<?xml version="1.0" encoding="ISO-8859-1"?><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance">
<front>
<journal-meta>
<journal-id>1816-7950</journal-id>
<journal-title><![CDATA[Water SA]]></journal-title>
<abbrev-journal-title><![CDATA[Water SA]]></abbrev-journal-title>
<issn>1816-7950</issn>
<publisher>
<publisher-name><![CDATA[Water Research Commission (WRC)]]></publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id>S1816-79502012000200013</article-id>
<title-group>
<article-title xml:lang="en"><![CDATA[The influence of pH on the adsorption of lead by Na-clinoptilolite: Kinetic and equilibrium studies]]></article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cozmuta]]></surname>
<given-names><![CDATA[L Mihaly]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Cozmuta]]></surname>
<given-names><![CDATA[A Mihaly]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Peter]]></surname>
<given-names><![CDATA[A]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Nicula]]></surname>
<given-names><![CDATA[C]]></given-names>
</name>
<xref ref-type="aff" rid="A01"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Nsimba]]></surname>
<given-names><![CDATA[E Bakatula]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname><![CDATA[Tutu]]></surname>
<given-names><![CDATA[H]]></given-names>
</name>
<xref ref-type="aff" rid="A02"/>
</contrib>
</contrib-group>
<aff id="A01">
<institution><![CDATA[,Univ. Cluj Napoca  ]]></institution>
<addr-line><![CDATA[Baia Mare ]]></addr-line>
<country>Romania</country>
</aff>
<aff id="A02">
<institution><![CDATA[,University of the Witwatersrand School of Chemistry Molecular Sciences Institute]]></institution>
<addr-line><![CDATA[Johannesburg ]]></addr-line>
<country>South Africa</country>
</aff>
<pub-date pub-type="pub">
<day>00</day>
<month>00</month>
<year>2012</year>
</pub-date>
<pub-date pub-type="epub">
<day>00</day>
<month>00</month>
<year>2012</year>
</pub-date>
<volume>38</volume>
<numero>2</numero>
<fpage>269</fpage>
<lpage>278</lpage>
<copyright-statement/>
<copyright-year/>
<self-uri xlink:href="http://www.scielo.org.za/scielo.php?script=sci_arttext&amp;pid=S1816-79502012000200013&amp;lng=en&amp;nrm=iso&amp;tlng=en"></self-uri><self-uri xlink:href="http://www.scielo.org.za/scielo.php?script=sci_abstract&amp;pid=S1816-79502012000200013&amp;lng=en&amp;nrm=iso&amp;tlng=en"></self-uri><self-uri xlink:href="http://www.scielo.org.za/scielo.php?script=sci_pdf&amp;pid=S1816-79502012000200013&amp;lng=en&amp;nrm=iso&amp;tlng=en"></self-uri><abstract abstract-type="short" xml:lang="en"><p><![CDATA[The objectives of this study were, firstly, to establish the mechanism by which modified clinoptilolite (in Na form) adsorbs lead ions and, secondly, to assess the extent of influence of pH on the adsorption capacity. To this end, the experimental data have been fitted by adsorption isotherms, thermodynamic and kinetic models. Based on the standard errors obtained during experiments, it was determined that the accuracy of prediction of the isotherm models considered for adsorption decreases in the order: Dubinin-Raduschkevich (4.63%, average normalised standard deviation error); Langmuir (7.90%); and Freundlich (15.98%). For the kinetic models, the accuracy of prediction decreases in the order: intra-particle Weber-Morris (with an average normalised standard deviation error of 5.53%); heterogeneous diffusion (5.67%); pseudo-second order kinetic model (10.47%); diffusion through the particle surface (41.73%); and the pseudo-first kinetic model (47.51%). The mechanism of adsorption of lead ions by Na-clinoptilolite was found to occur in a monolayer and heterogeneous surface. The pH of contact solutions played an important role owing to competition by hydrogen ions. As the pH of the solution decreased, the maximum monolayer adsorption capacity established theoretically, based on the Langmuir isotherm, also decreased. Thus, if, for instance, the pH decreases from 4 to 1, the maximum adsorption capacity decreases from 0.3569 to 0.1604 mol-kg-1. At high pH of the contact solution, the adsorption process occurs by ion exchange and at low pH; i.e., it is physical. The variation of the Gibbs free energy demonstrates that adsorption occurs spontaneously. The process was also observed to occur at a higher rate at low acidity. Diffusion through the internal structure of macro- and micropores is the stage taking place with the lowest speed during the adsorption process and plays an important role in the mechanism of adsorption. The intra-particle diffusion coefficient depends on pH, which can modify the shape and concentrations of the hydrated metal complexes in solutions, thus affecting the adsorption process. The decrease of pH from 4 to 1 resulted in a decrease of the intra-particle diffusion coefficient from 4.0610-11 to 1.9610-11 m²min-1. The film diffusion coefficients were found to be 10 times larger than the intra-particle coefficients, suggesting that diffusion to the external surface cannot be the rate-limiting step in the adsorption mechanism.]]></p></abstract>
<kwd-group>
<kwd lng="en"><![CDATA[clinoptilolite]]></kwd>
<kwd lng="en"><![CDATA[lead]]></kwd>
<kwd lng="en"><![CDATA[isotherm of adsorption]]></kwd>
<kwd lng="en"><![CDATA[distribution coefficient]]></kwd>
<kwd lng="en"><![CDATA[kinetic model]]></kwd>
<kwd lng="en"><![CDATA[ion exchange]]></kwd>
</kwd-group>
</article-meta>
</front><body><![CDATA[ <p align="right"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>ARTICLES</b></font></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="4"><b><a name="top"></a>The    influence of pH on the adsorption of lead by Na-clinoptilolite: Kinetic and    equilibrium studies</b></font></p>     <p>&nbsp;</p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>L Mihaly Cozmuta<sup>I,    <a href="#back">*</a></sup>; A Mihaly Cozmuta<sup>I</sup>; A Peter<sup>I</sup>;    C Nicula<sup>I</sup>; E Bakatula Nsimba<sup>II</sup>; H Tutu<sup>II</sup></b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>I</sup>Tech.    Univ. Cluj Napoca, North Univ. Center Baia Mare, 76, Victoriei Street, 430122,    Baia Mare Romania    <br>   <sup>II</sup>Molecular Sciences Institute, School of Chemistry, University of    the Witwatersrand, Private Bag X3, WITS 2050, Johannesburg, South Africa</font></p>     <p>&nbsp;</p>     <p>&nbsp;</p> <hr size="1" noshade>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>ABSTRACT</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The objectives    of this study were, firstly, to establish the mechanism by which modified clinoptilolite    (in Na form) adsorbs lead ions and, secondly, to assess the extent of influence    of pH on the adsorption capacity. To this end, the experimental data have been    fitted by adsorption isotherms, thermodynamic and kinetic models. Based on the    standard errors obtained during experiments, it was determined that the accuracy    of prediction of the isotherm models considered for adsorption decreases in    the order: Dubinin-Raduschkevich (4.63%, average normalised standard deviation    error); Langmuir (7.90%); and Freundlich (15.98%). For the kinetic models, the    accuracy of prediction decreases in the order: intra-particle Weber-Morris (with    an average normalised standard deviation error of 5.53%); heterogeneous diffusion    (5.67%); pseudo-second order kinetic model (10.47%); diffusion through the particle    surface (41.73%); and the pseudo-first kinetic model (47.51%). The mechanism    of adsorption of lead ions by Na-clinoptilolite was found to occur in a monolayer    and heterogeneous