1. Introduction
Heavy metals are known to be among the priority environmental pollutants [
1,
2]. The treatment of wastewater polluted by heavy metals is an important action to reduce the negative impacts of industrial wastes on water bodies. Wastewater treatment is also essential for the safety and quality management of drinking water. It should be noted that lead is one of the most toxic elements, and it is poisonous to living organisms at certain concentrations [
3]. It usually occurs along with zinc in lead–zinc mine water and the wastewater of many industries, such as electroplating, textile mills, and manufacturing of metals, paints, viscose fibers, and chemicals [
4].
Currently, the most common method of removing lead and zinc ions from wastewater is chemical precipitation [
5]. This process is simple, but it depends on factors such as the temperature, the presence of impurities in the solution (which impede the ion precipitation), and concentrations of metal ions. These toxic metals have very low threshold limit values (TLV) (0.05 mg·L
−1 for Pb
2+ and 2 mg·L
−1 for Zn
2+). This means that the process of chemical precipitation does not allow achieving acceptable levels of pollutants for safe discharge of wastewaters into nature. Moreover, chemical precipitation results in the formation of large volumes of sludge, as secondary waste, which, in turn, requires recycling. Using membrane processes for heavy metal removal gives better and more reliable results regarding water purification efficiency. However, the short membrane lifetime and fouling are severe drawbacks for this method [
6,
7]. The main disadvantage of electrochemical methods is the high power consumption [
8].
Recently, sorption methods (adsorption and ion exchange) were widely used for natural water and wastewater treatment [
9]. These methods are well-controlled processes, and they effectively remove many different types of impurities, regardless of their chemical resistance.
Studies carried out in the last few years showed that more than 70 natural and synthetic sorbents can be used to remove contaminants from aquatic environments [
10]. However, when using mineral sorbents, it is not always possible to achieve reproducible results due to the unstable chemical composition and particle sizes of such materials. On the contrary, synthetic sorbents give more reliable results in wastewater treatment. They also have longer lifetimes due to their capability to reuse.
Among inorganic ion-exchangers, titanium phosphates (TiPs) represent a promising candidate for application in the field of wastewater treatment [
11,
12]. They have a wide range of valuable purification applications, especially in the processing of radioactive effluents and wastewater treatment [
13,
14,
15]. Acidic titanium phosphates containing dihydrogen phosphate groups (TiHP) are of principal interest. Due to the presence of –H
2PO
42− groups forming strong acid sites, the titanium phosphates can be used at low pH values. Although ion-exchangers based on titanium phosphates are numerous, there are several compounds containing only dihydrogen phosphate groups: Ti
2O
3(H
2PO
4)·2H
2O [
16] and TiO(OH)(H
2PO
4)·2H
2O [
17,
18]. Typically, TiHPs are synthesized either by precipitating from titanium(IV) salt solutions or through the treatment of titanium dioxide with the orthophosphoric acid. The synthesis of these materials is rather complicated; it is a long, multistep process requiring rigid synthesis conditions, high reagent consumption, elevated temperatures, autoclave equipment, and organic templates.
The wastewater treatment technique should not be costly; thus, the prices of sorbents play a major role. From this point of view, a new simpler method of TiHP production is definitely welcome. This work focuses on the applications of a low-cost titanium(IV) phosphate sorbent, which was synthesized via a novel minimalistic approach using a new crystalline precursor, (NH
4)
2TiO(SO
4)
2·H
2O (ATS) [
19]. This salt can be produced as a by-product from different titanium-containing ores. In our study, ATS was obtained according to the procedure by Gerasimova et al. [
20] from mineral titanite (CaTiSiO
5), which is an unprocessed industrial waste of apatite–nepheline ore processing. In contrast to the current solution-based preparations, the interaction between the crystalline titanium salt and phosphoric acid provides easy fabrication of the ion-exchanger, TiO(OH)H
2PO
4·2H
2O, with acid –H
2PO
42− functional groups. Application of crystalline ATS as a titanium source made it possible to significantly diminish the number of synthesis stages and effluents, use a stoichiometric amount of dilute phosphoric acid, and obtain titanium phosphate of required structural type via an environmentally friendly technique.
