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Journal of Environmental Science and Technology

Year: 2011 | Volume: 4 | Issue: 5 | Page No.: 520-533
DOI: 10.3923/jest.2011.520.533
Comparative Study of the Removal of Cadmium from Aqueous Solution by using Low-cost Adsorbents
A. B. Dekhil, Y. Hannachi, A. Ghorbel and T. Boubaker

Abstract: The removal of Cd (II) from aqueous solution by different adsorbents was investigated. Grafted cellulosic fabrics with itaconic acid, green alga (Caulerpa racemosa), clarified sludge (a steel industry waste material), were used for the adsorption studies. The influence of pH, contact time, initial metal concentration, adsorbent nature and concentration on the selectivity and sensitivity of the removal process was investigated. The adsorption process was found to follow a first-order rate mechanism and rate constant was evaluated at 30°C. Langmuir and Freundlich adsorption isotherms fit well in the experimental data and their constants were evaluated. The thermodynamic studies showed that the adsorption was spontaneous and exothermic in nature. Results of the study showed that locally available materials such as green macroalga (Caulerpa racemosa), clarified sludge and grafted cellulosic fabrics can be used as efficient sorbents for cadmium ions removal, representing an effective and environmentally clean utilization of waste matter.

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How to cite this article
A. B. Dekhil, Y. Hannachi, A. Ghorbel and T. Boubaker, 2011. Comparative Study of the Removal of Cadmium from Aqueous Solution by using Low-cost Adsorbents. Journal of Environmental Science and Technology, 4: 520-533.

Keywords: grafted cellulosic fabrics, clarified sludge, langmuir isotherm, freundlich isotherm, gibbs free energy, first-order rate mechanism and Caulerpa racemosa

INTRODUCTION

Industrial wastewater effluents, bearing heavy metals, pose a serious problem for the environment. Cadmium (Cd) which is widely used and extremely toxic in relatively low dosages, is one of the principle heavy metals responsible for causing kidney damage, renal disorder, bone fraction and destruction of red blood cells (Drash, 1993). Because of the toxicity and bioaccumulation, Cd (II) is considered as a priority pollutant by the U S Environmental Protection Agency. The permissible limit for Cd (II) as described by WHO is 0.01 mg dm-3. The main anthropogenic pathway through which Cd (II) enters the water bodies is via wastes from industrial processes such as electroplating, plastic manufacturing, metallurgical processes and industries of pigments and Cd/Ni batteries (Cheremisinoff, 1995).

Therefore, cost-effective treatment technologies are needed to meet these requirements of recovery and/or removal of metal ions. During the last years, increasing attention has been focused on the separation, pre-concentration and/or determination of trace metal ions in the environment. This field of interest is becoming a real challenge due to the specificity, accuracy and sensitivity required by more and more stringent regulations (Van den Brandt et al., 2002; Papa et al., 2002). Conventional technologies for the removal of heavy metal such as chemical precipitation, adsorption, electrolysis, ion exchange and reverse osmosis are often neither effective nor economical (Jakobsen et al., 2004; Zheng et al., 2008; Brown et al., 2000; Osemeahon et al., 2008; Kandah, 2004; Terdkiatburana et al., 2008).

Among the physico-chemical treatment process adsorption is found to be highly effective, cheap and easy to adapt. Activated carbon in most cases has been used as an adsorbent for reclamation of municipal and industrial wastewater for almost last few decades (Ahn et al., 2009; Kadirvelu and Namasivayam, 2003). But the high cost of activated carbon has inspired the investigators especially in developing countries like Tunisia to search for suitable low-cost adsorbents.

As a result, recent research has focused on the development of cost effective alternatives using various natural sources and industrial wastes (Babel and Kurniawan, 2003; Kumar et al., 2009; Li et al., 2007). Industrial wastes are potential low-cost adsorbents for metal removal since some of them displayed high ion exchange capability. Pretreatment of adsorbent is also commonly used to increase the adsorption capacity of these materials. Several researches have been made significant contributions in this area, utilizing a number of materials including fly ash (Wang and Wu, 2006; Visa et al., 2010), sugar beat, rice bran, soybeans and cotton seed hulls (Mohammad et al., 2003; Sud et al., 2008; Dakiky et al., 2002), low-grade phosphate (Kandah, 2004), reactive polymers (Coskum et al., 2006), grafted cellulosic materials (Okieimen et al., 2005), natural zeolite (Lee and Moon, 2001), etc. The objective of the study was to investigate comparative adsorption characteristics for removal of Cd (II) from aqueous solution by the use of low-cost abundantly available nonconventional adsorbents like grafted cellulosic fabrics with itaconic acid, green alga and clarified sludge. The effects of pH, contact time, adsorbent dosage level and initial metal concentration on the adsorption capacity were studied. During the work program, adsorption kinetics, isotherm models and thermodynamic parameters were also investigated.

