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Journal of Environment and Earth Science                                                      www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012


   Sorption Kinetics for Dye Removal From Aqueous Solution
                                      Using Natural Clay
                                       Guiza Sami*        Bagane Mohamed
         National of Chemical Engineering, Gabés University, 6029 Zrig, Gabés , Tunisia
    * E-mail of the corresponding author: sami_guiza@yahoo.fr


Abstract
The kinetics of the adsorption of Congo red onto natural clay has been studied in an agitation batch
adsorber. The Furusawa model has been used to determine the external transfer coefficient for the system
and the effect of several experimental variables have been investigated: these include agitation, initial dye
concentration, clay mass and clay particle size. The mass transfer coefficient has been correlated with the
system variable by the following equation: kf = A(variable)B.
Keywords: dyes, adsorption, mass transfer, clay


1. Introduction
Synthetic dyestuffs can exist in the effluents of wastewater from different industries such textiles, paper,
leather, plastics, etc. [1]. Discharge of wastewater into natural streams and rivers from the industries using
dyes poses severe environmental problems. Even small quantities of dyes can color large water bodies,
which not only affects aesthetic merit but also reduces light penetration and photosynthesis. In addition,
most of dyes are either toxic or mutagenic and carcinogenic [2, 3]. For these reasons, the removal of dyes
from process or waste effluents becomes environmentally important.Conventional wastewater treatment
plants are not suited to remove the dyes due to their non-biodegradable features [4]. Therefore, alternative
methods have been developed to remove the dyes from wastewater, namely, coagulation and flocculation
[5], membrane separation [6], oxidation or ozonation [7, 8], electro-coagulation [9], and adsorption [10,
11].Among these methods, adsorption currently appears to offer the best potential for entire treatment [12].
Although activated carbon is the most widely used adsorbent for wastewater treatment, it is very expensive
and has high operating costs due to the high price of the activated carbon and to the high water flow rate
always involved.
Those costs can be greatly increased when there are a locally lack of carbon regeneration [13].
Consequently, in recent years, considerable attention has been devoted to the study of different types of
low-cost materials in order to remove the pollutants from aqueous phase [14, 15]. Many workers have
employed the perlite [16], biomaterial [17], recycled alum sludge [18], zeolites [19], clay [20], agriculture
waste residues [21] for removing the dyes from wastewater. Previously, efforts have been concerned by
equilibrium adsorption isotherms of certain dyes on clay [22-24]. Data have mainly served to predict
capacity of dye adsorption        systems using natural clay. However, this work studies kinetics of the
adsorption of congo red on natural clay.

2. Material and Methods

2.1 Clay
The Tunisian clay used was essentially in the sodium form and could therefore be described as sodium
bentonite. It contained ca, 56-68% of sodium smectite which is the most valuable type of smectite. The
total amount of non-claymaterialsreachs up 20%. Quartz, some calcite and a small amount of kaolinite form
a major impurity. The external surface area of the clay’s crude sample 71m2/g was recorded using a Carlo
Erba Sorptomatic 1800 surface analyzer with nitrogen as the sorbent. Based on mercury porosimetry usage
and specific gravity bottles, the porosity and density of the adsorbent were determined as 36% and

                                                     30
Journal of Environment and Earth Science                                                        www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012

2.05g/cm3, respectively [22].
The cation-exchange capacity of the clay as determined by the copper-ethylenediamine method was ca. 80
mequiv/100g calcined material. The adsorbent was not labour during low demand seasons is considered a
waste of resources. Absenteeism is the measure of unplanned absences from workplace due to some reasons
like personal emergency, accident, illness, etc. Turnover occurs when an active worker resigns from the
company of his own accord, thus leaving a vacant post until a replacement is found. If such disturbance has
caused a large number of tasks become unattended and overdue, the company is then vulnerable to
overtime cost, shrunk capacity and productivity, extra queuing time, lost business income, etc. In order to
prevent these deteriorative effects, optimising the number of workers can be helpful. As a fundamental
branch of knowledge in manufacturing business, workforce management will never fall behind the times.
Therefore, it is worth an attempt to incorporate a novel methodology, such as HMS, into the state of the art
of workforce sizing.
subjected to any form of pre-treatment other than washing the clay with distilled water to remove adhering
impurities and drying at 160°C.
2.2 Congo red
Congo red (CR) labeled Merck (C.I. 22120), was retained as an anionic disazo direct dye, containing NH2
and SO3 functional groups (see Fig.1). It has a maximum absorbency at wavelength 500nm on a UV vis
spectrophotometrer. The chemical formula and molecular weight of CR is C32H22N6 Na2O6S2 and
696.7g/mol respectively.