surface. The pH of contact solutions played an important role    owing to competition by hydrogen ions. As the pH of the solution decreased,    the maximum monolayer adsorption capacity established theoretically, based on    the Langmuir isotherm, also decreased. Thus, if, for instance, the pH decreases    from 4 to 1, the maximum adsorption capacity decreases from 0.3569 to 0.1604    mol-kg<sup>-1</sup>. At high pH of the contact solution, the adsorption process    occurs by ion exchange and at low pH; i.e., it is physical. The variation of    the Gibbs free energy demonstrates that adsorption occurs spontaneously. The    process was also observed to occur at a higher rate at low acidity. Diffusion    through the internal structure of macro- and micropores is the stage taking    place with the lowest speed during the adsorption process and plays an important    role in the mechanism of adsorption. The intra-particle diffusion coefficient    depends on pH, which can modify the shape and concentrations of the hydrated    metal complexes in solutions, thus affecting the adsorption process. The decrease    of pH from 4 to 1 resulted in a decrease of the intra-particle diffusion coefficient    from 4.0610<sup>-11</sup> to 1.9610<sup>-11</sup> m<sup>2</sup>min<sup>-1</sup>.    The film diffusion coefficients were found to be 10 times larger than the intra-particle    coefficients, suggesting that diffusion to the external surface cannot be the    rate-limiting step in the adsorption mechanism.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Keywords:</b>    clinoptilolite, lead, isotherm of adsorption, distribution coefficient, kinetic    model, ion exchange</font></p> <hr size="1" noshade>     <p>&nbsp;</p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>Introduction</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The utilisation    of zeolite materials as adsorbents for different types of metallic ions and    gases is widely mentioned in literature (Hernandez and Aguilar, 1999; Alvarez    et al., 2003; Motsi et al., 2009; Jamil et al., 2010; Wang and Peng, 2010; Panagiotis,    2011). Due to their low cost and adsorbent properties, these materials offer    major advantages in attempts to reduce environmental pollution, e.g., in the    treatment of wastewaters contaminated with heavy metals or in the phytoremediation    of polluted soils. Natural zeolites can be applied by combining adsorption and    some biological methods. In this instance, active biomass is immobilised in    the pores of zeolites through a combination of physical processes (Matis et    al., 2004; Zamboulis et al., 2004). Other applications of zeolite involve the    treatment of radioactive wastewaters (Faghihian et al., 1999; Rahman et al.,    2010). Zeolites play a prominent role as catalysts in various industrial chemical    processes (Liu et al., 2011). Natural zeolites belong to a class of hydrated    aluminosilicates with a 3-dimensional structure, characterised by the association    of SiO<sup>4</sup> and AlO<sup>4</sup> anionic tetraedras. The isomor- phous    replacement of Si<sup>4+</sup> by Al<sup>3+</sup> produces negative charges    in the structure which are balanced by the exchangeable cations (Na<sup>+</sup>,    K<sup>+</sup>, Ca<sup>2+</sup> and Mg<sup>2+</sup>). These counterbalancing    cations can be easily exchanged in solution with other cations. The adsorption    of various cations on zeolite is influenced by many parameters, among which    the most important are:</font></p> <ul>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">the concentrations      of metal ions in solution and the ratio between the volume of solution and      the mass of zeolite (the ratio between solid and liquid);</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">the pH of the      contact solution;</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">the initial      parameters of the zeolite, i.e., physico-chemical treatment, and the type      and concentration of activated solutions used;</font></li>       ]]></body>
<body><![CDATA[<li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">temperature;</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">the average      diameter of the particle;</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">the nature of      the anion accompanying the cations;</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">the hydrated      radii of adsorbed ions and the magnitude of the dehydration energy.</font></li>     </ul>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In order to achieve    high adsorption capacities, zeolites are often conditioned chemically. In general,    natural zeolite is activated when the cations present in a solution substitute    the cations in the zeolite structure. The substituting cations result in a uniform    energy of adsorption on the surface of the zeolite because of their smaller    volume, while they increase the adsorption capacity because of their higher    mobility. The hydrated radii of NH<sub>4</sub><sup>+</sup>, K<sup>+</sup> and    Na<sup>+</sup> cations is smaller than the radii of Ca<sup>2+</sup> and Mg<sup>2+</sup>    ions; and the hydration energies of the former are lower than the hydration    energy of the latter (Trgo et al., 2006a; Coruh, 2008; Gorka et al., 2008).    The activation cations which replace the Ca<sup>2+</sup> and Mg<sup>2+</sup>    cations of the zeolite display a higher availability for ion exchange, thus    explaining why the adsorption capacity of activated zeolite increases (Doula,    2006). In clinoptilolite conditioned with a NaCl solution, the concentration    of Na+ increases and the concentration of Ca<sup>2+</sup> decreases, subsequently    leading to an increase of the Na<sup>+</sup>/Ca<sup>2+</sup> ratio. The conditioning    of zeolite with a HCl solution determines the growth of the Si/Al ratio to some    extent, as well as the increase of the relative amount of K<sup>+</sup> in clinoptilolite,    subsequently decreasing the Na<sup>+</sup>/K<sup>+</sup> ratio (Inglezakis et    al., 2004; Gunay et al., 2007). The pH of the contact solution is an important    parameter controlling the adsorption process. The adsorption capacity decreases    as the acidity of the contact solution increases. These variations can be explained    by the competition between metal ions and hydrogen ions and by the variation    of hydrolysis products of metal ions with pH (in this study we only discuss    adsorption of ions and not their precipitation at low pH) (Athanasiadis and    Helmreich, 2005; Smiciklas and al., 2007; Wang et al., 2007; Sequeira et al.,    2009).</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The chemical composition    and the porous internal structure of zeolite, as well as the experimental conditions    for adsorption, influence the zeolite's selectivity for metallic ions (Erdem    et al., 2004). In general, clinoptilolite has a well-known higher preference    for Pb<sup>2+</sup> and Cd<sup>2+</sup> than for Cu<sup>2+</sup>, Co<sup>2+</sup>    and Ni<sup>2+</sup>. This happens because clinoptilolite prefers cations with    lower dehydration energy, lower hydration radii and higher mobility.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Adsorption of heavy    metals by clinoptilolite, the most used natural zeolite found in different types    of volcanic tuff, has been the focus of many research studies (Mier et al.,    2001; Petrus and Warchol, 2005; Sprynskyy et al., 2005; Karadag et al., 2006).    