Removal of Pb(Π) from aqueous solution by magnetic humic acid/chitosan composites
来源期刊:中南大学学报(英文版)2016年第11期
论文作者:刘云国 李婷婷 曾光明 郑伯红 徐卫华 刘少博
文章页码:2809 - 2817
Key words:chitosan; pollution management; Box-Behnken design; variables optimization; adsorption mechanism
Abstract: A novel adsorbent named magnetic humic acid/chitosan composite (M-HA/Cs) was synthesized by decorating humic acid/chitosan composites with Fe3O4 nanoparticles. The adsorption capacity of M-HA/Cs was 1.5 times that of MCs. The effects of solution pH, initial concentration of Pb(II) ions and adsorption temperature on Pb(II) removal were examined in a batch system and further optimized using Box-Behnken analysis. The recommended optimum conditions are initial Pb(II) concentration of 139.90 mg/L, initial pH of 4.98, and temperature of 43.97 oC. The adsorption processes could be well described by pseudo-second-order and Elovich models. Isotherm studies reveal that the adsorption process follows Sips and Temkin models. The thermodynamic study indicats that the adsorption process is spontaneous and exothermic. The potential mechanism of Pb(II) on M-HA/Cs at pH 5 may be surface electrostatic attraction, coordination and hydrogen bonding.
J. Cent. South Univ. (2016) 23: 2809-2817
DOI: 10.1007/s11771-016-3344-1
LIU Yun-guo(刘云国)1, 2, LI Ting-ting(李婷婷)1, 2, ZENG Guang-ming(曾光明)1, 2,
ZHENG Bo-hong(郑伯红)3, XU Wei-hua(徐卫华)1, 2, LIU Shao-bo(刘少博)3, 4
1. College of Environmental Science and Engineering, Hunan University, Changsha 410082, China;
2. Key Laboratory of Environmental Biology and Pollution Control of Ministry of Education
(Hunan University), Changsha 410082, China;
3. School of Architecture and Art, Central South University, Changsha 410083, China;
4. School of Metallurgy and Environment, Central South University, Changsha 410083, China
Central South University Press and Springer-Verlag Berlin Heidelberg 2016
Abstract: A novel adsorbent named magnetic humic acid/chitosan composite (M-HA/Cs) was synthesized by decorating humic acid/chitosan composites with Fe3O4 nanoparticles. The adsorption capacity of M-HA/Cs was 1.5 times that of MCs. The effects of solution pH, initial concentration of Pb(II) ions and adsorption temperature on Pb(II) removal were examined in a batch system and further optimized using Box-Behnken analysis. The recommended optimum conditions are initial Pb(II) concentration of 139.90 mg/L, initial pH of 4.98, and temperature of 43.97°C. The adsorption processes could be well described by pseudo-second-order and Elovich models. Isotherm studies reveal that the adsorption process follows Sips and Temkin models. The thermodynamic study indicats that the adsorption process is spontaneous and exothermic. The potential mechanism of Pb(II) on M-HA/Cs at pH 5 may be surface electrostatic attraction, coordination and hydrogen bonding.
Key words: chitosan; pollution management; Box-Behnken design; variables optimization; adsorption mechanism
1 Introduction
Lead is one of the important pollutants to be removed from wastewaters before migration and transformation into environment because its bad impact on human health and environment security [1-2]. Many technologies, such as chemical precipitation, coagulation, ion exchange and adsorption, have been used to treat lead polluted water. Among these methods, adsorption is one of the most useful and effective techniques for purification of effluents polluted by Pb(II). Several studies have shown that adsorption is a useful and low- cost treatment process if the proper adsorbent is used [3]. Therefore, researchers have focused on searching for naturally materials as cheap and available adsorbents [4].
Chitosan is one of the potential naturally materials due to its low cost and wide availability. It has shown many good properties for its high content of amino and hydroxyl groups. However, chitosan cannot be directly used because of its bad mechanical stability in acidic solutions. Thus, cross-linking or grafted chitosan, like polyaniline grafted chitosan [5], crosslinked alumina- chitosan hybrid adsorbent [6], and chitosan–zeolite composites [7], have been synthesized to improve the mechanical stability, chemical properties and adsorption capacity.