MATERIALS AND METHODS

Adsorbents used: The clarified sludge was collected from sludge thickener of Basic Oxygen Furnace of Steel Industry, Steel Authority of Russia Limited, Belgorod. The surface area was determined by BET method and was found to be 78.55 m2 g-1. The chemical composition of clarified sludge is presented in Table 1.

The green macroalga (Caulerpa racemosa) was harvested from the coasts in Monastir, Tunisia. The sun-dried biomass was ground to particles of size fraction 180-1100 μm. The biomass was extensively washed with deionised water to remove extraneous materials as well as release common ions (e.g., Na+ and Ca2+) present in seawater. The washed biomass was dried at 80°C overnight and stored in a dry cabinet.

Cellulose fabrics were supplied from National society of cellulose and paper Alfa (SNCPA), Kasserine, Tunisia. Itaconic acid (IA) was purified by twice crystallizing from distilled water m.p. 166°C. Potassium persulfate was used as initiator. The fabric was soaked in a detergent solution for 60 min, followed by extensive washing with tap water until free from any detergent. The clean fabric was then washed with distilled water, squeezed and allowed to dry in an air oven at 60°C and finally stored in a vacuum desiccator ready for use.

Table 1: Chemical composition of clarified sludge

Fig. 1: SEM micrographs of (a) clarified sludge (1000x) (b) green macroalga (Caulerpa racemosa) (400x) and (c) grafted cellulosic fabrics (700x)

The procedure of grafting Itaconic acid onto cellulose using potassium persulfate as oxidizing initiator was reported in the literature (Sabaa and Mokhtar, 2002).

The above adsorbents were examined by scanning electron microscopy (JSM-T220 scanning microscope). The micrographs of the adsorbents obtained from SEM study are shown in Fig. 1a-c Which shows that the adsorbents had an irregular and porous surface texture. The study was conducted between May 2009 and December 2010.

Reagents and equipments: The chemical analysis of clarified sludge was carried out by standard methods (Vogel, 1989).

Batch adsorption studies: Using the necessary adsorbents in a 250 mL stoppered conical flask containing 100 mL of test solution batch adsorption studies were carried out at the desired pH value, contact time and adsorbent dosage level. Different initial concentration of Cd (II) solutions was prepared by proper dilution from stock 1000 mg L-1 Cd (II). pH of the solution monitored by adding 0.1 M HCl and 0.1 M NaOH solution as per required pH value. Necessary amount of adsorbent material was then added and contents in the flask were shaken for the desired contact time in an electrically thermostated reciprocating shaker at 110 strokes at ambient temperature, i.e. 30±2°C. The time required for reaching the equilibrium condition estimated by drawing samples at regular intervals of time till equilibrium was reached. The contents of the flask were filtered through filter paper and the filtrate was analyzed for Cd (II) concentration using Ati Unicam (Model 929) atomic absorption spectrophotometer.

The percent removal of Cd (II) was calculated as follows:

(1)

where, Cinitial and Cfinal are the initial and final Cd (II) concentrations, respectively.

Adsorption experiments for the effect of pH were conducted by using a solution having 25 mg L-1 of Cd (II)concentration with an adsorbent dosage of 10 g L-1 and stirring the same for a contact time of 4 h. The effect of adsorbent dosage level on percent removal of metal was studied using Cd (II) concentration of 25 mg L-1 having pH adjusted to 5. Throughout the study, the contact time was varied from 15 to 300 min, the pH of the solution from 3 to 11, the initial cadmium concentration from 3 to 50 mg L-1 and the amount of adsorbent from 2.5 to 30 g L-1.