The main research goals of most of these studies are to establish the adsorption    mechanism, to find and explain the order of selectivity for different heavy    metals and to compare, in quantitative terms, the influence of different factors    on the adsorption capacity.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The mechanism of    adsorption of heavy metals on clinoptilolite occurs in the following main steps:</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">(i)&nbsp;diffusion    of ions from the mass of solution to the film surrounding the zeolite particle;</font></p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">(ii)&nbsp;diffusion    of ions through the external film;</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">(iii)&nbsp;diffusion    through the macro-pores and micropores toward the adsorptive sites;</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">(iv)&nbsp;dehydration    of ions in the proximity of adsorptive sites and hydration of the counterbalance    cations;</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">(v)&nbsp;the inversion    phenomenon between the ions and counterbalance cations (Sprynskyy et al., 2006);</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">(vi)&nbsp;binding    of ions on the active sites and</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">(vii)&nbsp;diffusion    of counter ions along the same path back to the external solution.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Under dynamic conditions,    in heterogeneous systems, the diffusion of ions from the external solution into    the film at the particle surface would not be the rate-limiting step. On the    other hand, in solution, the ions exist only in the hydrated form. The volume    of these hydrated ions depends on both the dehydrated ionic radius and the electric    charge of ions. So, the ionic hydrated radius can affect mobility through the    channels in the internal structures of zeolites, meaning the steps involving    diffusion from the film, macro- and micropores can be the rate-limiting step    of the mechanism. Also, the diffusion of different counter ions back into solution    can affect the mobility of metal ions. Different hydrated ionic radii generate    different dehydration energys. Cations with large hydrated ionic radii have    high dehydration energy, thus affecting Step (iv). Generally, the rate-limiting    step in the adsorption of heavy metal ions on zeolite can be: diffusion in the    external film, diffusion in pores, dehydration of ions and the binding of ions    on the active site. Step (vi) can be explained in correlation with the activated    form of zeolite. Many research papers present different equations which can    be useful for establishing the step of lowest speed in the mechanism of adsorption    of heavy metal ions onto zeolite.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The objectives    of this study, as stated above, sought to establish the mechanism of adsorption    of lead onto Na-modified clinoptilolite and to assess the role of pH in the    adsorption process.</font></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>The physical    and chemical properties of zeolite</b></font></p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Clinoptilolite    rock samples from the Stoiana Village deposit, Cluj County (Romania), containing    63% clinoptilolite, were used for the experiments described in the study. The    main mineral and chemical characteristics of the samples are listed in <a href="#t1">Table    1</a>. The chemical composition was obtained using wet chemical analysis while    the mineral composition was obtained using a DRON X-ray powder difractometer    connected to a data acquisition and processing unit to record the XRD patterns,    which allowed for the determination of the parameters of the crystalline network    of the zeolite. We used CuK<sub>a</sub> radiation (</font><font  size="2">&#955;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">    = 1.540598 </font><font  size="2">&#506;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">)    and a graphite monochromator. The XRD diffraction analysis revealed the crystalline    structure of zeolite, with average crystallite diameter of 75.74 nm.</font></p>     <p><a name="t1"></a></p>     <p>&nbsp;</p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13t01.jpg"></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Clinoptilolite    samples were ground in a mortar (Retsch RM 100, Germany) and divided by mechanical    sieves (Retsch AS200 basic) into 0.5-1.0 mm size fractions. These zeolite fractions    were then washed with distilled water to remove any turbidity and dried at 105&deg;C    for 24 h to remove any adsorbed water. Finally, the clinoptilolite samples were    stored in a desiccator before performing the chemical activation to the Na-form.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The chemical treatment    of zeolite (clinoptilolite) was performed by adding 1 </font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">    of 2 M solutions of NaCl to the samples of clinoptilolite (100 g) at 25ºC in    continuous movement (orbital shaker Heidolph Unimax 1010 Inkubator 1000, Germany).    After 24 h, the solid phases were separated from the solutions, washed until    all Cl<sup>-</sup> ions had been removed (controlled with AgNO<sub>3</sub> solution).    The samples were then dried at 105ºC using a Binder oven for 24 h.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Adsorption-desorption    isotherms of the investigated samples were determined in order to obtain the    specific surface area and the pore size distribution. The surface area of the    clinoptilolite was determined by the Brunauer-Emmett-Teller (BET) method. A    Sorptomatic, Thermo Electron Corporation system coupled with a Flatron L1718S    computer system was used. The partial pressure range was 0.05 &lt; P/P0 &lt;0.3.    Nitrogen adsorption was carried out at 77K. The basic parameters for the porous    structure of natural and treated samples (Na-clinoptilolite) of the zeolite    are presented in <a href="#t2">Table 2</a>. The relative moisture content of    natural clinoptilolite (7.27%) was determined by the thermometric method, drying    the rock samples at 110ºC to constant mass.</font></p>     <p><a name="t2"></a></p>     <p>&nbsp;</p>     ]]></body>
<body><![CDATA[<p align="center"><img src="/img/revistas/wsa/v38n2/13t02.jpg"></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The specific gravity    for natural clinoptilolite (2.1548 kg-</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>-3</sup>)    was determined by picnometric methods. The bulk density is 0.9402 kg.</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">    <sup>-3</sup>. By applying the NH<sub>4</sub>A<sub>c</sub> method, the content    of exchangeable cations (CEC) was found to be 64.85 meq-(100 g)<sup>-1</sup>    for natural clinoptilolite and 173.62 meq-(100 g)<sup>-1</sup> for treated clinoptilolite.</font></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>Methods</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The concentration    of metal ions was determined in a filtered solution (the adsorbent was removed    by filtration using Whatman paper no. 42, (7-9 </font><font  size="2">&#956;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">m    retention particles)) by means of an atomic absorption spectrophotometer (Perkin    Elmer Analyst 800, Shelton, USA), using the air-acetylene flame, 283.3 nm wavelength,    0.7 nm slit, with background correction. The standard deviation of the measurement    was from 0.01 to 0.1%. The pH of the solution was determined using an Inolab    pH 730 apparatus.