Submitted:
23 May 2024
Posted:
23 May 2024
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Abstract

Keywords:
1. Introduction
2. Material and Methods
2.1. Materials
2.2. Methods
2.2.1. Preparation of ARM
2.2.2. Measurement of Adsorption Capacity
2.2.3. Response Surface Optimization
2.2.4. Adsorption Kinetics
2.2.5. Adsorption Isotherm
2.2.6. Analytical Methods
3. Results and Discussion
3.1. Adsorption Property of RM and ARM
3.2. Characteristics of RM and ARM
3.2.1. Morphology of RM and ARM by SEM and TEM
3.2.2. BET–BJH Analysis
3.2.3. XRD and XRF Analysis
3.2.4. TG-DSC Analysis
3.2.5. NH3-TPD Analysis
3.3. Optimisation of Process Variables Using RSM
3.3.1. Establishment of the Model
| Source | Sum of squares | df | Mean square | F-value | P-value |
|---|---|---|---|---|---|
| Model | 56.73 | 11 | 5.16 | 40.08 | < 0.0001 |
| A | 0.026 | 1 | 0.026 | 0.20 | 0.6595 |
| B | 19.66 | 1 | 19.66 | 152.77 | < 0.0001 |
| C | 18.90 | 1 | 18.90 | 146.88 | < 0.0001 |
| D | 4.61 | 1 | 4.61 | 35.83 | < 0.0001 |
| AD | 0.067 | 1 | 0.067 | 0.52 | 0.4814 |
| BC | 2.01 | 1 | 2.01 | 15.66 | 0.0010 |
| BD | 0.50 | 1 | 0.50 | 3.89 | 0.0651 |
| CD | 0.11 | 1 | 0.11 | 0.88 | 0.3606 |
| B2 | 10.18 | 1 | 10.18 | 79.12 | < 0.0001 |
| C2 | 0.084 | 1 | 0.084 | 0.65 | 0.4315 |
| D2 | 0.27 | 1 | 0.27 | 2.09 | 0.1662 |
| Residual | 2.19 | 17 | 0.13 | ||
| Lack of Fit | 2.19 | 13 | 0.17 | ||
| Pure Error | 0.000 | 4 | 0.000 | ||
| Cor Total | 58.92 | 28 |
3.3.2. Response Surface Analysis
3.3.3. Optimization Analysis
3.4. Adsorption Kinetics
Where:3.5. Adsorption Isotherm
Where:3.6. Adsorption Thermodynamics
Where:3.7. ATR–FTIR Analysis of CIP and ARM
3.8. Adsorption Stability of ARM
4. Conclusions
Acknowledgments
References
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| Control factors | Unit | Symbol | Real values and coded levels | ||
|---|---|---|---|---|---|
| Low (-1) | Mid (0) | High (1) | |||
| Adsorption temperature | °C | A | 25 | 35 | 45 |
| Solution pH | B | 3 | 7 | 11 | |
| CIP initial concentration | mg/L | C | 10 | 20 | 30 |
| ARM dosage | g/L | D | 3 | 4 | 5 |
| Number | A(°C) | B | C(mg/L) | D(g/L) | Number | A(°C) | B | C(mg/L) | D(g/L) |
|---|---|---|---|---|---|---|---|---|---|
| 1 | 25 | 11 | 20 | 4 | 16 | 25 | 7 | 20 | 3 |
| 2 | 35 | 7 | 30 | 3 | 17 | 25 | 7 | 10 | 4 |
| 3 | 25 | 3 | 20 | 4 | 18 | 35 | 3 | 20 | 5 |
| 4 | 35 | 7 | 10 | 5 | 19 | 35 | 7 | 30 | 5 |
| 5 | 35 | 7 | 20 | 4 | 20 | 45 | 11 | 20 | 4 |
| 6 | 45 | 7 | 20 | 5 | 21 | 35 | 7 | 10 | 3 |
| 7 | 35 | 3 | 10 | 4 | 22 | 25 | 7 | 30 | 4 |
| 8 | 25 | 7 | 20 | 5 | 23 | 35 | 7 | 20 | 4 |
| 9 | 35 | 11 | 30 | 4 | 24 | 35 | 7 | 20 | 4 |
| 10 | 35 | 3 | 30 | 4 | 25 | 35 | 11 | 20 | 5 |
| 11 | 45 | 7 | 20 | 3 | 26 | 35 | 7 | 20 | 4 |
| 12 | 45 | 7 | 30 | 4 | 27 | 35 | 7 | 20 | 4 |
| 13 | 45 | 7 | 10 | 4 | 28 | 35 | 11 | 10 | 4 |
| 14 | 35 | 11 | 20 | 3 | 29 | 45 | 3 | 20 | 4 |
| 15 | 35 | 3 | 20 | 3 |
| samples (%) | CaO | Al2O3 | SiO2 | Na2O | Fe2O3 | TiO2 | K2O | MgO | others |
| RM | 26.01 | 23.72 | 17.09 | 11.76 | 11.56 | 5.72 | 1.81 | 0.95 | 1.38 |