When using the sorption process in practice, the kinetic features of the sorbent should be taken into account to determine the degree of purification as a function of the contact time between liquid and solid phases. Knowledge of the rate-controlling stage is a critical factor for selecting optimum operating conditions for the full-scale process, and it gives important information for designing the sorption process.
Commonly, the sorption kinetics depends on the initial concentration of solutes, particle size, and textural properties of a sorbent which determine the sizes of the solvated ions that may enter the sorbent matrix [
21]. A literature review shows that the mass transfer stages, especially external diffusion, are not considered thoroughly when the kinetic properties of titanium phosphates are studied. The authors’ attention is usually focused on the study of the fourth stage (sorption) using pseudo-first- or pseudo-second-order reactions models [
13,
22,
23]. At the same time, diffusion can also have a significant effect on the overall rate of the sorption process. Knowing the stage which inhibits mass transfer is necessary for selecting the optimal conditions of the sorption process, for example, hydrodynamic parameters, sorbent granule size, temperature, etc.
The objective of the work was to study the ability of the new TiP for the removal of lead and zinc ions from aqueous solutions. To evaluate the sorption properties of the new titanium phosphate, it was important to compare the sorption kinetics of ions with different crystal radius for understanding the role of ion-hydration effects in the sorption specificity. The influence of the adsorbed ion hydration on sorption is given extremely insufficient attention.
Therefore, this work focuses on the study of sorption kinetics of lead and zinc ions on titanium phosphate, including external and internal mass transfer, as well as chemical adsorption. The effect of the solute concentration and the temperature of the solution on the sorption kinetics was shown. For the first time, ion-exchange reaction rates at the external diffusion stage, activation energy, and effective diffusion coefficients were calculated. To understand the mechanism of the sorption kinetics, the radius and dehydration degree of the adsorbed ions, and also the activation energy were calculated. Thus, it is shown that the calculation of the dehydration degree of adsorbed ions allows predicting their kinetic behavior and sorption ability. The obtained results were confirmed by testing the sorbent on simulated mine water, contaminated with toxic metal ions.
3. Discussion
There are five stages of ion exchange during which the solute is adsorbed. For the process to begin, the solute must be delivered to the sorbent surface from the solution. This stage (the first one) depends on the value of the solute diffusion coefficient (D, cm
2·s
−1) in the external solution. The next stage involves overcoming the interface solution (thin liquid film on the surface of the sorbent particles), and the solute transition through this film to the solid surface. The third stage is the diffusion of the solute in the pores and/or along the pore walls. This stage depends on the properties of the solute (size, charge value, hydratability) and the properties of the sorbent (degree of the ionization of functional groups, pore size, etc.). The fourth stage relates to the ion-exchange process. Then, it takes some time to remove the displaced ion from the solid phase. In other words, it takes some time to diffuse the counter-ion into the external solution through a liquid film of the sorbent surface (fifth stage). From the given series of the sorption process, the ion-exchange reaction rate is determined by the slowest stage [
21].
Investigation of the ion-exchange kinetics is of great importance because it develops an understanding of the controlling reaction step and the sorption mechanisms.
As can be seen from
Figure 7 and
Figure 8, the initial concentration of the solute affected the sorption equilibrium. For the 1 mM solution, the adsorption equilibrium was reached for 5–15 min depending on the solution temperature. The large difference in concentration between the active surface sites and the solutes in the boundary layer provided fast sorption kinetics. For the 10 mM solution, when the solute concentration was higher than the sorption capacity of TiP, no significant increase in adsorption was observed after 30 min for zinc and after 180 min for lead ions. The adsorption capacity of the sorbent was increased dramatically at the beginning of the process, and metal uptake on the sorbent was estimated to be 80–90%. Jia et al. [
22] found that the kinetics of lead and zinc ions on powder TiP reached equilibrium within 1 h at the initial concentration of the target ions of 0.5 mM·L
−1. For a granulated material, a contact time of 300 min is required to achieve the sorption equilibrium. The obtained sorption capacity (2.07 mmol·g
−1 for lead ions and 1.2 mmol·g
−1 for zinc) was higher compared with known TiP values. Clearfield et al. found that titanium phosphate with –HPO
42− and –H
2PO
4− groups exhibits a sorption capacity toward lead and zinc ions up to 1.2 mmol·g
−1 and 0.3 mmol·g
−1, respectively [
29]. For amorphous titanium phosphate with a general formula of Ti(HPO
4)
2·H
2O, the sorption capacity was found to be 1.4 mmol·g
−1 for Pb
2+ and 0.52 mmol·g
−1 for Zn
2+ ions [
30].