3. Theory

3.1 Kinetic Studies
It is necessary to study the kinetics of adsorption in batch systems in order to determine the rate limiting
step in the adsorption process. The mechanism of solute adsorption onto an adsorbent consists on several
steps. However, for the purposes of this work the overall adsorption processes is assumed to occur in the
following three steps;
      (i)     mass transfer of solute from bulk solution to the particle surface;
      (ii)    adsorption of solute onto sites; and
      (iii)   internal diffusion of solute via either a pore diffusion model, or homogenous solid phase
              diffusion.
In the process of establishing step, step (ii) is assumed rapid and thus not considered in any kinetic analysis.
Consequently, the two rate limiting steps considered are external mass transfer and intraparticle diffusion.
The development of models based on two such mass transport steps is quit complex, requiring a coupling
equation and its subsequent solution. Initially, therefore, simplifying assumptions were made attempts to
describe the adsorption processes in terms of an external mass transfer coefficient have been undertaken

3.2 External Mass Transfer Furusawamodel [25]
In a well agitated adsorber mixing the liquid phase is rapids.Hence, the concentration of a solute in the
liquid phase and the concentration of adsorbent particles in the liquids are essentially uniform throughout
the vessel. A more rapid method of determining the external mass transfer coefficient, kf, is possible, from
the boundary condition shown in equation (1).



                                       d Ct 
                                           C0 
                                       dt  = − k f A p                                                 (1)
                                              
                                               t =0
Ap is the external surface area of the clay particles. Thus kf could be obtained simply by drawing a tangent
to the curve, Ct/C0versus time, through the origin.The kf values can be correlated by the following equation:

                                                      31
Journal of Environment and Earth Science                                                       www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012

kf = A (variable) B
or in the logarithmic form:
                            Ln(kf) = ln (A) + B ln (variable)                                         (2)
Where the variable can represent agitation speed, initial dye concentration, clay mass or clay particle size.

3. Results and discussion

4.1. Effect of agitation
Figure 2 shows the experimental results obtained from a series of contact time studies for the adsorption of
(CR) on clay in which the degree of agitation, N, was varied. The curves represent concentration-time
profiles for moderately contact times.
The experiments were conducted over a 3h period. The results indicate that the rate of adsorption of CR
dye is controlled by the degree of agitation. Thus, the boundary layer resistance to mass transfer is reduced
by increasing agitation. The external mass transfer coefficients, kf, have been determined using equation (1)
and were plotted as ln (kf) versus ln(N) as shown in Fig.3. From this figure, alinear variation can be
observed.The data indicates that the external adsorption of dye on clay controlled by the degree of
increasing agitation diminishes the boundary layer resistance to mass transfer and increase the mobility of
the system. From kf values shown in Table 1 we found: A=1.26 10-9 and B = 1.81 .

4.2 Effect of Initial Dye Concentration
The initial dye concentration of an effluent is important since a given mass of mass clay can only adsorb a
certain amount of dye. Therefore, the more concentration an effluent, the smaller is the volume of effluent
that a fixed mass of clay can purify. The influence ofinitial dye concentration was studied and the range of
concentrations was varied depending on the amount of colouring matter in the commercial salt.
Experimental results are shown in Fig.4 for the adsorption of (CR) on clay. At high concentrations the lines
lie close together and fractional adsorption is low. However, for low concentrations the initial uptake of dye
is rapid, indicating a rapid surface reaction. Consequently, the concentration of dye in effluent will greatly
affect the extent and rate of dye uptakes on clay.
Fig.4. Effect of initial dye concentration.The external mass transfer coefficients, kf, were determined as
before and were plotted as ln( kf)versus ln(C0) as shown in Fig.5. Linear variation was observed. The
results are presented in Table 1.The external mass transfer coefficients are increasing as C0 decreases for
the dye CR being adsorbed onto clay. The values of A and B are respectively equal to 17.110-5 and-0.66.