Adsorption kinetics: The kinetic parameters for the adsorption process were studies on the batch adsorption of 25 mg L-1 of Cd (II) at pH 5. The contact time was varied from 15 to 300 min and the percent removal of Cd (II) was monitored during the study. The data was fitted to Lagergren equation:

(2)

where, q is the amount of Cd (II) (mg g-1 of adsorbent) removed at time t (min), qe the amount of Cd (II) removed at equilibrium and Kad is the rate constant of adsorption (min-1) (Nyembe et al., 2010; Moazed, 2008).

Adsorption isotherms: The adsorption isotherms for the Cd (II) removed were studied using initial concentration of Cd (II) between 10 and 100 mg L-1 at an adsorbent dosage level of 10 g L-1.To find out the mechanistic parameters associated with cadmium adsorption, the results obtained by the adsorption experiments were analyzed by Langmuir and Freundlich models. According to Langmuir theory, it has been assumed that adsorption occurs at a specific homogenous site within adsorbent; each site is occupied only by an adsorbate molecule, all sites are equivalent and there are no interactions between adsorbate molecules. The linear form of Langmuir isotherm model can be represented by Eq. 3:

(3)

where, Ce is the equilibrium concentration of adsorbate (mg L-1), qe the amount adsorbed at equilibrium (mg g-1 adsorbent) and qmax (mg g-1) and b (L mg-1) are the Langmuir constant related to the adsorption capacity and energy of adsorption, respectively (Koffi et al., 2010).

Concerning the Freundlich equation, its empirical form is applicable to monolayer adsorption (Van der Waals adsorption) and multilayer adsorption (chemisorptions). In this model, lateral interaction between the adsorbed molecules and energetic surface heterogeneity are taken into account. The linear form of the Freundlich adsorption isotherm can be defined by the following equation:

(4)

where, qe is the amount of adsorbate adsorbed per unit weight (mg g-1 of adsorbent), Ce the equilibrium concentration (mg L-1) of the adsorbate and Kf is the Freundlich constant (Ahmed et al., 2010; Zuhairi et al., 2007).

Thermodynamic parameters: The thermodynamic equilibrium constant (K) for each system was obtained at 30±2°C by calculating the apparent equilibrium constant K’C at different initial concentration of Cd (II) and extrapolating to zero.

(5)

where, Ca is the concentration of Cd (II)on the adsorbent at equilibrium in mg L-1 and Ce is the equilibrium concentration of Cd (II) in solution in mg L-1.

The Gibbs free energy (ΔG0) for the adsorption process was obtained at 30±2°C using the formula:

(6)

where, R is the ideal gas constant (8.314 J mol-1 K-1) and T is the temperature in K.

RESULTS AND DISCUSSION

Effect of pH: Experiments concerning the effect of pH on the adsorption were carried out with the range of pH not influenced by the metal precipitation (as metal hydroxide).

The uptake of Cd (II) as a function of hydrogen ion concentration was examined over a pH range of 2-8 and shown in Fig. 2. Maximum Cd (II) removal was obtained in the pH range of 5-7. For brown macroalga with an initial concentration of 25 mg L-1 of Cd (II), maximum 96.8% removal was obtain at a pH value of 5. For clarified sludge, optimum pH for adsorption of Cd (II) as found to be 5. In case of grafted cellulosic fabrics also, maximum sorption of Cd (II) from aqueous solution occurred at a pH value around 5. Hence, pH 5 was considered to be the optimum pH for further studies. The effect of pH can be explained considering the surface charge on the adsorbent material. At low pH, due to high positive charge density due to protons on the surface sites, electrostatic repulsion will be high during uptake of metal ions resulting in lower removal efficiency.

Fig. 2: Effect of pH on the adsorption of Cd (II) by selected adsorbents, initial Cd (II) concentration 25 ppm, adsorbent dosage 10 g L-1, contact time 4 h and temperature 30°C

Fig. 3: Effect of initial concentration on the adsorption of Cd (II) by selected adsorbents: pH 5, adsorbent concentration 10 g L-1, contact time 4 h and temperature 30°C

With increasing pH, electrostatic repulsion decreases due to reduction of positive charge density on the sorption sites thus resulting in an enhancement of metal adsorption. The above fact related to the effect of pH on adsorption also supported by several earlier workers (Kandah, 2004; Aklil et al., 2004). At higher pH values OH ions compete for Cd (II) with the active sites on the surface of the adsorbents (Kalyani et al., 2003).