The difference between the sorption capacities of zinc and lead ions relates to the difference in the size of their hydrated shells. The crystal ionic radius of Pb
2+ (126 pm) is greater than that of Zn
2+ (80 pm) [
31]; thus, conversely, the radius of hydrated shells of Pb
2+ is smaller.
To calculate the effective radius of the adsorbed ion (
rs), the size of the available site of solid (
S) is estimated. For the calculation of
S, we assume that the entire surface is available for the sorption of ions,
where
SBET is the surface area determined by the Brunauer-Emmett-Teller (BET) method,
q is the maximum monolayer coverage capacity (mmol·g
−1) determined from the Langmuir isotherm, and
Na is Avogadro’s constant.
The effective radius of the adsorbed ion proposed was calculated as follows:
Stokes radius was calculated according to the following equation:
where
z is the charge of the metal ion,
F is the Faraday constant,
η is the viscosity of water at 25 °C, and
λ° is equivalent conductivity of ion in an aqueous solution at 25 °C.
The calculated values of the Stokes radius were 262 pm and 346 pm, and the effective radii of adsorbed ions were 156 pm and 209 pm for Pb2+ and Zn2+ ion, respectively. The greater effective radius of Zn2+ ion caused a lower sorption capacity compared to Pb2+ ion due to the fact that the adsorbed Zn2+ ions occupied a larger area on the surface of the sorbent.
The effective radii of the adsorbed ions were smaller than their Stokes radii and larger than their crystal ionic radii.
It is obvious that the sorption of the ions was accompanied by dehydration of their shells. The dehydration degree (
α, %) of adsorbed ions can be estimated as follows:
where
raq is the Stokes radius,
rcr is the crystal ionic radius, and
rs is the radius of adsorbed ion.
The calculated values of the shell dehydration degree at 25 °C were 88.7% and 78.9% for Pb2+ and Zn2+ ions, respectively. The experimental data showed that a higher degree of dehydration of lead ions corresponded to slower kinetics.
The film and intraparticle diffusion kinetics plots for the lead and zinc sorption on titanium phosphate showed that the graphs were represented as straight lines that did not intercept the origin, indicating that more than one step took place in the adsorption processes. The obtained results could be attributed to the sorption stages of the external and internal surfaces and intraparticle diffusion. An increase in the temperature of the solution led to an increase in the external diffusion rate. The close values of the rate constants and the similar energy consumption for Pb2+ and Zn2+ indicated that there was no significant effect of the size of the ions on the diffusion at this stage for the 1 mM solution.
The reduced values of the internal diffusion rate for the concentrated solution (10 mM) could have been caused by a sharp increase in the ions flow through the film. This, in turn, caused steric or electrostatic hindrances for hydrated ions which were to be adsorbed. The steric hindrances for Zn2+ were greater than those for Pb2+ due to the greater hydrated shell of zinc. This was confirmed by the slower external diffusion rate for Zn2+ compared to Pb2+. The values of the activation energy at this stage for the 10 mM solution were higher compared to those for the 1 mM solution.
To assess the difficulty of ion mass transfer in the pores, the values of the self-diffusion coefficients of Pb
2+ and Zn
2+ions in the water at 25 °C were calculated according to the following formula [
32]:
where
R is the gas constant,
T is the temperature (K),
λ is the limiting electrical conductivity of the solute,
F is Faraday’s number, and
z is the charge of the ion.
