| Literature DB >> 34075177 |
Mingzhong Long1,2, Hong Jiang3, Xiaona Li4.
Abstract
The study aimed at investigating copper, lead, and cadmium removal from both single and mixed metal solutions by Michelia figo (Lour.) Spreng. wood sawdust treated with 0.5 mol l-1 NaOH for four hours. In order to evaluate the effects of each factor and interactions between factors on metal ion biosorption, a 23 factorial experimental design was applied. FTIR results showed that the metal ions would bind to the hydroxyl and carboxyl groups of M. figo wood sawdust biomass. The main effects and interactions of three factors pH (3 and 5), initial metal ion concentration (C0, 0.157 and 1.574 mmol L-1), and dosage of biomass (D, 4 and 10 g L-1) at two levels were analyzed. The most significant variable regarding Cu2+ and Pb2+ biosorption was initial metal iron concentration. For Cd2+, pH was found to be the most significant factor. The maximum removal efficiencies were 94.12 and 100% for Cu2+ and Cd2+, respectively, at conditions of (+ 1, - 1, + 1): pH 5, initial metal concentration 0.157 mmol L-1 and dosage of biomass 10 g L-1, while 96.39% for Pb2+ at conditions of (- 1, - 1, + 1): pH 3, initial metal concentration 0.157 mmol L-1 and dosage of biomass 10 g L-1. There were some interactions between factors: pH*C0 and C0*D for Cu2+, pH*C0, pH*D and C0*D for Pb2+, pH*C0 and C0*D for Cd2+. Biosorption from a multi metal system showed that the presence of Cu2+ and Cd2+ had no significant influence on the Pb2+ removal, while Pb2+ in solution significantly decreased the removal efficiencies of the other two metals.Entities:
Year: 2021 PMID: 34075177 PMCID: PMC8169883 DOI: 10.1038/s41598-021-91052-2
Source DB: PubMed Journal: Sci Rep ISSN: 2045-2322 Impact factor: 4.379
Factors and levels used in 23 factorial design for single and ternary biosorption experiments.
| Factor | Levels (coded) | ||||||
|---|---|---|---|---|---|---|---|
| Cu2+ | Pb2+ | Cd2+ | |||||
| − 1 | + 1 | − 1 | + 1 | − 1 | + 1 | ||
| pH | pH | 3 | 5 | 3 | 5 | 3 | 5 |
| Initial metal concentration (mmol l−1) | 0.157 (0.052)a | 1.574 (0.525) | 0.157 (0.052) | 1.574 (0.525) | 0.157 (0.052) | 1.574 (0.525) | |
| Dosage of biomass (g l−1) | 4 | 10 | 4 | 10 | 4 | 10 | |
aNumbers in parenthesis represent initial metal concentration (mmol l−1) for ternary experiment.
Figure 1FTIR spectra of NaOH treated Michelia figo wood biomass.
Experimental factorial design results of heavy metal removal efficiency.
| Run | Factor | Average removal efficiency (%) | ||||
|---|---|---|---|---|---|---|
| pH | Cu2+ | Pb2+ | Cd2+ | |||
| 1 | − 1 | − 1 | − 1 | 81.19 | 88.44 | 38.17 |
| 2 | − 1 | − 1 | + 1 | 90.85 | 96.39 | 57.73 |
| 3 | − 1 | + 1 | − 1 | 27.27 | 31.90 | 28.38 |
| 4 | − 1 | + 1 | + 1 | 58.56 | 64.68 | 43.39 |
| 5 | + 1 | − 1 | − 1 | 93.36 | 95.46 | 98.11 |
| 6 | + 1 | − 1 | + 1 | 94.12 | 77.21 | 100.00 |
| 7 | + 1 | + 1 | − 1 | 55.88 | 52.72 | 44.04 |
| 8 | + 1 | + 1 | + 1 | 94.11 | 86.39 | 76.65 |
The maximum adsorption capacities of different adsorbents.
| Biosorbents | Conditions | References | ||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| Cu2+ | Pb2+ | Cd2+ | pH | T (°C) | ||||||
| Cu2+ | Pb2+ | Cd2+ | ||||||||
| 0.14 | 0.56 | 0.10 | 4.5 | 1.22 | 1.22 | 1.22 | 2.00 | 23 | Niu et al.[ | |
| – | 0.27 | 0.24 | 5.5 | – | – | – | 3.00 | – | Fourest and Roux[ | |
| 0.11 | – | 0.14 | – | 1.57 | 0.00 | 0.89 | –(inoculum) | 25 | Iyer et al.[ | |
| 0.95 | 1.05 | 0.55 | 6.0 | – | – | – | 20.00 | 20 | Feng and Aldrich[ | |
| Activated carbonb | 0.38 | 0.11 | 0.30 | 6.0 | – | – | – | 2.00 | 25 | Kobya et al.[ |
| Olive stone wasteb | 0.03 | 0.04 | 0.07 | 5.5 | 0.2 | 0.2 | 0.2 | 13.33 | 20 ± 2 | Fiol et al.[ |
| 0.16 | 0.23 | – | < 6.0 | 0.16 | 0.05 | – | 20 (estimated) | 25 | Keskinkan et al.[ | |
| 0.003 | 0.004 | 0.005 | 6.0 | 0.16 | 0.05 | 0.09 | 10 | 20 ± 2 | Prasad and Freitas[ | |
| – | 0.11 | 0.17 | 5.0 | – | 0.03 | 0.05 | 10 | 25 | Taty-Costodes et al.[ | |
| 0.22 | 0.23 | 0.17 | 5.0 | 1.57 | 1.57 | 1.57 | 4.00 | 25 | This study | |
aThe maximum adsorption capacity of biosorbent.
bCapacity derived from isotherm study; c estimated capacity (single metal removal experiment); T: experimental temperature.