Effect of initial Cd (II) concentration: The efficiency of Cd (II) removal is affected by the initial metal ion concentration, with decreasing removal percentages as concentration increases from 3 to 50 mg L-1 at constant pH of 5 (Fig. 3). Adsorbent dosage level maintained at 10 g L-1 for all the adsorbents considered for study. This effect can be explained as follows: at low metal ion/adsorbent ratios, metal ion adsorption involves higher energy sites. As the metal ion/adsorbent ratio increases, the higher energy sites are saturated and adsorption begins on lower energy sites, resulting in decreases in the adsorption efficiency (Zouboulis et al., 2002).

Fig. 4: Effect of adsorbent concentration on adsorption of Cd (II) by selected adsorbents: pH 5, initial Cd (II) concentration 25 ppm, contact time 4 h and temperature 30°C

Effect of adsorbent type and concentration: The effect of adsorbent type and its concentration is depicted in Fig. 4. The selected adsorbents were used at concentration ranging from 2.5 to 30 g L-1 in a batch adsorption technique.

In each case increase in adsorbent concentration resulted in an increase in percent removal of Cd (II). After certain adsorbent dosage the removal efficiency is not increased so significantly (less than 8%). At 5 g L-1 of adsorbent dosage level the removal of Cd (II) was found to be between 94.6% (green macroalga) and 82.3% (grafted cellulosic fabrics). At 10 g L-1 of green macroalga the removal of Cd (II) from solution was found to be 98.7%. In case of clarified sludge, Cd (II) removal efficiency of 95.8% was achieved at an adsorbent dosage level of 10 g L-1 and for grafted cellulosic fabrics under same condition the removal efficiency was 89.7%. It is evident that for all the adsorbents maximum removal efficiency was achieved at an adsorbent dosage level of 10 g L-1. Therefore, the following experiments were carried out at adsorbent concentration of 10 g L-1. The variation in sorption capacities between the various adsorbents could be related to the type and concentration of surface group responsible for adsorption of metal ions from solution (Dakiky et al., 2002). With increasing adsorbent dosage more surface area is available for adsorption due to increase in active sites on the adsorbent. It is known that algal cell walls are often porous and allow the free passage of molecules and ions in aqueous solutions (Davis et al., 2000). In addition, the constituents of the cell wall provide an array of ligands with a mosaic of functional groups capable of binding various metallic ions. This may explain the superior adsorption performance of green alga in comparison to other selected adsorbents.

Adsorption Cd (II) by clarified sludge may be attributed due to the combined effect of silica, metal oxides and carbon present in it as major constituents. In the case of grafted cellulosic fabrics the removal of cadmium ions can be explained in terms of the carboxylic groups on the grafts which provide additional binding sites for the metals ions. Besides, interpositioning of the grafts on the cellulosic substrate is associated with enhanced swelling in the metal ion solution and this should lead to increase in the levels of metal ion uptake .The availability of a particular functional group or binding site does not necessarily guarantee its accessibility as a sorption site for a metal ion, due to steric, conformational or other types of barriers (Dakiky et al., 2002).

Fig. 5: Effect of contact time on the adsorption of Cd (II) by selected adsorbents: initial Cd (II) concentration 25 ppm, adsorbent dosage 10 g L-1, pH 5 and temperature 30°C

Fig. 6: Lagergren plot for the adsorption of Cd (II) by selected adsorbents: pH 5, initial concentration 25 mg L-1, adsorbent dosage 10 g L-1 and temperature 30°C

Effect of contact time and adsorption rate kinetics mechanism: The study of adsorption kinetics describes the solute uptake rate and evidently these rate controls the residence time of adsorbate uptake at the solid-solution interface including the diffusion process. The mechanism of adsorption depends on the physical and chemical characteristics of the adsorbent as well as on the mass transfer process. The experimental runs measuring the effect of contact time on the batch adsorption of 25 mg L-1 Cd (II) at 30°C and at initial pH value 5 is shown in Fig. 5. It is obvious that increase in contact time from 0.5 to 2.0 h enhanced the percent removal of Cd (II) significantly (more than 10%). The initial rapid adsorption gives away a very slow approach to equilibrium. The nature of adsorbent and its available sorption sites affected the time needed to reach the equilibrium. For green macroalga this time is 1 h. In case of clarified sludge, time needed to reach the equilibrium is 3 h. For grafted cellulosic fabrics, a contact time of 4 h is needed for equilibrium to be established. All the other experiments on the physical properties of adsorption are conducted after 4 h of contact time.