The calculated self-diffusion coefficients for lead and zinc were 9.3 × 10
−10 and 7.13 × 10
−10 m
2∙s
−1, respectively. These values compared to those for the effective diffusion coefficients (
Table 4) confirmed that pore diffusion resistance took place for the lead and zinc sorption.
The values of the activation energy were found to be 32.62 (
R2 = 0.981) and 12.11 kJ·mol
−1 (
R2 = 0.993) for lead and zinc, respectively. Values of the activation energy below 80 kJ·mol
−1 are quite typical for the diffusion of ions in sorbent pores [
33]. It should be noted that the calculated B and
Di values for Zn
2+ were higher than those for Pb
2+. We expected that the diffusion rate would be higher for Pb
2+ due to its smaller hydrated shell. The obtained results could be explained both by a stronger ion–ion interaction in the pore volume and by the affinity of Pb
2+ to titanium phosphate compared to Zn
2+. The strong interaction between lead and the sorbent surface impeded the diffusion of the ions in the pore volume. These interactions could cause higher values of the activation energies for lead than for zinc.
To describe the sorption kinetics taking into account the chemical interaction, the pseudo-first-order, pseudo-second-order, and Elovich models were applied.
The pseudo-first-order equation properly describes the sorption characteristics if film diffusion has a marked effect on the process. The pseudo-second-order equation allows taking into account the sorbate–sorbent interactions, as well as the intermolecular interactions of adsorbed species. According to the Elovich model, the process is chemical adsorption on an energetically heterogeneous surface, and both sorption and desorption processes influence the kinetics of the solute uptake. It should be noted that desorption processes have a considerable impact when approaching the equilibrium.
For all studied ions, better results were obtained by using the pseudo-second-order model. The calculated values of
qe coincided with the values of
qexp. For the 1 mM solution, the calculated value of
k2 was in good agreement with the value of
k2 obtained by Trublet [
26]. The high
k2 values explained the rapid (within the first minutes) almost complete sorption of Pb
2+ and Zn
2+ ions. The calculated values of the activation energy and high values of the rate constant indicated a free exchange of ions and low energy consumption on the partial dehydration of the sorbed ion. The lower
k2 values for Zn
2+ may have been due to its larger hydration shell, which prevented the sorbed ion from interacting with the sorbent surface. The obtained results verified that the radius of the ion and the size of its hydrated shell affect the sorption process. For the 10 mM solution, a sharp decrease in the values of the rate constants compared to the values obtained for the 1 mmol·L
−1 solution could have been due to the strong influence of the sorbate–sorbate interaction on the surface of titanium phosphate, with a high loading degree of the sorbent with metal ions. The effect of this interaction was greater for lead sorption.
It should be noted that, with a small sorbent loading (sorption in the 1 mM solution), when the interaction between sorbed metal ions did not have a significant effect on the sorption process, the values of the diffusion rate constant and the constant of the metal ion interaction with the sorbent, according to the pseudo-second-order reaction, were large (
Table 5). These values became significantly lower when sorption took place in the more concentrated solution (10 mM) (
Table 6). In this case, sorption was accompanied by a high sorbent loading, approaching the maximum sorption capacity. A strong decrease in the values of the diffusion rate and pseudo-second-order reaction constants was caused by an increase in interferences during mass transfer in the pores, as well as during the interaction between the sorbate and sorbent. It is obvious that diffusion had a significant effect on the overall rate of the sorption process.
The obtained value of
k2 (0.0015 g·mg
−1·min
−1) for lead was much greater than that obtained by Kapnisti et al. [
23] for titanium phosphate with Ti
2O
3(H
2PO
4)
2 composition (0.000227g·mg
−1·min
−1). This difference may be due to a lower initial lead concentration in the solution, as well as better pore characteristics of the synthesized sorbent (0.05 cm
3/g for Ti
2O
3(H
2PO
4)
2 and 0.26 cm
3/g for the studied sorbent).
For the Elovich model, the initial sorption rate constant of lead ions α was much higher than the desorption constant β, which confirmed a high affinity of Pb2+ to this sorbent. These constants were comparable for Zn2+ ions.