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Mathematical    modelling and statistical interpretation</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The equilibrium    isotherms were determined by mixing 1 g Na-clinoptilolite with 100 m</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">    of a solution of lead ions in cylindrical flasks. The flasks were placed in    a thermostatic stirrer (Heidolph Unimax 1010 Inkubator 1000, Germany) at 25ºC    for 24 h at a fixed agitation speed of 200 rmin<sup>-1</sup>. At the end of    the reaction (24 h), the concentration of the residual metal was determined    by atomic absorption spec-trophotometry. Additionally, the concentration of    lead in the aqueous phase was measured after pre-established periods of time.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">All of the batch    equilibrium and kinetic studies were performed in 3 replicates of dried Na-clinoptilolite.    The standard reproducibility deviation was from 0.1%&gt; to 4%.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In order to estimate    the specific constants of the adsorption isotherm or of the adsorption kinetic    models, a linear regression analysis (<i>y</i> = <i>A</i> + <i>B</i> . x) was    adopted. The criterion considered was the minimisation of the squared sum of    errors between the predicted values (q<sub>calc</sub>) and experimental data    (q<sub>exp</sub>).</font></p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In order to compare,    in quantitative terms, the applicability of the models (i.e. the validity of    each model), the value of the correlation coefficient (<i>r</i>) and the normalised    standard deviation (</font><font  size="2">&#916;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">q(%))    were calculated, as follows:</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><img src="/img/revistas/wsa/v38n2/13x01a02.jpg"></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     <blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>x, y</i> represent      variables</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>x</i><sub>med</sub>,      <i>y</i><sub>med</sub> are the average (arithmetic mean) of the variables</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> <i>n</i> is      the number of experimental data</font></p> </blockquote>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The CurveExpert    1.37 freeware and Statistica 7.0 were used in all calculations with the confidence    level set at 95%.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In order to evaluate    the hydrochemical equilibrium species, Hydra and Medusa were used (freeware    available from the Royal Institute of Technology, Sweden).</font></p>     <p>&nbsp;</p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>Results and    discussion</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The amount of lead    ions adsorbed on clinoptilolite was calculated using the mass balance expression:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x03.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> where:</font></p>     <blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>V</i> is the      solution volume (</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">)      </font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">M the amount      of sorbent (kg)</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">C<sub>o</sub>      and C<sub>e</sub> (mol.</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>-1</sup>)      are the initial and equilibrium metal concentrations, respectively</font></p> </blockquote>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Modelling of    sorption equilibrium data</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In this study,    the adsorption isotherms have been described by 3 commonly-used models, namely:    Langmuir, Freundlich and Dubinin-Radushkevich.</font></p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b><i>Langmuir    isotherm</i></b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The Langmuir isotherm    describes the ideal adsorption process by taking into consideration that:</font></p> <ul>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">there are a      limited number of active centres homogenously spread across the surface of      the adsorbent;</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">all active centres      have exactly the same energy level;</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">monolayer adsorption;</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">the adsorption      on an active centre has no influence on the adsorption on other active centres.</font></li>     </ul>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The Langmuir isotherm    can be represented as: </font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x04.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     ]]></body>
<body><![CDATA[<blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>qe</i> is      the amount adsorbed at equilibrium (mol.kg<sup>-1</sup>) </font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">C<sub>e</sub>      the equilibrium concentration (mol.</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>-1</sup>)</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> b a constant      related to the energy or net enthalpy of adsorption (</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">.mol<sup>-1</sup>)</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">q<sub>m</sub>      is the maximum adsorption capacity (mol.kg<sup>-1</sup>)</font></p> </blockquote>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The Langmuir equation    can be described by a linear equation as follows:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x05.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The constants q<sub>m</sub>    and b were obtained from the slope and intercept of the plot of (<i>Ce/qe</i>)    versus <i>Ce</i>. <a href="#t3">Table 3</a> includes the parameters of the Langmuir    model for the adsorption of lead by Na-clinoptilolite.</font></p>     <p><a name="t3"></a></p>     <p>&nbsp;</p>     ]]></body>
<body><![CDATA[<p align="center"><img src="/img/revistas/wsa/v38n2/13t03.jpg"></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b><i>Freundlich    isotherm</i></b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The Freundlich    isotherm is based on adsorption on a heterogeneous surface with a non- uniform    distribution of energy of adsorption as follows:</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><img src="/img/revistas/wsa/v38n2/13x06.jpg"></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     <blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>K<sub>F</sub></i>      ((molkg-')/(mol-</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>1/n</sup>)      and</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>n</i> are      equilibrium constants indicative of the adsorption capacity and adsorption      intensity, respectively.</font></p> </blockquote>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">If <i>n</i> &gt;    1, adsorption is considered favourable. The linearised form of the Freundlich    sorption isotherm is:</font></p>     ]]></body>