4.3 Effect of Particle Size Range
The influence of contact time on dye ranges of particle size of clay was investigated using the size ranges
listed in Table 1.The experimental results are shown in Fig.6. The data shows an increase in the rate of dye
uptake as the mean diameter of clay decreases. This observation is in agreement with the proposed
mechanism, as the large external surface area removes more dye in the initial stages of the adsorption
process than large particles.
The external mass transfer coefficients, kf, were determined as before and are listed in Table 1. Figure 7
shows the ln(kf ) versus ln (dp) correlation of dye (CR), and a linear graph was obtained indicating that kf
varies with dp in a definite logarithmic manner. It is observed that increasing the mean particle diameter, dp,
results in a decrease in the external mass transfer coefficient, kf.
The values of A and B are respectively equal to 57, 9 10-5 and -0.71.

4. 4. Effect of Clay Mass
The effect of clay mass was studied on the dye (CR) when experimental conditions were maintained
constant. In all cases the rate of dye uptake increased with increasing clay mass; the results are shown in
Fig.8 as plot of Ct/C0 versus time. The external mass transfer coefficient depends on the driving force per
unit area, and in this case, since C0 is constant, increasing the mass of clay increases the surface area for

                                                        32
Journal of Environment and Earth Science                                                       www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012

adsorption and hence the rate of dye removal is increased. Since the particle size range is constant the
surface area will be directly proportional to the mass of clay in the system. From figure 9 we found: A =
2610-5 and B = 0.8.
4.5 Comparison with Various Adsorbent.
The comparison of the external mass transfer coefficient kf of Tunisian bentonite clay with various
adsorbent is given in Table 2. Even studied couple’s diversity, the external mass transfer coefficient, kf,
remains in the range 10-5 - 10-4 m/s.

5. Conclusion
The external mass transport phenomena which influence the extent and initial rate of uptake of congo red
(CR) on clay have been studied. A general model has been proposed which enables the external mass
transfer coefficient to be determined. The external mass transfer coefficient has been found to vary linearly
with agitation, initial dye concentration, clay particle size, mass of clay, according to the general equation:
kf = A (variable) B. The constants A and B have been determined for each variable. It appears that the rate
of dye removal increases with the agitation speed, the particle size and mass of adsorbent but it decreases
with the initial concentration. The external mass transfer coefficient, kf, and the results shows that this
coefficient is in the range of 10-5 - 10-4 m/s.
 References

[1] M.S. Chio, P. Ho, Y. Ho, H.Y.Li, Adsorption of anionic dyes in acid solutions using
chemically cross-linked chitosan beads, Dyes Pigments. 60 (2004) 69-84.
[2] K.C. Chen, J.Y. Wu, C.C. Huang, Y.M. Liang, S.C.J. Hwang, Decolorization of azo dye using
PVA-immobilized microorganisms, J. Biotechnol. 101 (2003) 241-252.
[3] R. Gong, Y. Ding, M. Li, C. Yang, H Liu, Y. Sun, Utilization of powdered peanut hull asbiosorbent for
removal of anionic dyes from aqueous solution, Dyes Pigments 64 (2005) 184-192.