The selectivity of TiP toward lead ions was confirmed using real mine water purification (
Table 7). Neutralization of acidic lead–zinc mine water is currently used before discharging the water into open-water bodies. Traditionally, calcium hydroxide or calcium carbonate is applied for this purpose. When neutralizing the solution to a pH of 6–7, toxic metals remain in the wastewater as a hydrolyzed species (see
Figure A4,
Appendix A). This leads to the pollution of water bodies. A further increase in pH to 8.5–9 results in the precipitation of metal cations as hydroxides; however, even in this case, the residual zinc and lead concentrations are 5–10 mg·g
−1, which is higher than the TLV. The investigation shows that the removal efficiency of lead and zinc ions was more than 99.9% and did not depend on the chosen pH range of the solution. Titanium phosphate demonstrated high selectivity toward the studied metal ions, and there was no competitive effect of the other cations observed. The distribution coefficients
Kd for Pb
2+ and Zn
2+ ions were found to be 10
5 in the presence of Ca
2+ ions. The residual concentration of toxic metals in the solution did not exceed 0.01 mg·L
−1, i.e., lower than the TLV.
The high chemical affinity of studied metal ions to phosphate groups makes the basis for the application of titanium phosphate as a promising material for immobilization of lead and zinc spices into the phosphate matrix.
4. Materials and Methods
4.1. Synthesis of Titanium Phosphate
Titanium salt, (NH
4)
2TiO(SO
4)
2·H
2O, was used to synthesize titanium phosphate. Firstly, 50 g of salt was gradually added to a 30% H
3PO
4 solution so that the molar ratio was TiO
2:P
2O
5 = 1:1.5 according to the synthesis procedure by Maslova [
19]. The suspension was further stirred for 4 h at 60 °C and then filtered. To remove the ammonium cations, which are represented as ammonium phosphate groups in titanium phosphate, the obtained precipitate was firstly washed with 0.1 N HCl and then with deionized water. The resulting solid was dried at 60 °C.
4.2. Characterization Techniques
Elemental analyses were carried out by dissolving the sorbent in a mixture of HF, HNO3, and HCl, and the solutions were analyzed by direct-current plasma emission spectroscopy using a Shimadzu ICPE-9000 spectrometer (Shimadzu Corporation, Tokio, Japan). The 31P-MAS NMR spectra were obtained on a Bruker Avance III 400 MHz spectrometer (Bruker AG, Zurich, Switzerland). All data were reported with chemical shifts related to H3PO4 at 0 ppm, which was used to investigate the samples. The thermogravimetric (TG/DTG) and differential scanning calorimetric (DSC) data of the sample were collected using a thermogravimetric analyzer Netzsch STA 409 PC/PG (NETZSCH-Geratebau GmbH, Selb, Germany) under argon atmosphere. Powder XRD data were obtained on a Shimadzu D6000 (Shimadzu Corporation, Tokio, Japan) diffractometer with monochrome CuKα radiation (λ = 1.5418 Å). The surface area of the samples was determined by low-temperature nitrogen adsorption, using a surface analyzer Tristar 320 (Micromeritics Company, Norcross, Georgia, USA). The pore size distribution was calculated using the BJH method. The concentration of heavy metals in the filtrates from all sorption experiments was determined by atomic adsorption on an AAS 300 Perkin-Elmer (PerkinElmer Inc., Waltham, Massachusetts, USA) spectrometer. The sieve size analysis was carried out to estimate the average size of sorbent particles. A fraction of 0.1 mm particle size was selected for the study.
Deionized water was used in all experiments. H3PO4, HCl, NaOH, and the metal salts (Pb(NO3)2, Zn(NO3)2·6H2O, and Na2CO3) were purchased from Neva-Reaktiv (Saint-Petersburg, Russia). All chemicals were of analytical reagent grade and were used without further purification.