| ARM | 40.13 | 8.36 | 10.89 | 2.10 | 28.37 | 4.26 | 2.91 | 1.13 | 1.85 |
| Sample | Mass loss(%) | Temperature(°C) | References |
| Red mud (Zhengzhou Changcheng) |
3 | 20~150 | (Liu, et al.,2007) |
| 3.6 | 105~450 | ||
| 4.3 | 560~720 | ||
| Total | 10.9 | 20~880 | |
| Red mud (Shanxi Yuncheng) |
3 | 25~300 | In this present study |
| 6.6 | 300~600 | ||
| 4.1 | 600~1100 | ||
| Total | 13.73 | 24~1100 | |
| Acidified red mud (Shanxi Yuncheng) |
3.8 | 25~300 | In this present study |
| 7.3 | 300~600 | ||
| 4.4 | 600~1100 | ||
| Total | 15.55 | 24~1100 |
| Number | Adsorption capacity(mg/g) | Number | Adsorption capacity(mg/g) | ||
|---|---|---|---|---|---|
| Actual value | Predicted value | Actual value | Predicted value | ||
| 1 | 2.35 | 2.34 | 16 | 2.99 | 3.08 |
| 2 | 4.07 | 4.47 | 17 | 1.28 | 1.02 |
| 3 | 4.78 | 4.90 | 18 | 3.82 | 4.08 |
| 4 | 1.04 | 0.72 | 19 | 2.76 | 2.89 |
| 5 | 2.34 | 2.34 | 20 | 2.18 | 2.24 |
| 6 | 1.94 | 1.74 | 21 | 1.66 | 1.62 |
| 7 | 2.28 | 2.77 | 22 | 3.21 | 3.53 |
| 8 | 2.34 | 2.09 | 23 | 2.34 | 2.34 |
| 9 | 3.32 | 2.72 | 24 | 2.34 | 2.34 |
| 10 | 7.23 | 6.70 | 25 | 1.85 | 2.22 |
| 11 | 3.11 | 3.24 | 26 | 2.34 | 2.34 |
| 12 | 3.16 | 3.44 | 27 | 2.34 | 2.34 |
| 13 | 1.22 | 0.93 | 28 | 1.21 | 1.63 |
| 14 | 2.99 | 2.76 | 29 | 4.78 | 4.80 |
| 15 | 6.37 | 6.02 | |||
| Pseudo-first-order dynamic model | Pseudo-second-order dynamic model | Intraparticle diffusion model | ||
|---|---|---|---|---|
| The first phase | The second phase | The third phase | ||
|
k1=0.03869 (min-1) |
k2=0.023 [g/(mg·min)] |
k1=0.40054 (min-1) |
k2=0.06936 (min-1) |
k3=0.02236 (min-1) |
|
qe=4.17 (mg/g) |
qe=7.90 (mg/g) |
C=6.74 (mg/g) |
C=1.59 (mg/g) |
C=1.03 (mg/g) |
| R2=0.883 | R2=0.999 | R2=0.861 | R2=0.976 | R2=0.984 |
| Adsorption isotherm | Parameter1 | Parameter2 | Parameter3 | R2 |
|---|---|---|---|---|
| Langmuir | KL=0.15 (L/mg) | qmax=5.63(mg/g) | 0.992 | |
| Freundlich | KF=276.95 (L/g) | n=1.47 | 0.993 | |
| Langmuir-Freundlich | KLF=0.11 (L/mg) | qmax=7.35(mg/g) | n=0.51 | 0.983 |
| Adsorbents | Adsorption capacity (mg/g) | pH | Temp(°C) | Ref. |
|---|---|---|---|---|
| Magnetic N-doped porous carbon | 1564 | 7.0 | 25 | [Tang, et al.,2020] |
| Fe based MOF | 868.6 | 6.8 | 15 | [Jiang, et al.,2016] |
| Fe pillared clay | 122.1 | 10 | 20 | [Roca, et al.,2017] |
| Chitosan/Kaolin/Fe3O4 | 47.85 | 6.0 | 25 | [Ma, et al.,2014] |
| Activated red mud | 41.5 | 7.0 | - | [Balarak et al., 2017] |
| Montmorillonite | 23 | - | - | [Chen et al., 2015] |
| Schorl | 8.49 | 5.5 | - | [Yin, et al.,2018] |
| Acidified red mud | 7.84 | 3.0 | 45 | This study |
| Kaolinite | 6.31 | 3.5 | 25 | [Li et al., 2011] |
| Sodium alginate hydrogel | 2.90 | 2.0 | 25 | [Yu et al., 2016] |
| Sodium alginate aerogel | 2.87 | |||
| AC | 1.86 | - | 25 | [Avcı, et al.,2019] |
| ZnO nanoparticles | 0.16 | 6.0 | 25 | [Dhiman and Sharma,2019] |
| Temperature(K) | ΔH0(kJ/mol) | ΔS0(J/mol·k) | ΔG0(kJ/mol) |
| 298 | 13.80 | 39.41 | 2.06 |
| 308 | 1.66 | ||
| 318 | 1.27 | ||
| 328 | 0.87 |
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