[4] G. Annadurai, M. Chellapandia, M.R.V Krishnan, Adsorption of reactive dye on chitin, Environ. Monit.
Asses. 59 (1999) 111-119.
[5] J. Panswed, S. Wongchaisuwan, Mchanism of dye wastewater color removal by magnesium
carbonate-hydrated basic, Water Sci. Technol. 18 (1986) 139-144.
[6] G. Ciardelli, L. Corsi, M. Marucci, Menbrane separation for wastewater reuse in the textile industry,
Resour. Conserv. Recycl. 31 (2000) 189-197.
[7] K. Swaminathan, S. Sandhya, A. Carmalin Sophia, K. Pachhade, Y.V. Subrahmanyam, Decolorization
and degradation of H-acid and other dyes using ferrous-hydrogen peroxide system, Chemosphere 50 (2003)
619-625.
[8] M. Muthukumar, N. Selvakumar,Studies on the effect of inorganic salts on decoloration of acid dye
effluents by ozonation. Dyes Pigments 62 (2004) 221-228.
[9] A. Alinsafi, M. Khemis, M.N Pons, J.P. Leclerc. A. Yaacoubi, A. Ben- hammou, A. Nejmeddine,
Electro-coagulation of reactive textile dyes and textile wastewater. Chem. Eng. Process. 44 (2005) 464-470.
[10] M. Alkan, S. Clikcapa, O. Demirbas, M. Dogan, Removal of reactive blue 221 and acid blue 62
anionic dyes from aqueous solutions by sepiolite, Dyes Pigments 65 (2005) 251-259.
[11] I.D. Mall, V.C. Srivastava, N.K. agarwal, I.M. Mishra, Removal of Congo red from aqueous solution
by bagasse fly ash and activated carbon: kinetic study and equilibrium isotherm analyses, Chemosphere 61
(2005) 292-501.
[12] V.K. Gupta, I. Ali, Suhas, D. Mohan, Equibrium uptake and sorption dynamics for the removal of a
basic dye using low-cost adsorbents, J. Coll. Interface Sci. 265 (2003) 257-264.
[13] S.A. Figueiredo, J.M. Loureiro, R.A. Boaventura, Natural waste materials containing chitin as
adsorbents for textile dyestuffs: batch and continuous studies, Water Res. 39 (2005) 4142-4152.
[14] J. Pradhan, S.N. Das, R.S. Thakur, S.B. rao, Adsorption of hexavalent chromium from aqueous
solution by using activated red mud, J. Coll. Interface Sci. 217 (1999) 137-141.
[15] R. Asyhar,H. Wichhhmann, M. Bahadir, H.K. Cammenga, Equilibrium adsorption studies of activated


                                                      33
Journal of Environment and Earth Science                                                     www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012

co ke towards phenol and 4-nitrophenol, Fresen. Environ. Bull. 11 (2002) 270-277.
[16] M. Dogan, M. Alkan, Y. Onganer, Adsorption of methylene blue from aqueous solution onto perlite,
Water Air Soil Pollut. 120(2000) 229-248.
[17] J. S. Chang, C.Y. Chou, C. Lin, J.Y. Ho, Kinetic characteristics of bacterial azo-dye decolorization by
Pseudomonas Luteola, Water Res. 35 (2001) 2841-2850.
[18]W. Chu, Dye removal from textile dye wastewater using recycled alum sludge, Water Res. 35 (13)
(2001) 3147-3152.
[19] V. Meshko, L. Markovka, M. Mincheva. A.E. Rodrigues. Adsorption of basic dyes on granular
activated carbon and naturalzeolite, Water Res.35 (14) (2001) 3357-3366.
[20] F.C. Wu, R.L. Tseng, R.S Juang, Adsorption of dyes and humic acid from water using
chitisan-encapsulated activated carbon, J. Chem. Technol. Biotechnol. 77 (2002) 1279-1279.
[21] T. Robinson, B. Chandran. P. Nigam. Removal of dyes from an artificial textile dye effluent by two
agricultural waste residues, corncob and barley husk, Environ. Int. 28 (2002) 298-33.
 [22] M. Bagane, S. Guiza, Elimination d’un colorant des effluents de l’industrie textile par adsorption,
Ann.Chim. Sci. Mat., 25 (2000) 615-626.
[23] M. Bagane, S. Guiza, Etude du transport externe au cours de l’adsorption du bleu de méthyléne sur
argile naturelle, Entropie., 242 (2002) 115-127.
[24] S. Guiza, M. Bagane, Equilibrium studies for the adsorption of dyes on natural clay, Ann.Chim. Sci.
Mat., 29 (2004) 615-626.
[25] S. Guiza, M. Bagane, A. H. Al-Soudani, H. Ben Amor, Adsorption of basic dyes onto natural clay,
Adsorp. Sci & Technol., vol. 15, N4, (1997) 251-270.
[26] T. Furusawa, J. M. Smith, Fluid-particle and intraparticle mass transport rates inslurries, Ind.
Eng.chem.Fundam., 12 (1973) 197-202.
[27] Mc Kay. Gordon , M. El Geundi, M. M. Nasser, Equilibrium Studies during the removal of dyestuffs
from aqueous solutions solutions using bagasse pith, Wat. Res. (21) (1987) 1513-1520.
[28] Mc Kay. Gordon, S. J. Allen, Surface Mass Transfer Processes Using Peat as an Adsorbent of
Dyestuffs, Can J. of Chem Eng. 58 (1980) 521-526.
[39] M. El Geundi, External Mass Transport processes during the adsorption of basic dyestuffs onto maize
cob, Adsorp. Sci. & Technol. vol.7, N3, (1990) 124-132.
[30]Kaoua, A. Gaid, H. Ait Amar, Cinétique d'Adsorption du BM sur Différents Types d'Argiles
Kaoliniques, Bull. Soc. Chim. Fr. N4, (1987) 581-587.