4.3. Chemical Stability Test
The chemical stability test was carried out in batch experiments in ambient conditions. Firstly, 1 g of titanium phosphate was mixed with 50 mL of solution, and the suspension was kept in closed vessels under constant stirring for 10 days. The pH of the solutions was adjusted by adding 1 M HCl or NaOH. The Ti and P amounts in the filtrates were determined by inductively coupled plasma atomic emission spectrometry (ICP-AES), and the degree of titanium and phosphorus leaching from the solid into aqueous solutions (
S, %) was calculated using the following expression:
where
C is the equilibrium concentration of Ti or P in the solution after 10 days (mg·L
−1),
V is the solution volume (L),
m is the mass of the sorbent (mg), and
M is the molar mass of the sorbent (mg·mmol
−1).
4.4. Sorption Experiment and Conditions
All solutions were prepared by dissolving initial salts in deionized water. The concentration range for the sorption experiments was selected based on the solubility of the sorbate and the composition of the formed complexes. It is well known that heavy metal cations show a strong tendency to hydrolysis, with the formation of insoluble hydroxides. Therefore, for the correct analysis of the adequacy of the experimental data obtained for the considered sorption models, it was important to select conditions under which the sorbate was soluble and existed in solution in one dominant form.
The concentrations of solute can affect the sorption kinetics; thus, 1 and 10 mmol∙L
−1 solutions were selected for the sorption experiments. The selection of these experimental conditions was based on the distribution of the complexes of lead(II) and zinc(II) formed depending on the pH of the solution [
32] (
Figure A4,
Appendix A). According to the diagram obtained, Pb
2+ ions were present in the solution as the dominant form of lead(II) at pH < 5. Zn
2+ ions were present as the dominant form of Zn(II) in the solution at pH < 7.
At the concentrations of Pb(II) and Zn(II) of 1 mmol∙L−1, the pH values of the solutions were 4.6 and 6.3, respectively. At the concentrations of Pb(II) and Zn(II) of 10 mmol∙L−1, the pH values were 4.1 and 5.8, respectively. At these pH values, the degree of hydrolysis of metal ions is negligible. The bulk of metal ions existed in the form of divalent ions, Pb2+ and Zn2+.
For sorption experiments, the obtained titanium phosphate was treated with a 0.1 M solution of sodium carbonate at a mass (g)/volume (mL) ratio = 1:200. The suspension was kept under stirring in ambient conditions for 24 h before filtration. The resulting solid was washed with water until the pH was ~6. The Na-substituted titanium phosphate obtained was used in this study.
The sorption kinetics of lead and zinc cations from aqueous solutions of metal nitrate were studied at 25 °C, 45 °C, and 65 °C. The batch technique was employed for these purposes. The initial Pb2+ and Zn2+ concentrations in the solution ranged from 10−2 to 10−3 M. The sorbent (1 g) was mixed with 200 mL of corresponding solutions (pH = 7) under vigorous stirring (300 rpm) in all experiments. The initial solution was agitated in a thermostat for 1 h at the desired temperature, after which the sorbent was added. The concentration of the metals at all points within the bulk of the solution and on the sorbent surface was assumed to be constant at a given rotation speed, i.e., diffusion in a well-stirred solution was considered. This implies a high rate of sorbate transport from the bulk solution to the sorbent surface. To establish the amount of maximum metal uptake, the suspensions were stirred for 24 h to ensure that equilibrium was reached. The concentrations of the metal in the solution before and after the sorption processes were determined. The pH control was carried out during the sorption experiments. It was found that the pH of the filtrates remained in the same range as the starting pH.
4.5. Kinetic Models
For porous sorbents, the adsorption rate can be controlled by external film mass transport (film diffusion) or mass transfer of solutes within the particle (diffusion in the pores or migration along the pore surface), i.e., internal or intraparticle diffusion [
28].
Boyd’s diffusion, Lagergren pseudo-first-order, Ho and McKay pseudo-second-order, and Elovich models were applied for modeling sorption kinetics.
Boyd’s diffusion model is one of the most widely used models for the investigation of adsorption mechanisms [
34,
35]. The analysis of the kinetic data allows establishing the rate-limiting step (film diffusion or intraparticle diffusion) and determining an effective diffusion coefficient [
36].
where
Diπ2/
r2 =
B is the kinetic coefficient,
F is the fractional attainment at equilibrium,
r is the average radius of the sorbent particles (m),
Di is the effective diffusion coefficient (m
2·s
−1),
t is the sorption time (sec), and
n represents integers from 1 to infinity.