<body><![CDATA[<p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><img src="/img/revistas/wsa/v38n2/13x07.jpg"></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The constants <i>K<sub>F</sub></i>    and <i>n</i> were obtained from the slope and intercept of the plot of log(<i>q<sub>e</sub></i>)    versus log(<i>C<sub>e</sub></i>). <a href="#t4">Table 4</a> gives the parameters    of the Freundlich model for the sorption of lead by Na-clinoptilolite.</font></p>     <p><a name="t4"></a></p>     <p>&nbsp;</p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13t04.jpg"></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">adsorption. This    model is based on the heterogeneity of the surface energies and can be written    in the following linear form:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x08a09.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     <blockquote>        ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>X<sub>m</sub></i>      is the maximum sorption capacity of the sorbent (mol.kg<sup>-1</sup>)</font></p>       <p><font  size='2'><b><i>&#946;</i></b></font><font size="2" face="Verdana, Arial, Helvetica, sans-serif">      a constant (mol<sup>2.</sup>'kJ<sup>-2</sup>) related to the mean sorption      energy</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>F</i> the      Polanyi potential</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>R</i> the      gas law constant (kJ.mol<sup>-1</sup>K<sup>-1</sup>)</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>T</i> the      absolute temperature (K).</font></p> </blockquote>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The constants </font><font  size="2">&#946;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">    and <i>X<sub>m</sub></i> were obtained from the slope and intercept of the plot    of ln(<i>q<sub>e</sub>)</i> versus <i>F<sup>2</sup></i>. The parameters of the    D-R model for the sorption of lead by Na-clinoptilolite are presented in <a href="#t5">Table    5</a>.</font></p>     <p><a name="t5"></a></p>     <p>&nbsp;</p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13t05.jpg"></p>     <p>&nbsp;</p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The values of the    sorption energy <i>E<sub>s</sub></i> (kJmol<sup>-1</sup>) can be correlated    to by using the following relationship:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x10.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">If the magnitude    of <i>E<sub>s</sub></i> is between 8 and 16 kJ.mol<sup>-1</sup>, the adsorption    process proceeds by ion exchange, while for values of <i>E<sub>s</sub></i> &lt;    8 kJ.mol<sup>-1</sup>, the adsorption process is of a physical nature (El-Kamash    et al., 2005).</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b><i>Comparison    of isotherms</i></b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The experimental    data are shown graphically in <a href="#f1">Fig. 1</a>. The predictive precision    of the isotherm models, considered as a function of their respective relative    errors, was determined to be highest for the Dubinin-Raduschkevich model 4.63%    (the average normalised standard deviation error) followed by the Langmuir model    7.90% and the Freundlich model 15.98%. This order shows that the mechanism which    occurs is chem-isorption on a monolayer and heterogeneous surface (Garcia-Mendieta    et al., 2009).</font></p>     <p><a name="f1"></a></p>     <p>&nbsp;</p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13f01.jpg"></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The theoretical    maximum monolayer adsorption capacity, established based on the Langmuir isotherm    (<i>q<sub>m</sub></i>), decreases as the pH of the solution decreases (Inglezakis    et al., 2002; Davila-Rangel and Solache-Rios, 2006; Taffarel, 2009).</font></p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Therefore, the    decrease in pH between 4 and 1 induced a decrease in the maximum adsorption    capacity from 0.3569 to 0.1604 mol.kg<sup>-1</sup> (i.e. a 55.06% decrease).    The maximum adsorption capacities calculated based on the D-R isotherm (<i>X<sub>m</sub></i>)    are higher than those calculated using the Langmuir isotherm (<i>q<sub>m</sub></i>),    and as such cannot be used for the mathematical modelling of adsorption capacities.    Other authors have observed differences of the same nature and magnitude between    the 2 models (Gunay et al., 2007).</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The importance    of the D-R isotherm consists in the calculation of <i>E<sub>s</sub></i> which    offers information about the nature of the adsorption process. In the particular    process researched, the value of the adsorption energy decreased from 9.72 to    7.62 kJ.mol<sup>-1</sup> as the pH decreased from 4 to 1. The value indicates    that, at low acidity (pH = 4), the adsorption mechanism is one of ionic exchange;    while at high acidity (where the adsorption occurs slowly) the adsorption process    is physical in nature, thus reducing the strength of the bond between metallic    ions and the adsorbent substrate.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Modelling of    thermodynamic data</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The distribution    coefficient, K<sub>D</sub> (</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">.mol<sup>-1</sup>),    was calculated as:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x11.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     <blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">C<sub>o</sub>      and C<sub>e</sub> (mol- </font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>-1</sup>)      represent the initial and equilibrium concentrations, respectively</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">V/M (</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">.kg<sup>-1</sup>)      is the ratio of the volume of solution to the mass of adsorbent, namely, the      batch factor </font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The distribution      coefficient <i>(K<sub>D</sub>)</i> is a function of the initial concentration      <i>C<sub>o</sub></i> (or equilibrium concentration <i>C<sub>e</sub></i>)</font></p> </blockquote>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The thermodynamic    parameter, Gibbs free energy change AG&deg; (kJmol<sup>-1</sup>) for the specific    adsorption, was calculated as follows:</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><img src="/img/revistas/wsa/v38n2/13x12.jpg"></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     <blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>K<sub>Do</sub></i>      represents:</font></p> </blockquote>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x13.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>K<sub>Do</sub></i>can    be obtained from the intercept of the plot of ln (<i>qe/Ce</i>) versus <i>qe</i>    (as indicated in <a href="#t6">Table 6</a>). The distribution coefficient (K<sub>Do</sub>)    implicitly indicates the selectivity, capacity, and affinity of an ion for ion    exchange (Inglezakis et al., 2004).</font></p>     <p><a name="t6"></a></p>     <p>&nbsp;</p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13t06.jpg"></p>     ]]></body>