                                                    34
Journal of Environment and Earth Science                                                            www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012




                            Figure1. Structure of Congo red Dyestuff.




                                          1
                                                                         N=207tr/min
                                      0.9
                                                                         N=460tr/min
                                      0.8
                                                                         N=684tr/min
                                      0.7
                             Ct/Co




                                      0.6
                                      0.5
                                      0.4
                                              0      20    40      60      80       100   120
                                                                t(min)

                                                  Figure2. Effect of Agitation.




                                          5
                                          4
                             Ln(105.Kf)




                                          3
                                          2
                                          1
                                          0
                                              4                5                6               7
                                                               Ln(N)

                                          Figure 3. Plot of ln (kf) versus ln (N).




                                                          35
Journal of Environment and Earth Science                                                                      www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012


                                                    1                                     Co=5mg/l
                                                                                          Co=10mg/l
                                                0.8                                       Co=15mg/l
                                                                                          Co=20mg/l
                                                0.6                                       Co=25mg/l
                                                                                          Co=30mg/l



                                        Ct/Co
                                                0.4
                                                0.2
                                                    0
                                                         0                   100                  200
                                                                           t(min)

                                                Figure 4 Effect of Initial Dye Concentration.




                                                                         y = -0.9363x + 5.8827
                                                                               R² = 0.9731
                           Ln(Kf.105)




                                                                          Ln(Co)


                                                    Figure 5. Plot of ln (kf) versus ln (C0).




                                                1                                         dp=0,45mm

                                         0.8                                              dp=0,80mm
                                                                                          dp=1,75mm
                                         0.6
                            Ct/C0




                                         0.4

                                         0.2

                                                0
                                                     0         20         40         60      80         100
                                                                           t (min)
                                                      Figure 6. Effect of particle size range



                                                                    36
Journal of Environment and Earth Science                                                                            www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012

                                                                                  5
                                                                                4,5
                                                                                  4
                                                                                3,5




                                          Ln (kf 10 5 )
                                                                                  3
                                                                                2,5
                                                                                  2
                                                                                1,5
                                                                                  1
                                                                                0,5
                                                                                  0
                                                  -1                  -0,5            0        0,5             1
                                                                              Ln ( dp )


                                                          Figure7. Plot of ln (kf) versus ln (dp).



                                         1
                                                                                                     m=0,02g
                                        0.8                                                          m0,04g
                                                                                                     m=0,08g
                                        0.6
                                                                                                     m=0,10g
                            Ct/Co




                                        0.4                                                          m=0,15g

                                        0.2

                                         0
                                                          0                         50                        100
                                                                                t(min)
                                                              Figure 8. Effect of Clay Mass.




                                                                y = 0.7179x + 4.9269
                                                                      R² = 0.968
                            Ln(Kf105)




                                                                             Ln(m)

                                                          Figure 9. Plot of ln (kf) versus ln (m).




                                                                      37
Journal of Environment and Earth Science                                    www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012

                         Table 1. External Mass Transfer Coefficients kf.

                                   Effect of             kf (10-5 m/s)
                                               207           1.90
                           N (tr/min)          460           8.33
                                               684          16.30

                                                5            5.10
                                               10            4.90
                            C0 (mg/l)          15            2.65
                                               20            2.50
                                               25            1.90

                                               30            1.67
                                               0.02          0.80
                                               0.04          1.60
                             m (g)             0.08          2.80
                                               0.10          3.80

                                               0.15          4.50
                                               0.45          0.28
                            dp (mm)            0.80          0.19
                                               1.75          0.11




                                                    38
Journal of Environment and Earth Science                                                                     www.iiste.org
ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online)
Vol 2, No.3, 2012

          Table 2. Comparison of the External Mass Transfer Coefficient kf with Various Adsorbent.