The kinetics of Cd (II) adsorption was studies from the time versus % removal curves. The rate kinetics of Cd (II) adsorption on the green macroalga as well as on the other adsorbents observed to follow the first-order rate law derived by Lagergren Eq. 2. Figure 6 shows the Lagergren plot of log(qe-q) versus time (min) for all adsorbents.

Table 2: Lagergren rate constants for adsorption of Cd (II) on different adsorbents

Table 3: Langmuir adsorption isotherm constants for Cd (II) on different adsorbents

The linearity of these plots indicates that a first-order mechanism is indeed follow in this process. The rate constants (Kad) for each system were calculated from the linear least square method and are given in Table 2 along with the correlation coefficient (r2).

It is clear from these results that the correlation coefficient r2 was highest for green macroalga (0.9958) followed by clarified sludge (0.9922) and grafted cellulosic fabrics (0.9875) .Therefore, it can be concluded that the kinetics of the Cd (II) adsorption on the different adsorbents was found to follow a first-order rate mechanism.

It is pertinent to mention that pH of the solution does not change significantly during the adsorption process.

The adsorption isotherms: The relation between the initial concentration of Cd (II) and its percentage removal from solution was studied for all adsorbents included in the study. The initial concentrations of Cd (II) studied were 10, 25, 40, 50, 80 and 100 mg L-1 at an adsorbent concentration of 10 g L-1. The adsorption equilibrium data are conveniently represented by adsorption isotherms which correspond to the relationship between the mass of the solute adsorbed per unit mass of adsorbent qe and the solute concentration for the solution at equilibrium Ce. The equilibrium data for Cd (II) adsorption on different adsorbents were fitted to Langmuir equation (Eq. 3), applied to equilibrium adsorption assuming mono-layer adsorption onto a surface with a finite number of identical sites, an equilibrium model able to identify chemical mechanism involved. Linear plots of Ce/qe versus Ce (Fig. 7) were employed to determine the value of qmax (mg g-1) and b (L mg-1).

The data obtained with the correlation coefficients (r2) was listed in Table 3. The Langmuir constants qmax and b are related to the adsorption capacity (amount of adsorbate adsorbed per unit mass of the adsorbent to complete monolayer coverage) and energy of adsorption, respectively.

The value of adsorption capacity qmax (maximum uptake) is highest (15.53 mg g-1) for green macroalga. Grafted cellulosic fabrics shows the lowest value of adsorption capacity qmax (13.69 mg g-1). However, the isotherm parameters, together with the correlation coefficients, of the Langmuir equation for the adsorption of Cd (II) on different adsorbents show that the Langmuir equation gives a good fit to the adsorption isotherm.

The essential characteristics of the Langmuir isotherm may be expressed in terms of a dimensionless constant separation factor or equilibrium parameter, RL which is defined as:

(7)

Fig. 7: Langmuir plot for the adsorption of Cd (II) by selected adsorbents: pH 5, adsorbent dosage 10 g L-1, contact time 4 h and temperature 30°C

Table 4: Separation factor or equilibrium parameter RL for adsorption of Cd (II) on different adsorbents

where, b is the Langmuir constant and C0 is the initial concentration of Cd (II). The RL value indicates the shape of the isotherm as follows:

RL value : Type of isotherm
RL>1 : Unfavorable
RL = 1 : Linear
0<RL<1 : Favorable
RL = 0 : Irreversible

According to McKay RL values between 0 and 1 indicate favorable adsorption. The RL value for the adsorption of Cd (II) on different adsorbents at initial concentration of 10 mg L-1 (lowest concentration studied) and 100 mg L-1 (highest concentration studied) are listed in Table 4. The data obtained represent a favorable adsorption for all the adsorbents under study.

The Freundlich isotherm constants Kf and n are constants incorporating all factors affecting the adsorption process such as of adsorption capacity and intensity of adsorption. The constants Kf and n were calculated from Eq. 4 and Freundlich plots (Fig. 8).

The amount of absorbent required to reduce any initial concentration to predetermined final concentration can be calculated. The values for Freundlich constants and correlation coefficients (r2) for the different adsorbents used during the study are also presented in Table 5.