Humic acid (HA), ubiquitous in soil and aquatic environment, plays an important role in the degradation of organic and inorganic pollutants [8]. It can complex with metal ions with the functional groups (like carboxylic acid, methoxyl, alcoholic hydroxyl and ether) bore on the skeleton of alkyl and aromatic units [9]. HA in several physiochemical modifications such as HA coated SiO2 [10], HA coated kaolinite [11], and HA coated Fe3O4 [8] has been investigated for the removal of metal ions. These studies have indicated that adsorption capacities of adsorbents are enhanced after modified by HA. Thus, humic acid can be chosen to improve the adsorption ability of chitosan. Moreover, separation after adsorption is another important factor of adsorbents. There are several separation methods, such as centrifugation, filtration and magnetic separation. Compared with these methods, magnetic separation is relatively rapid and easy, cost effective and highly efficient. So, chitosan could be magnetized for easy separation [12].
The main objectives of this work are to: 1) synthesize and characterize the magnetic humic acid/chitosan composites (M-HA/Cs) and apply them as adsorbents to remove Pb(II) ions from aqueous solution; 2) investigate the effects of process parameters using Box-Behnken design; 3) study the adsorption mechanism with kinetic, isotherm and thermodynamic models.
2 Materials and methods
2.1 Materials
Chitosan was supplied by Sinopharm Chemical Reagent. FeCl3·6H2O, FeCl2·4H2O, humic acid sodium salts, ammonium hydroxide, glutaraldehyde and Pb(NO3)2 were purchased from Tianjin Kermel Reagent, China. A stock solution of Pb(II) containing 1000 mg/L was prepared and diluted for the adsorption experiments.
2.2 Preparation of materials
Magnetic humic acid/chitosan composites (M-HA/Cs) were prepared by grafting Fe3O4 onto the surface of humic acid/chitosan composites. Briefly, 2 g FeCl2·4H2O and 5.4 g FeCl3·6H2O (molar ratio 1:2) were dissolved in distilled water and stirred at 85°C, then about 90 mL ammonium hydroxide was added to maintain the solution pH at 10. Magnetic fluid was cooled to room temperature and washed by distilled water. Then 4 g humic acid/chitosan composites with mass ratio of 1:1 are reacted for 48 h to be completely mixed and added to the magnetic fluid at 40°C. After that, 50 mL 6.5% glutaraldehyde was injected and then stirred at 60°C to form the M-HA/Cs. The obtained M-HA/Cs was washed and finally dried for further usage. Magnetic chitosan (MCs) was prepared as the same procedures except that the humic acid/chitosan composites were replaced by chitosan.
2.3 Characteristic of adsorbents
Surface morphology of materials was observed using a scanning electron microscope (SEM Hitachi TM 3000, Japan). The BET specific surface areas and pore diameter of M-HA/Cs were measured by nitrogen adsorption/desorption isotherm method using the automated gas sorption (TriStar II 3020, USA). Fourier transform infrared spectrum (FTIR) was taken using Varian 3100 FTIR (USA). Pb(II) concentration was measured using atomic adsorption spectrometer (PerkinElmer AA700, USA). Stability of HA coating onto M-HA/Cs was studied using UV-vis spectrophotometer (Pgeneral T6, Beijing) at 254 nm. Surface potential of particles were determined by Zeta potential analyzer (ZEN3690, Malvern, UK.).
2.4 Batch adsorption experiments
For a typical adsorption experiments, 0.08 g M-HA/Cs was added into 50 mL of Pb(II) solution in Erlenmeyer flasks, and the flasks were agitated at 150 r/min. After adsorption, the mixture was separated by a magnet. The effects of pH (3.0-5.0), Pb(II) concentration (50-150 mg/L), and temperature (15-45°C) on adsorption capacity (calculated as Eq. (1)) were investigated by BBD method.
(1)
where qe is the equilibrium adsorption capacity (mg/g); C0 and Ce are the initial and equilibrium concentration in the solution (mg/L); V is the volume of metal solution (L) and m is the mass of the adsorbent (g).