<body><![CDATA[<p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The interpretation    of experimental results led us to conclude that the distribution coefficient    (K<sub>D0</sub>) decreases as the pH decreases. This means the affinity and    strength of the interaction between lead ions and zeolite decreases dramatically    as the pH decreases. </font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The change of free    energy (</font><font  size="2">&#916;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">G<sup>0</sup>)    follows the same pattern. As the pH drops from 4 to 1, the change of free energy    increases, suggesting the occurrence of a spontaneous adsorption process. The    speed of this process is higher at lower acidity.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b>Modelling of    sorption kinetics data</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">To examine the    adsorption kinetics and mechanism, 5 kinetic models were applied: the pseudo-first    and pseudo-second order (sorption kinetic models based on reaction order), the    intra-particle diffusion Weber-Morris and models of diffusion through the particle    surface (kinetic diffusion models used to check whether the sorption process    occurs via an external or intra-particle diffusion mechanism), and the heterogeneous    diffusion model (which assumes the variations of the diffusion rate through    zeolite particles).</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In each experiment,    an aqueous solution with the same initial concentration of lead ions (namely    923.14 mg- </font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>-1</sup>)    but different pH (variable between 1 and 4) was used.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Pseudo-first and    pseudo-second order models are two of the most widely used models for the adsorption    of a solute from aqueous solution.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The <b>pseudo-first-order    kinetic</b> model is:</font></p>     <p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><img src="/img/revistas/wsa/v38n2/13x14.jpg"></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     ]]></body>
<body><![CDATA[<blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>q<sub>t</sub></i>      (mol.kg<sup>-1</sup>) is the amount of metal ions adsorbed on the adsorbent      at time <i>t</i> (min)</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>q<sub>e</sub></i>      (mol.kg<sup>-1</sup>) is the amount adsorbed at equilibrium</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> <i>k<sub>1</sub></i>      (min<sup>-1</sup>) is the rate constant of first-order adsorption</font></p> </blockquote>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">After integration    between boundary conditions (<i>t</i> = 0 to <i>t</i> and <i>q<sub>t</sub></i>    = 0 to <i>q<sub>e</sub></i>), the equation becomes:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x15.jpg"></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x16.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>q<sub>e</sub></i>    and <i>k<sub>1</sub></i> can be determined from the intercept and slope of the    plot, respectively.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The <b>pseudo-second-order    kinetic model</b> is based on the sorption capacity of the solid phase and is    expressed as:</font></p>     ]]></body>
<body><![CDATA[<p align="center"><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><img src="/img/revistas/wsa/v38n2/13x17.jpg"></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>k<sub>2</sub></i>    (kg.mol<sup>-1</sup>.min<sup>-1</sup>) is the rate constant of second-order    model.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">For boundary conditions    (<i>t</i>=0 to <i>t</i> and <i>q,</i> =0 to <i>q<sub>e</sub></i>), this equation    becomes:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x18a19.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The plot of <i>t/q<sub>t</sub></i>    versus <i>t</i> should give a straight line if the pseudo second-order kinetic    model is applicable, and <i>q<sub>e</sub></i> and <i>k<sub>2</sub></i> can be    determined from the slope and intercept of the plot, respectively.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b><i>Intra-particle    diffusion Weber-Morris model</i></b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The intra-particle    diffusion model can be formulated using the Morris-Weber equation. A linear    relationship between the amount adsorbed (<i>q<sub>t</sub></i>) and the square    root of the time describes this model, which can be expressed as:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x20.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> where:</font></p>     ]]></body>
<body><![CDATA[<blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>k<sub>p</sub></i>      is the initial rate of the intraparticle diffusion (mol.kg<sup>-1</sup>min<sup>-0.5</sup>)</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>I<sub>d</sub></i>      is the constant (same units as <i>q<sub>t</sub></i>)</font></p> </blockquote>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The 2 parameters    can be determined from the intercept of the plot of <i>q<sub>t</sub></i> versus    <i>t</i><sup>0.5</sup>. The intercept (<i>I<sub>d</sub></i>) is used to examine    the relative significance of the 2 transport mechanisms of the solute, namely:    intraparticle diffusion and external mass transfer (film or surface diffusion    through the film surrounding a zeolite particle). If <i>I</i> = 0, the intraparticle    diffusion is considered as the rate-limiting step, while, if <i>I</i> &gt; 0,    both the external mass transfer and intra-particle diffusion are considered    as the rate-limiting steps. An increase of <i>I</i> translates to a higher resistance    to ions of the layer of liquid surrounding the particle of zeolite.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The Weber-Morris    model is of paramount importance as it enables the determination of the diffusion    coefficient of ions inside the adsorbent material (Apiratikul and Pavasant,    2008).</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">By considering    <i>k<sub>p</sub></i> a constant it is possible to calculate the diffusion coefficient    expressed as:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x21.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">where:</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>D<sub>e</sub></i>    is the effective diffusion coefficient (m<sup>2.</sup>min<sup>-1</sup>) and    <i>d</i> is the mean diameter of particles (m<sup>-1</sup>).</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b><i>Diffusion    through particle surface kinetic model</i></b></font></p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Diffusion through    the surface of a particle can be expressed by the relation:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x22.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> where:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x23.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> where:</font></p>     <blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>C<sub>o</sub>,      C<sub>e</sub></i> and <i>C<sub>t</sub></i> are the initial, equilibrium and      time concentrations</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>D</i> is the      diffusion coefficient (m<sup>2.</sup>min<sup>-1</sup>)</font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> <i>r</i> is      the mean diameter of the particles (m) </font></p>       <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>t</i> is the      time (min)</font></p> </blockquote>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The slope of the    linear part of the curves <i>(D/r<sup>2</sup>)<sup>1/2</sup></i> is proportional    to the initial rate of sorption, and the intercept is proportional to the thickness    of the boundary sorption layer. Using the slope (<i>B</i>) it is possible to    calculate the diffusion coefficient through the external film surrounding the    zeolite particle (<i>r</i>):</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x24.