The fractional attainment of equilibrium was calculated by the formula F = qt/qe, where qt is the amount of the sorbate at any time t (mmol·g−1), and qe is the amount of the sorbate at equilibrium (mmol·g−1).
Effective diffusion coefficients were calculated using the following expression [
37]:
where
r is the average radius of the sorbent particles (m).
The interrelation between the fractional attainment at equilibrium
F and the kinetic coefficient
B could be calculated by the following Equation [
38]:
In dilute solutions, film diffusion can be the rate-limiting step, and its equation can be expressed as follows [
39]:
where
Di is the coefficient of the substance diffusion through a film of thickness
δ, covering the sorbent grain,
r is the sorbent particle radius,
t is the contact time, and
c and
m are the concentrations of the sorbate and sorbent in the solution, respectively.
The temperature dependence of the rate constant is described by the Arrhenius equation [
40].
This equation can be rearranged into the logarithmic form as follows:
where
Ea is the activation energy,
R is the gas constant,
T is the absolute temperature, and A is the Arrhenius pre-exponential factor. By plotting ln
k versus 1/
T,
Ea/R can be determined from the slope of the straight line.
For the intraparticle diffusion mechanism, the values of the self-diffusion coefficients of Pb
2+ and Zn
2+ ions in water at 25 °C were calculated according to the following formula [
32]:
where
R is the gas constant,
T is the temperature (K),
λ is the limiting electrical conductivity of solute,
F is Faraday’s number, and
z is the charge of the ion.
Using the effective diffusion coefficients, the values of the activation energy of the sorption process at the intraparticle diffusion stage were calculated by an equation similar to the Arrhenius one [
41].
where
Ea is the activation energy, kJ∙mol
−1,
D is the constant, m
2∙s
−1,
R is the gas constant, J∙mol
−1, and
T is the temperature, K.
In order to identify the contribution of chemical interactions to the overall rate of the process, the pseudo-first-order, pseudo-second-order, and Elovich models were used.
The Lagergren pseudo-first-order model equation may be expressed as
dq
1/
dt =
k1(
qe −
qt) or as a linear form [
42,
43].
where
qe and
qt are the amounts of metal cation sorbed at equilibrium and at time
t (mmol·g
−1), respectively, and
k1 is the rate constant (min
−1).
The plot of lg(
qe − qt) versus t allows determining the rate constant of the sorption and amount of metal cation uptake at equilibrium. This equation describes the film diffusion processes which control the adsorption rate for the first few minutes of the sorption in the experiments with stirring [
44].
The Ho and McKay pseudo-second-order equation [
41] is widely used to describe the kinetic characteristics of adsorption. In a linear form, this equation can be represented as follows [
45]:
where
k2 is the rate constant (g·mmol
−1·min
−1).
The plot of t/qt against t in Equation (8) should give a linear relationship, which allows determining qe and k2 from the slope and intercept of the straight line.
The Elovich exponential model describes the kinetics of heterogeneous chemisorption on solid surfaces [
27]. The Elovich equation simplified by Chien and Clayton can be written as follows [
46]:
where
qt is the sorption capacity at time
t (mmol·g
−1),
α is the initial sorption rate constant (mg·g
−1·min
−1), and
β is the desorption constant (g·mmol
−1).
The constants α and β were calculated from the slope and the intercept of the plot of qe versus ln(t), respectively.
4.6. Selectivity Test
For all experiments, the solid-to-liquid ratio (g:mL) was 1:200.
In order to investigate the sorbent selectivity toward the Pb
2+ and Zn
2+ ions, the distribution coefficient
Kd (
Table 7) was determined according to the following equation:
where
Co is the initial concentration of the metal ion in solution (mmol·L
−1),
Ce is the concentration of the metal ion at equilibrium (mmol·L
−1),
V is the volume of the solution (mL), and
m (g) is the mass of the adsorbent used in the sorption experiments.