Statistical parameters of 23 factorial design-for removal efficiency.
| Factor | Species | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Cu2+ | Pb2+ | Cd2+ | |||||||
| Effect | Coefficient | Standard error | Effect | Coefficient | Standard error | Effect | Coefficient | Standard error | |
| Average | 74.42 | 74.42 | 1.27 | 74.15 | 74.15 | 0.93 | 60.81 | 60.81 | 0.80 |
| pH | 19.90 | 9.95 | 1.27 | 7.59 | 3.80 | 0.93 | 37.78 | 18.89 | 0.80 |
| − 30.93 | − 15.46 | 1.27 | − 30.45 | − 15.22 | 0.93 | − 25.39 | − 12.69 | 0.80 | |
| 19.98 | 9.99 | 1.27 | 14.04 | 7.02 | 0.93 | 17.27 | 8.63 | 0.80 | |
| pH * | 12.18 | 6.09 | 1.27 | 13.67 | 6.84 | 0.93 | − 13.32 | − 6.66 | 0.80 |
| pH * | − 0.49 | − 0.25 | 1.27 | − 6.33 | − 3.17 | 0.93 | − 0.02 | − 0.01 | 0.80 |
| 14.78 | 7.39 | 1.27 | 19.19 | 9.59 | 0.93 | 6.54 | 3.27 | 0.80 | |
| pH * | 3.96 | 1.98 | 1.27 | 6.77 | 3.39 | 0.93 | 8.82 | 4.41 | 0.80 |
Analysis of variance-full model fitting for removal efficiency.
| Factor | Species | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| Cu2+ a | Pb2+ b | Cd2+ c | |||||||
| Sum of squares | Sum of squares | Sum of squares | |||||||
| pH | 1 583.64 | 61.87 | 0.000049 | 230.51 | 16.62 | 0.003552 | 5 708.94 | 562.69 | 0.000000 |
| 3 826.04 | 149.47 | 0.000002 | 3 708.51 | 267.33 | 0.000000 | 2 578.36 | 254.13 | 0.000000 | |
| 1 596.80 | 62.38 | 0.000048 | 788.35 | 56.83 | 0.000067 | 1 192.84 | 117.57 | 0.000005 | |
| pH * | 593.41 | 23.18 | 0.001330 | 747.61 | 53.89 | 0.000081 | 709.56 | 69.94 | 0.000032 |
| pH * | 0.97 | 0.04 | 0.850493 | 160.34 | 11.56 | 0.009364 | 0.00 | 0.00 | 0.992109 |
| 873.50 | 34.12 | 0.000386 | 1 472.83 | 106.17 | 0.000007 | 171.15 | 16.87 | 0.003404 | |
| pH * | 62.73 | 2.45 | 0.156125 | 183.54 | 13.23 | 0.006614 | 310.91 | 30.64 | 0.000550 |
| Error | 204.79 | 110.98 | 81.17 | ||||||
| Corrected Total | 8 741.87 | 7 402.66 | 10 752.91 | ||||||
aR2 = 0.98 (Adjusted R2 = 0.96).
bR2 = 0.99 (Adjusted R2 = 0.97).
cR2 = 0.99 (Adjusted R2 = 0.99).
Figure 2Pareto charts of effects on removal efficiency: (a) Cu2+, (b) Pb2+, (c) Cd2+.
Analysis of variance-reduced models fitting for Cu2+ and Cd2+.
| Factor | Statistics | ||||
|---|---|---|---|---|---|
| Sum of squares | df | Mean square (MS) | |||
| Cu2+ a | |||||
| Model | 8 473.39 | 5 | 1 694.68 | 63.12 | 0.000 |
| Residual error | 268.48 | 10 | 26.85 | ||
| Lack of fit | 63.70 | 2 | 31.85 | 1.24 | 0.338 |
| Pure error | 204.79 | 8 | 25.60 | ||
| Corrected Total | 8 741.87 | 15 | |||
| Cd2+ b | |||||
| Model | 10 671.75 | 6 | 1 524.54 | 150.26 | 0.000 |
| Residual error | 81.17 | 9 | 9.02 | ||
| Lack of fit | 0.00 | 1 | 0.00 | 0.00 | 0.992 |
| Pure error | 81.17 | 8 | 10.15 | ||
| Corrected total | 10 752.91 | 15 | |||
aR2 = 0.97 (adjusted R2 = 0.95).
bR2 = 0.99 (adjusted R2 = 0.99).
Figure 3Normal probability plots of residual values for removal efficiency of Cu2+, Pb2+ and Cd2+.
Figure 4Removal efficiency for Cu2+, Pb2+ and Cd2+ (predicted) versus residual. Filled black triangle: outliers.
Figure 5Interaction effects plot for removal efficiency of Cu2+, Pb2+ and Cd2+. A pH; B C; C D.
Figure 6Cu2+, Pb2+ and Cd2+ removal efficiency from single and ternary metal solutions, Experimental condition (pH, C, D): 1-(− 1, − 1, − 1), 2-(− 1, − 1, + 1), 3-(− 1, + 1, − 1), 4-(− 1, + 1, + 1), 5-(+ 1, − 1, − 1), 6-(+ 1, − 1, + 1), 7-(+ 1, + 1, − 1), 8-(+ 1, + 1, + 1).