Green Hybrid Biopolymeric Beads for Efficient Removal of Copper Ions from Aqueous Solutions: Experimental Studies Assisted by Monte Carlo Simulation
Abstract
1. Introduction
2. Materials and Methods
2.1. Reagents
2.2. Preparation of Adsorbents
Beads Formation Mechanism
2.3. Adsorption Experiments
2.4. Modeling of Adsorption Kinetics, Isotherms, and Thermodynamics
Validity of Adsorption Kinetic and Isotherm Models
2.5. Materials Characterization
2.6. Monte Carlo Simulations
3. Results and Discussion
3.1. pH Effect
3.2. Effect of the Adsorbent Dosage
3.3. Effect of Contact Time
3.4. Effect of Initial Concentration
3.5. Effect of Temperature
| Adsorbents | qmax (mg·g−1) | Ref |
|---|---|---|
| Chitosan-poly(vinyl alcohol) beads | 39.83 | [52] |
| Chitosan cellulose hydrogel beads | 53.20 | [53] |
| Chitosan beads | 64.62 | [39] |
| Chitosane@alginate beads | 67.66 | [39] |
| Clay/alginate beads | 27.10 | [54] |
| Alginate-graphene beads | 60.24 | [55] |
| C-phenylcalix[4]pyrogallolarene | 8.14 | [56] |
| Dopamine-functionalized tannic acid-templated mesoporous Silica nanoparticles MC/Alginate beads | 58.70 | [57] |
| Clay and sodium alginate beads | 92.44 | [1] |
| D_AL@CMC | 157.52 | This work |
| F_AL@CMC | 159.81 | This work |
| ΔG°(kJ·mol−1) | ΔH° | ΔS° | |||
|---|---|---|---|---|---|
| 298 K | 313 K | 333 K | kJ·mol−1 | J·mol−1 | |
| D_AL@CMC | −1.044 | −1.873 | −2.293 | 9.439 | 39.242 |
| F_AL@CMC | −1.940 | −2.823 | −3.201 | 8.616 | 29.680 |
3.6. Adsorption Mechanism
4. Conclusions
Author Contributions
Funding
Data Availability Statement
Conflicts of Interest
References
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| Kinetic Model | Parameters | D_AL@CMC | F_AL@CMC |
|---|---|---|---|
| Pseudo-first-order model | k1 | 0.003 | 0.012 |
| qe | 68.280 | 70.48 | |
| R2 | 0.974 | 0.959 | |
| NSD | 9.223 | 10.197 | |
| χ2 | 6.10 | 15.84 | |
| Pseudo-second-order model | k2 | 0.017 | 4.6 × 10−4 |
| qe | 102.610 | 95.540 | |
| R2 | 0.992 | 0.999 | |
| NSD | 3.914 | 1.252 | |
| χ2 | 1.21 | 0.89 |
| Isotherm Models | Parameters | D_AL@CMC | F_AL@CMC |
|---|---|---|---|
| Langmuir | qm (mg·g−1) | 157.520 | 159.810 |
| kL (dm3·mg−1) | 0.016 | 0.019 | |
| R2 | 0.990 | 0.959 | |
| MPSD | 3.551 | 2.687 | |
| Freundlich | nf | 0.570 | 0.540 |
| KF(mg·g−1)(dm3/mg−1) | 7.110 | 9.110 | |
| R2 | 0.969 | 0.925 | |
| MPSD | 2.918 | 3.104 | |
| SIPS | qm | 172.36 | 168.63 |
| KS | 0.0087 | 0.0067 | |
| R2 | 0.977 | 0.938 | |
| MPSD | 5.353 | 3.524 |
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Barrak, I.; Ayouch, I.; Kassab, Z.; Abdellaoui, Y.; Raissouni, J.; Sair, S.; El Achaby, M.; Draoui, K. Green Hybrid Biopolymeric Beads for Efficient Removal of Copper Ions from Aqueous Solutions: Experimental Studies Assisted by Monte Carlo Simulation. Analytica 2026, 7, 5. https://doi.org/10.3390/analytica7010005
Barrak I, Ayouch I, Kassab Z, Abdellaoui Y, Raissouni J, Sair S, El Achaby M, Draoui K. Green Hybrid Biopolymeric Beads for Efficient Removal of Copper Ions from Aqueous Solutions: Experimental Studies Assisted by Monte Carlo Simulation. Analytica. 2026; 7(1):5. https://doi.org/10.3390/analytica7010005
Chicago/Turabian StyleBarrak, Ilias, Ikrame Ayouch, Zineb Kassab, Youness Abdellaoui, Jaber Raissouni, Said Sair, Mounir El Achaby, and Khalid Draoui. 2026. "Green Hybrid Biopolymeric Beads for Efficient Removal of Copper Ions from Aqueous Solutions: Experimental Studies Assisted by Monte Carlo Simulation" Analytica 7, no. 1: 5. https://doi.org/10.3390/analytica7010005
APA StyleBarrak, I., Ayouch, I., Kassab, Z., Abdellaoui, Y., Raissouni, J., Sair, S., El Achaby, M., & Draoui, K. (2026). Green Hybrid Biopolymeric Beads for Efficient Removal of Copper Ions from Aqueous Solutions: Experimental Studies Assisted by Monte Carlo Simulation. Analytica, 7(1), 5. https://doi.org/10.3390/analytica7010005