The adsorption capacity Kf was highest for green macroalga (3.16), followed by clarified sludge (2.44) and grafted cellulosic fabrics (1.34). The values of n which reflect the intensity of adsorption, also presented the same trend.

Fig. 8: Freundlich plot for the adsorption of Cd (II) by selected adsorbents: pH 5, adsorbent dosage 10 g L-1, contact time 4 h and temperature 30°C

Table 5: Freundlich adsorption isotherm constants for Cd (II) on different adsorbents

Table 6: Thermodynamic equilibrium constant (K) and Gibbs free energy (ΔG0) at 30±2°C for adsorption of Cd (II) on different adsorbents

The n values (in range of 1.410-1.426) obtained for all the three adsorbents considered for study represent a beneficial adsorption. However, the r2 values were found to be 0.9964 for the cadmium- green macroalga system, 0.9945 for the cadmium-clarified sludge and 0.9923 for the cadmium-grafted cellulosic fabrics. Therefore, it can be concluded that adsorption was also fitted well the Freundlich model.

Thermodynamics for adsorption: The process of Cd (II) adsorption can be summarized by the following reversible process which represents a heterogeneous equilibrium:

(8)

The thermodynamic equilibrium constant K obtained from calculating the apparent equilibrium constant K’C at different initial concentrations of Cd (II) and extrapolating to zero. The Gibbs free energy for the adsorption process was obtained at 30°C using Eq. 6 (Table 6).

The Gibbs free energy indicates the degree of spontaneity of the adsorption process, where more negative values reflect a more energetically favorable adsorption process. The Gibbs free energy change values were obtained as -9.713, -8.964 and -6.912 kJ moL-1 which correspond, respectively to green macroalga, clarified sludge and grafted cellulosic fabrics. The negative ΔG0 values indicated the feasibility of these adsorbents and spontaneity of the adsorption.

Table 7: Comparison of adsorption capacities of the adsorbents for the removal of Cd (II) with those of other adsorbents

Comparison of Cd(II) removal with different adsorbents reported in study: The adsorption capacities of the adsorbents for the removal of Cd (II) have been compared with those of other adsorbents reported in literature and the values of adsorption capacities have been presented in Table 7. The values are reported in the form of monolayer adsorption capacity.

The experimental data of the present investigations are comparable with the reported values in some cases. The adsorption capacity varies and it depends on the characteristics of the individual adsorbent, the extent of surface/surface modification and the initial concentration of the adsorbate. However, the present experiments are conducted to find the technical applicability of the low-cost adsorbents to treat Cd (II).

CONCLUSIONS

This study showed that locally available materials such as green macroalga (Caulerpa racemosa), clarified sludge and grafted cellulosic fabrics can be used as efficient sorbents for cadmium ions removal, representing an effective and environmentally clean utilization of waste matter.

The pH experiments revealed that the governing factors affecting the adsorption characteristics of all adsorbents are competition of the H+ ions with Cd (II) ions at low pH values, maximum adsorption at pH 5 and at higher pH precipitation of cadmium hydroxyl species onto the adsorbents (pH 6-11). Increase in mass of adsorbent leads to increase in Cd (II) adsorption due to increase in number of adsorption sites. Maximum uptake of Cd (II) obtained at adsorbent dose of 10 g L-1 for all the adsorbents. The kinetics of the Cd (II) adsorption on the different adsorbents was found to follow a first-order rate mechanism.

Adsorption was fitted well both Langmuir and Freundlich models. The highest monolayer adsorption capacity was obtained 15.53 mg g-1 for green macroalga and lowest for grafted cellulosic fabrics 13.69 mg g-1 at optimum pH 5.0. Thermodynamic calculations showed that the Cd (II) adsorption was spontaneous in nature. The range of Gibbs free energy values ΔG0 varies from -9.713 kJ moL-1 for green macroalga to -6.912 kJ moL-1 for grafted cellulosic fabrics. The best adsorbent for the Cd (II) removal is the green macroalga. The optimum conditions were pH 5, adsorbent dosage level 10 g L-1, equilibrium contact time 1 h. More studies are needed to optimize the system from the regeneration point of view, to investigate the economic aspects and to confirm the applicability of this new sorbent under real conditions, such as in the industrial effluent treatment.

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