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b><i>Heterogeneous    diffusion model</i></b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">At high values    of pH of the solution, the formation of metal-complexe species can be possible    (the main species being Me(OH)<sup>+</sup>). The mobility of ions in the external    fluid, as well as in the internal channels, can be affected by these species,    on the one hand, while an ion could be exchanged as a monovalent cation on the    external or internal surface, on the other hand. The formation of these species    could have an influence on the ion exchange process (Oren and Kaya, 2006; Inglezakis    et al., 2007).</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The heterogeneous    diffusion model, which assumes variations of the diffusion rate through zeolite    particles (internal chan-nels), is the most representative in the literature    and is written as:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x25.jpg"></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"> where:</font></p>     <blockquote>        <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><i>&#945;<sub>t</sub>=q<sub>t</sub>/q<sub>e</sub></i>      is the fraction of metal ions bounded at time <i>t</i>, <i>    <br>     p</i> and <i>C</i> are dimensionless constants. The constants <i>p</i> and      <i>C</i> were obtained from the slope and intercept of the plot of (<i>&#945;</i><sub>t</sub>)      versus ln(<i>t</i>).</font></p> </blockquote>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><b><i>Comparison    of adsorption kinetics</i></b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The adsorption    of lead ions by Na-clinoptilolite increases with time and reaches equilibrium    after 180 min (<a href="#f2">Fig. 2</a>). The adsorption is faster during the    first period of time and occurs more slowly afterwards. The pH of the contact    solution has a negative impact on the adsorption capacity. When the solution    pH decreases from 4 to 1, the experimental equilibrium adsorption capacity decreases    from 0.3176 to 0.0866 mol.kg<sup>-1</sup> (which means a decrease of 72.72%).    This happens because during adsorption at lower pH values the hydrogen ions    compete with the ions under investigation (Argun, 2008).</font></p>     <p><a name="f2"></a></p>     <p>&nbsp;</p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13f02.jpg"></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The predictive    precision of the kinetic models, as a function of the relative errors, was found    to be highest for the intra-particle Weber-Morris model, and decreases in the    following order: heterogeneous diffusion &gt; pseudo-second order kinetic model    &gt; diffusion through the particle surface &gt; pseudo-first kinetic model    (as indicated in <a href="#t7">Table 7</a>). The average values of the normalised    standard deviation for all the considered models in which the pH was modified    were as follows: 5.53, 5.67, 10.47, 41.73, and 47.51%.</font></p>     <p><a name="t7"></a></p>     <p>&nbsp;</p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13t07.jpg"></p>     ]]></body>
<body><![CDATA[<p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The pseudo-second    order kinetic model described the experimental data better than the pseudo-first    order model, which is in agreement with the conclusions of other authors (Sprynskyy    et al., 2006). The calculated <i>q<sub>e</sub></i> values using the pseudo-second    order kinetic model are also close to the experimental data. Using the pseudo-first    kinetic model, the equilibrium concentrations are smaller than the experimental    data.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Regarding the intra-particle    Weber-Morris diffusion model, the low values of <i>Id</i> had a relatively constant    variation (the average of value was 0.0377 with a relative standard deviation    of 12.72%), but with a decrease in pH from 4 to 1 the intra-particle diffusion    coefficients (D<sub>e</sub>) decrease between 4.0610<sup>-11 </sup>to 1.9610<sup>-11</sup>    m<sup>2</sup>min<sup>-1</sup> (a 51.72% decrease). The diffusion coefficients    from the external surface of particles (D) for the same pH range decrease from    6.6110<sup>-10</sup> to 2.3510<sup>-10</sup> m<sup>2</sup>min<sup>-1</sup> (a    64.37% decrease). The film diffusion coefficient is 10 times higher than the    intra-particle coefficient. This means that diffusion to the external surface    cannot be the rate-limiting step in the adsorption mechanism; instead, diffusion    through the internal porous structure is the rate-limiting step.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The order of magnitude    for the calculated distribution coefficients is the same as the order of magnitude    observed in other papers (Inglezakis et al., 2002, 2004). This suggests that    2 factors induce the reduction of the adsorption capacity as a function of the    pH, namely: the mobility of hydrated lead ions decreases and hydrogen ions with    a lower hydrated radius competitively adsorb the divalent hydrated ions of lead.    At the same value of contact solution pH, the diffusion coefficient does not    depend on the concentration of the adsorbent ions. This means that in acidic    solutions an increase in the concentration of hydrogen ions affects the mobility    of lead ions. In the internal porous structure of zeolite, the same phenomenon    occurs.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The analysis of    the normalised standard deviation revealed that the Weber-Morris diffusion model    describes the experimental data better for decreasing values of pH of the contact    solution. As pH decreases from 4 to 1, the relative standard deviation decreases    from 9.91% to 3.42%.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">An inverse variation    between pH and standard deviation can be observed in the case of the heterogeneous    diffusion model. The relative standard deviation increases from 3.67% to 6.99%    as the pH decreases from 4 to 1.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The minimum values    of relative standard deviation recorded at pH=1 for the intra-particle Weber-Morris    diffusion model (3.42%) and at pH=4 for the heterogeneous diffusion model (3.67%)    can be explained by considering the different hydro-chemical equilibrium species    formed under different pH regimes of the contact solution.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><a href="#f3">Figure    3</a> presents the different species containing hydrated lead ions as a function    of the pH of the contact solution for a solution with an initial concentration    of 923.14 mg-</font><font  size="2">&#8467;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><sup>-1</sup>.    The spe-ciation diagram was obtained using Hydra and Medusa specia-tion modelling    freeware versions.</font></p>     <p><a name="f3"></a></p>     <p>&nbsp;</p>     ]]></body>