2.5 Box-Behnken design (BBD)
As is known, the solution pH, initial concentration and adsorption temperature have great effects on adsorption process. In order to investigate the effects of the three factors, a 3-level-3-factor BBD experimental design was performed to evaluate and optimize the effects of the three main independent parameters on the Pb(II) adsorption capacity. The solution pH (X1), initial concentration (X2) and adsorption temperature (X3) were set as variable input parameters while adsorption capacity (Y) was taken as the response. As shown in Table 1, the factor levels were coded as -1 (low), 0 (central) and 1 (high). The actual experimental design matrix was given in Table 2. The results were analyzed using the correlation coefficient (R2), analysis of variance (ANOVA) and response plots. The experimental data were analyzed by the response surface method with Design-Expert 8.0.0 (Stat-Ease Inc., Minneapolis, MN, USA) and evaluated in the form of quadratic response model Eq.(2).
(2)
where Y is the response value; β0, βi, βii and βij are the constant, linear, quadratic and interaction coefficient, respectively; Xi and Xj are the levels of the independent variables; ε is the unanticipated error [13].
Table 1 Factors used in Box-Behnken experimental design
Table 2 Experimental and predicted values based on Box- Behnken design (Volume of 50 mL, absorbent dose of 0.08 g, contact time of 24 h and agitation speed of 150 r/min)
2.6 Adsorption models of kinetic, isotherm and thermodynamic models
Experimental data obtained from batch experiments were investigated using kinetic isotherm and thermodynamic models. All the model parameters were evaluated by non-linear regression. The optimal model was considered based on correlation coefficient (R2) and root mean square error (RMSE, Erms).
3 Results and discussion
3.1 Characterization of adsorbents
The SEM image, pore size distribution image and FTIR spectra of M-HA/Cs are shown in Fig. 1. The SEM image shows the rough surfaces and small bumps on the surface, indicating the porous structure of M-HA/Cs (Fig. 1(a)). The porous structure is also verified by BET results (Fig. 1(b)). The surface area, average pore size and pore volume are 38.55 m2/g, 6.55 nm and 0.06 m3/g, respectively. These results indicate the poriferous structure of M-HA/Cs may contribute to the transfer of Pb(II) ions to the surface of the adsorbent.
FTIR spectral analysis was employed to confirm the introduction of chitosan, HA and Fe3O4 in M-HA/Cs and the result is shown in Fig. 1(c). From the spectrum of HA, the characteristic peaks are assigned at 1560 cm-1 (C=O stretching of carbonyl group and C—C stretching of aromatic rings), 1367 cm-1 (stretching of carbonylate) and 1015 cm-1 (C—O band) [14]. As for chitosan, distinctive adsorption peaks are observed as follows: 3517 cm-1 (overlapping of N—H and O—H stretching vibration), 1645 cm-1 (stretching of amide I), 1579 cm-1 (symmetric stretching of amide II), 1373 cm-1 (—CH3 symmetric deformation) and 1075 cm-1 (C—OH band) [15]. After the modification process, several changes were observed in the spectra of M-HA/Cs and MCs. Firstly, Fe—O bond appears at 632 cm-1 on both M-HA/Cs and MCs, indicating the successful wrapped of Fe3O4. Then, the N-H peak of chitosan at 3517 cm-1 shifts to lower frequencies, and the intensity decreases obviously. It indicates that N-H band is involved in the synthesis process. Compared to chitosan, the amide peaks of MCs at 1638 cm-1 and 1545 cm-1 are shifted and weakened, which is due to the cross-linking reaction between amino group and glutaraldehyde. However, the peaks of M-HA/Cs at 1636 cm-1 and 1371 cm-1 are dramatically stronger than MCs, even than chitosan, which may be due to the N—H and C=O merging with each other, showing clear indication of the incorporation of HA on M-HA/Cs. Furthermore, the peak of MCs at 3292 cm-1 is shifted to 3367 cm-1 and intensity increases after HA is involved in M-HA/Cs. The increasing wavenumber and intensity could be attributed to the loaded HA molecules on the surface of M-HA/Cs, which brings a large number of carboxyl and phenol groups, resulting in offsetting the impact of hydrogen bonding [14]. These observations confirm that chitosan, HA and Fe3O4 have been successfully wrapped in M-HA/Cs.
