II).
Figure 3Response surface 3D plots indicating the effect of interaction between heavy metal ion concentration and adsorbent amount for Cu(II), Ni(II) and Pb(II).
Optimized conditions for Cu(II), Ni(II) and Pb(II) removal. Std.Dev, the square root of the variance.
| Metal | Initial Ion Concentration (mg/L) | Removal Time (s) | Adsorbent Dosage (g) | Removal (%) | |||
|---|---|---|---|---|---|---|---|
| Actual | Predicted | Error | Std.Dev | ||||
| Cu(II) | 100 | 120 | 0.12 | 72.15 | 73.35 | 1.2 | 0.84 |
| Ni(II) | 92 | 120 | 0.12 | 50.23 | 51.64 | 1.41 | 0.99 |
| Pb(II) | 270 | 120 | 0.12 | 91.35 | 92.15 | 0.8 | 0.56 |
Figure 4Langmuir isotherm fitting by the Fe3O4/talc nanocomposite for Cu(II), Ni(II) and Pb(II) removal process.
Langmuir and Freundlich constant values for the heavy metal ion removal.
| Isotherm | Langmuir | Freundlich | ||||
|---|---|---|---|---|---|---|
| b | qm | n | KF | |||
| Cu(II) | 0.9817 | 0.017 | 21.05 | 0.9620 | 2.435 | 1.725 |
| Ni(II) | 0.9772 | 1.061 | 33.33 | 0.9601 | 1.752 | 1.150 |
| Pb(II) | 0.9864 | 5.042 | 74.62 | 0.9032 | 3.109 | 3.287 |
Figure 5Kinetics models for the adsorption of Cu(II), Ni(II) and Pb(II) on Fe3O4/talc nanocomposite.
Parameter of the kinetics models for the adsorption of Cu(II), Ni(II) and Pb(II) onto Fe3O4/talc nanocomposite.
| Heavy Metal Ions | First Order | Second Order | |||
|---|---|---|---|---|---|
| k1 | k2 | h | |||
| Cu(II) | 0.9702 | 0.01 | 0.9996 | 1.42 × 10−2 | 0.1607 |
| Ni(II) | 0.8695 | 0.008 | 0.9802 | 2.43 × 10−3 | 0.1872 |
| Pb(II) | 0.8814 | 0.0489 | 0.9819 | 2.22 × 10−4 | 3.1736 |