<body><![CDATA[<p align="center"><img src="/img/revistas/wsa/v38n2/13f03.jpg"></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">At different values    of pH, different species containing hydrated lead ions are generated. The concentration    of Pb(OH)+ depends on the pH of the solution. Thus, at pH = 4, the concentration    of the complex is 10<sup>-6.02</sup> M. At pH = 1, the concentration becomes    10<sup>-9</sup> M.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The following equilibrium    can be considered:</font></p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13x26.jpg"><font face="Verdana, Arial, Helvetica, sans-serif" size="2">    </font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In low acidic media    (pH = 4), the equilibrium presented in Reaction (26) shifts to the left and    more highly charged metal complexes are formed as compared with those generated    in high acidic media (pH=1). This behaviour is beneficial for adsorption. The    hydrated radius of the lead complex (&#91;Pb(H<sub>2</sub>O) <sub>x-1</sub>(OH)&#93;<sup>+</sup>)    is smaller than that of the hydrated radius of lead ion (&#91;Pb(H<sub>2</sub>O)<sub>x</sub>&#93;<sup>2+</sup>),    meaning that the hydrated radius of the lead complex results in higher mobility    than that of the hydrated lead ion. Moreover, the adsorption capacity of &#91;Pb(H<sub>2</sub>O)    <sub>x-1</sub>(OH)&#93;<sup>+</sup> is higher than that of &#91;Pb(H<sub>2</sub>O)<sub>x</sub>&#93;<sup>2+</sup>    because the adsorption capacity of monovalent ions is higher than that of the    divalent ions.</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Within the framework    of the heterogeneous diffusion model, the fact that the normalised standard    deviation decreases as the pH increases from 1 to 4 confirms these hypotheses.    Because the concentration of the hydro-complexes in solution increases as the    pH increases, they will behave in different ways depending on their volume,    as follows:</font></p> <ul>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">If the hydrated      ionic radius of the hydro-complexes is small, the adsorption of monovalent      ions is favoured (Stylianou et al., 2007); an example is the hydrated &#91;Pb(OH)&#93;<sup>+</sup>      complex</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">A high hydrated      ionic radius will affect the mobility of ions; this reduces the diffusion      coefficient through the liquid film surrounding the zeolite particles or the      internal micropores of the structure; the overall effect is a diminished adsorption      capacity</font></li>       <li><font face="Verdana, Arial, Helvetica, sans-serif" size="2">In some cases,      given the inability of the ions to diffuse through the micropores of particles,      there will be no adsorption at all.</font></li>     ]]></body>
<body><![CDATA[</ul>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Other researchers    have also confirmed the existence of the equilibrium as in (26); the effects    induced by this equilibrium suggest that either the adsorption process is not    stoichiometric (Peric et al., 2004) or that the pH changes during the adsorption    process (Trgo et al., 2006b).</font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">By fitting experimental    data to the kinetic and isothermic models, the correlation coefficients (<i>r</i>)    of a number of representative parameters were calculated in order to validate    the mechanism by which ions of lead are adsorbed by Na-clinoptilolite. <a href="#t8">Table    8</a> presents the values determined for the correlation coefficients obtained    between parameters in the following models: Langmuir, Dubinin-Radushkevich,    distribution coefficient, Weber-Morris, diffusion through the particle surface.</font></p>     <p><a name="t8"></a></p>     <p>&nbsp;</p>     <p align="center"><img src="/img/revistas/wsa/v38n2/13t08.jpg"></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">The best correlation    seems to be between the pH of the contact solution and the diffusion coefficients    (D and <i>D<sub>e</sub></i>), which substantiates the hypothesis that the diffusion    process of hydrated lead ions through the pores of zeolite particles depends    on the concentration of hydrogen. The variation of the Gibbs free energy (</font><font  size="2">&#8710;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">G&deg;),    the maximum adsorption capacity (<i>q<sub>m</sub></i>) obtained from the Langmuir    isotherm and the sorption energy (<i>E</i>) obtained from the D-R isotherm indicate    a strong correlation with the pH. The values for the relative standard deviation    (</font><font  size="2">&#8710;</font><font face="Verdana, Arial, Helvetica, sans-serif" size="2">q%),    as obtained by fitting the kinetic experimental data on the heterogeneous diffusion    model reveal that the correlation coefficient is smallest at pH = 4.</font></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>Conclusion</b></font></p>     ]]></body>
<body><![CDATA[<p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">Adsorption of lead    onto Na-clinoptilolite has been found to be predominantly based on a monolayer    mechanism in which the pH of the contact solution has an important influence    on the way the hydrogen ions compete. The speed of diffusion of ions is higher    on the external surface of the zeolite than in its internal structure. At high    pH of the contact solution, adsorption occurs by ion exchange while at low pH,    the process is physical. On the basis of free energy change, we can conclude    that the process occurs spontaneously and is more pronounced at low acidity.    The affinity between lead ions and zeolite (evaluated on the basis of the distribution    coefficient) decreases with a decrease in pH. Diffusion through the internal    structure of macro- and micropores plays an important role in the adsorption    mechanism and is the slowest among all stages of the diffusion process. The    intra-particle diffusion coefficient depends on pH which can modify the type    and the concentration of the hydrated metal complexes in solution, thus affecting    the adsorption process.</font></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>Acknowledgments</b></font></p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">This research was    undertaken within the ANCS, ZEMIP no. 82AS/2008 - Romania - South Africa bilateral    project which is part of the Romanian National Plan of Interdisciplinary Research    and Development Program PNCDI 2007-2013.</font></p>     <p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="3"><b>References</b></font></p>     <!-- ref --><p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">ALVAREZ A, GARCIA-SANCHEZ    A and QUEROL X (2003) Purification of metal electroplating waste waters using    zeolites. <i>WaterRes.</i> <b>37</b> 4855-4862. </font>&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;&nbsp;[&#160;<a href="javascript:void(0);" onclick="javascript: window.open('/scielo.php?script=sci_nlinks&ref=906613&pid=S1816-7950201200020001300001&lng=','','width=640,height=500,resizable=yes,scrollbars=1,menubar=yes,');">Links</a>&#160;]<!-- end-ref --><!-- ref --><p><font face="Verdana, Arial, Helvetica, sans-serif" size="2">APIRATIKUL R and    PAVASANT P (2008) Sorption of Cu<sup>2+</sup>, Cd<sup>2+</sup>, and Pb<sup>2+</sup>    using modified zeolite from coal fly ash. <i>Chem. 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<body><![CDATA[<p>&nbsp;</p>     <p><font face="Verdana, Arial, Helvetica, sans-serif" size="2"><a name="back"></a><a href="#top">*</a>    To whom all correspondence should be addressed. +40 742588575; fax: +40 0262276153    E-mail: <a href="mailto:mihalyl@yahoo.com">mihalyl@yahoo.com</a></font></p>      ]]></body>
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