Fig. 1 Characters of samples:
The stability of HA coated onto M-HA/Cs is tested at pH 2-10, but the dissolution of HA is negligible in the tested pH range. Thus, the stability of M-HA/Cs is suitable for the experiments. Additionally, as shown in Fig. 1(d), the pHpzc values of M-HA/Cs and MCs are 4.8 and 5.4, respectively.
3.2 Adsorption capacity comparison between M-HA/ Cs and MCs
To investigate the effect of HA on adsorption capacity, M-HA/Cs and MCs are used to remove Pb(II) ions at different pH. The result is shown in Fig. 2. It indicates that the adsorption capacity of the M-HA/Cs is obviously improved after modification. At low pH, both adsorbents show low adsorption capacity due to the strong competition between Pb2+ and H+ for the adsorption sites. However, at pH≥4, the adsorption capacity increases by 37% to 50% after modified by HA. This is because the increased number of adsorption sites after modified by HA. As shown at FTIR, the peaks of M-HA/Cs at 3367 cm-1, 1636 cm-1 and 1371 cm-1 are stronger than the corresponding peaks of MCs, indicating more available sites after modification. In addition, the pHPZC values of M-HA/Cs and MCs are 4.8 and 5.4, respectively. It is indicated that M-HA/Cs has more negative surface, which results in reduced electrostatic repulsion at pH<4.8 and increased electrostatic attraction at pH>4.8. Therefore, the adsorption capacity for Pb(II) is successfully increased after the HA is involved.
Fig. 2 Comparison of adsorption capacity between M-HA/Cs (a) and MCs (b)
3.3 Box-Behnken analysis
The BBD, an efficient tool for performing optimization studies with a reasonable number of experimental runs, employs a spherical design with excellent predictability within the design space [16]. To study the effect of pH, initial concentration and temperature, BBD experiments are conducted and the results are shown in Table 1. The result is expressed by a second-order polynomial equation with interaction terms and the final equation in terms of coded factors is
(3)
The ANOVA results for the second-order equation are presented in Table 3. The F-value (164.99) implies that the terms in the model have a significant effect on the response. The p-value (<0.0001) indicates that the model terms are DStd significant at the 95% of probability level [13, 17]. The p-value for lack of fit (0.2099) is found to be non-significant, indicating the validity of the model. The coefficient of variation value (Cv=2.73%) shows the precision and reliability of the experiments. Adequate precision (>4) indicates adequate signal to noise [17]. The obtained coefficient (0.9953) and adjusted-R2 (0.9893) indicate high correlation between the observed and the predicted values. The relationship between the actual and predicted values of Y is shown in Fig. 3. It can be seen that the quadratic model is adequate because the data points tend to be close to the diagonal line. Thereby, the quadratic model is statistically significant to represent the Pb(II) adsorption by M-HA/Cs.
Table 3 ANOVA results for quadratic response model
3.4 Effect of various parameters on Pb(II) removal
The ANOVA analysis validates that the linear effects of X1, X2, X3 and quadratic terms of X12, X12 are significant since the p-values are < 0.05 for the factors. To visualize the relationship between the response and operating factors, 3D surface mapping plots are then obtained based on the BBD model. 3D plots performed the relationship between Y and two variable factors when the other factor is kept at the central level. The interactive effect of pH and initial concentration at 30°C is shown in Fig. 4(a). The convex graph shows the synergistic effect between pH and initial concentration. There are three possible reasons for the synergistic effect: 1) the increasing driving force with temperature enhanced the probability of effective collision between Pb(II) ions and adsorbents; 2) the solution pH significantly affects the speciation of metal ions and the surface charge of the adsorbents [18-19]; 3) electrostatic repulsion turned to electrostatic attraction with the increasing solution pH. The interactive effect of pH and temperature at 100 mg/L is shown in Fig. 4(b). The higher temperature enhances the adsorption capacity of M-HA/Cs due to the decreased solution viscosity and the accelerated diffusing rate of Pb(II) ions [20]. Moreover, the ions distribution in the adsorbent’s interspaces and the process of deprotonation reactions were influenced by temperature obviously [21]. Figure 4(c) shows the familiar trend with Figs. 4(a) and (b), which is the interactive effect of initial concentration and temperature.
Fig. 3 Scatter diagram of predicted response versus actual response
Based on the BBD analysis, the maximum adsorption capacity is 60.88 mg/g at optimized conditions: pH of 4.98, initial Pb concentration of 139.90 mg/L and temperature of 43.97°C. To investigate the reliability of BBD results, the adsorption experiments are conducted under the optimum condition. The adsorption capacity of Pb(II) by M-HA/Cs is 60.38 mg/g, which was in good agreement with the predicted value of 60.88 mg/g, suggesting that the model is reliable in this work.
Fig. 4 3D surface mapping plots for interactive effect of pH and initial concentration (a), pH and temperature (b), initial concentration and temperature (c)
3.5 Adsorption kinetics
In order to explain the mechanism of adsorption processes, pseudo-second-order (Eq. (4)) and Elovich (Eq. (5)) models are applied to simulate the experimental kinetic data.
(4)
(5)
where qt (mg/g) and qe (mg/g) are the amounts of adsorption at equilibrium and at time t (min); k2(g/(mg min)) is the second-order reaction rate equilibrium constant; α (mg/(g·min)) represents the rate of chemisorption at zero coverage; β (g/mg) is related to the extent of surface coverage and to the activation energy for the adsorption.
The calculated kinetic results are presented in Fig. 5 and Table 4. It could be seen that the adsorption capacity increases rapidly in the first 90 min and gradually reaches an equilibrium value in 3 h. As shown in Table 4, the experimental data fitted well with the pseudo- second-order and Elovich model, which suggests that the overall rate-limiting step may be the chemisorption process involving valence forces through sharing and/or ion exchanging [22]. Meanwhile, the highest h and β values of Elovich at 45°C indicate that the adsorption process easily happens at high temperature.
Fig. 5 Kinetic model plots for adsorption of Pb(II) ions by M-HA/Cs at different temperatures. (Initial concentration of 100 mg/L, volume of 50 mL, absorbent dose of 0.08 g, initial pH of 5 and agitation speed of 150 r/min)
Table 4 Kinetic parameters for adsorption of Pb(II) ions by M-HA/Cs. (Initial concentration of 100 mg/L, volume of 50 mL, absorbent dose of 0.08 g, initial pH of 5 and agitation speed of 150 r/min)
3.6 Adsorption isotherms
The adsorption of Pb(II) ions on M-HA/Cs at different temperatures is investigated by Sips (Eq. (6)) and Temkin (Eq. (7)) isotherm models (Fig. 6). Sips model incorporates three parameters into an equation, which can be applied either in homogeneous or heterogeneous systems. Temkin isotherm model assumes that the heat of sorption of all the molecules in the layer would decrease linearly with coverage due to the sorbate/sorbent interactions [23].
(6)
(7)
where qe (mg/g) is the amount of adsorption of Pb(II) at equilibrium; qmax (mg/g) is the maximum adsorption capacity of the adsorbent; b is the Sips model constant related to energy of adsorption and n is the Sips model exponent; KTe (L/g) is the equilibrium binding constant; b (kJ/mol) is related to heat of adsorption; R is the gas constant (8.314×10-3 kJ/(K·mol)) and T (K) is the absolute temperature.
Fig. 6 Isotherm model plots for adsorption of Pb(II) ions by M-HA/Cs at different temperatures (volume of 50 mL, absorbent dose of 0.08 g, initial pH of 5, contact time of 24 h and agitation speed of 150 r/min)
As can be seen from Table 5, all the R2 values are higher than 0.98, which is due to the good fitting of the experiment data. The values of n are 0.676, 0.567 and 0.539, which indicates that the experimental data are both homogeneous and heterogeneous adsorptions but dominated by the homogeneous adsorption [23]. The qmax of Sips models increases with temperature, which indicates that the adsorption of Pb(II) onto M-HA/Cs is more favorable at high temperature. Previous research [24] pointed out that typical bonding energy for ion-exchange mechanism was 8–16 kJ/mol, while physisorption processes was less than -40 kJ/mol. As our bT of Temkin is not in the two ranges, chemisorption and physisorption may be co-existent in the adsorption process.
Table 5 Parameters obtained from isotherm models (volume of 50 mL, absorbent dose of 0.08 g, initial pH of 5, contact time of 24 h and agitation speed of 150 r/min)
3.7 Thermodynamics
Thermodynamic parameters are shown in Table 6. The negative values of △Gθ confirm the feasibility of the adsorption process and the spontaneous nature of adsorption [25]. The values of △Gθ become more negative with the increase of the temperature, indicating more favorable adsorption at higher temperature. The possible interpretation of this trend is that the number of active sites is ascended while the boundary layer surrounding the adsorbent is reduced [26-27]. The positive value of △Hθ further confirms the endothermic nature of the adsorption process. The positive △Sθ value suggests that some structural changes occur on M-HA/Cs surface, and thus leading to an increase in the disorderness at the M-HA/Cs-water interface [28-29]. As a result, the sorption of Pb(II) on M-HA/Cs is an endothermic and spontaneous process [26, 30]. The results obtained above imply that the adsorption of Pb(II) ions onto M-HA/Cs is an endothermic and spontaneous process.
Table 6 Thermodynamic parameters for adsorption of Pb(II) ions by M-HA/Cs (volume of 50 mL, absorbent dose of 0.08 g, initial pH of 5 and agitation speed of 150 r/min)
3.8 Potential mechanism of adsorption
Based on the above discussions, chemisorption and physisorption may be both involved in the adsorption process. Therefore, we proposed the adsorption of Pb(II) onto M-HA/Cs at pH 5 which may be attributed to surface electrostatic attraction, coordination and hydrogen bonding. The potential adsorption patterns of Pb(II) on M-HA/Cs are shown in Fig. 7.
Fig. 7 Potential adsorption patterns of Pb(II) on M-HA/Cs
The first possible mechanism is electrostatic attraction. As shown in Fig. 8, the predominant Pb(II) species at pH 5 is Pb2+ [31]. As the pHpzc of M-HA/Cs is 4.8, the electrostatic attraction happens between the deprotonated surface groups and Pb2+. Secondly, the hydroxyl groups and amino groups have lone pairs of electrons for donation, and the Pb2+ has vacant orbitals that can accept electron pairs from donor atoms [32]. A lone pair of electrons in the nitrogen atom is donated to the covalent bond between N and Pb2+. In addition, Pb2+ attaches itself to two adjacent hydroxyl groups, forming four coordination number compounds and releasing two hydrogen ions into solution [33]. The third possible mechanism may be the interaction between surface groups and hydrated cations by the formation of hydrogen bonding [34-35].
Fig. 8 Distribution of Pb(II) species in solution as a function of pH computed by the program visual MINTEQ (C0=100 mg/L)
4 Conclusions
The M-HA/Cs composites are successfully synthesized and could be easily separated by magnetic separation from the medium after adsorption. The adsorption capacity of M-HA/Cs is 1.5 times higher after modified by HA. The optimum condition obtained from BBD analysis for Pb(II) adsorption is pH 4.98, initial Pb(II) concentration of 139.90 mg/L and temperature of 43.97°C. Pb(II) adsorption is influenced by the initial solution pH because pH significantly affects the metal ions speciation and the surface charge of adsorbents. Kinetic studies show that the pseudo- second-order and Elovich model are appropriate to describe the adsorption process. The results illustrated that Pb(II) adsorption is physicochemical process and the chemisorption is the rate-controlling mechanism. The maximum adsorption capacity of M-HA/Cs is 76.31 mg/g. The adsorption is Langmuir-type process and the equilibrium data fit well with Sips and Temkin isotherm models. Parameters from thermodynamic studies show that the adsorption of Pb(II) onto M-HA/Cs is a spontaneous and endothermic reaction. The hypothetical adsorption patterns of Pb(II) on M-HA/Cs may be due to the electrostatic attraction between the negative charged adsorbents surface and Pb(II) species, the ion exchange and the hydrogen boding. Consequently, the experimental results suggest that M-HA/Cs would have broad applications in the removal of Pb(II) ions from aqueous solution.
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(Edited by FANG Jing-hua)
Foundation item: Projects(41271332, 51478470) supported by the National Natural Science Foundation of China
Received date: 2015-08-27; Accepted date: 2015-11-11
Corresponding author: LIU Yun-guo, Professor, PhD; Tel: +86-731-88649208; E-mail: yunguoliu12@163.com