Adsorbent     Variable                 Dyes    Variable                                                                      Ref.
                                               N (tr/min)                  C0 (mg/l)           m (g)             T (K)

Peat          20 ≤C0≤ 1000mg/l
              100 ≤ N     ≤600rpm      Telon   K1N0.26                        K2 C0-1.1        -                 K3T5.5      [27]
              291 ≤ T ≤      353 K     Blue
                                       BB 69   6.610-4N1.223                0.734 C0-1.30      25.4103m0.4       -
                                                        2     0.69                     -0.83           1   0.5
Maize cob     75 ≤ C0     ≤400mg/l     BR 22   5.0210 N                     0.080 C0           5.0510 m          -           [28]
              75 ≤ N     ≤ 600 rpm
              0.85 ≤ m      ≤   3.40
              g
                                       AB 25   10-3 N0.993                   9 C0-0.67         0.553 m-0.154     0.28T6.28
Bagasse       25 ≤ C0     ≤300mg/l     AR      410-3 N0.897                 22 C0-0.792        0.631 m-0.081     0.310T3.7   [29]
pith          100 ≤N ≤ 600 rpm         114
              0.425 ≤ m ≤ 3.40 g       BB 69   1.410-2N0.981                84 C0 –0.644       3.28 m-0.19       0.110T4.9
              293 ≤ T ≤ 353 K          BR 22   2 10-3 N1.19                 128 C0-0.771       2.93 m-0.224      0.415T6.2
Kaolinite         C0   ≤ 50 mg/l       BM      10.59 C0-1.02                                                                 [30]
                                                        -5         -0.66
Bentonite     5 ≤ C0     ≤30mg/l               17.110          C
                                                         -9
              207 ≤N ≤ 684 rpm                 1.26 10          N1.81                                                        This
                                                        -5     0.88
              0.02 ≤ m ≤ 0.15 g        RC       26 10 m                                                                      work
              0.45 ≤ dp 1.75mm                 57.910-5 dp-0.71




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11.[30 39]sorption kinetics for dye removal from aqueous solution using natural clay

  • 1. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 Sorption Kinetics for Dye Removal From Aqueous Solution Using Natural Clay Guiza Sami* Bagane Mohamed National of Chemical Engineering, Gabés University, 6029 Zrig, Gabés , Tunisia * E-mail of the corresponding author: sami_guiza@yahoo.fr Abstract The kinetics of the adsorption of Congo red onto natural clay has been studied in an agitation batch adsorber. The Furusawa model has been used to determine the external transfer coefficient for the system and the effect of several experimental variables have been investigated: these include agitation, initial dye concentration, clay mass and clay particle size. The mass transfer coefficient has been correlated with the system variable by the following equation: kf = A(variable)B. Keywords: dyes, adsorption, mass transfer, clay 1. Introduction Synthetic dyestuffs can exist in the effluents of wastewater from different industries such textiles, paper, leather, plastics, etc. [1]. Discharge of wastewater into natural streams and rivers from the industries using dyes poses severe environmental problems. Even small quantities of dyes can color large water bodies, which not only affects aesthetic merit but also reduces light penetration and photosynthesis. In addition, most of dyes are either toxic or mutagenic and carcinogenic [2, 3]. For these reasons, the removal of dyes from process or waste effluents becomes environmentally important.Conventional wastewater treatment plants are not suited to remove the dyes due to their non-biodegradable features [4]. Therefore, alternative methods have been developed to remove the dyes from wastewater, namely, coagulation and flocculation [5], membrane separation [6], oxidation or ozonation [7, 8], electro-coagulation [9], and adsorption [10, 11].Among these methods, adsorption currently appears to offer the best potential for entire treatment [12]. Although activated carbon is the most widely used adsorbent for wastewater treatment, it is very expensive and has high operating costs due to the high price of the activated carbon and to the high water flow rate always involved. Those costs can be greatly increased when there are a locally lack of carbon regeneration [13]. Consequently, in recent years, considerable attention has been devoted to the study of different types of low-cost materials in order to remove the pollutants from aqueous phase [14, 15]. Many workers have employed the perlite [16], biomaterial [17], recycled alum sludge [18], zeolites [19], clay [20], agriculture waste residues [21] for removing the dyes from wastewater. Previously, efforts have been concerned by equilibrium adsorption isotherms of certain dyes on clay [22-24]. Data have mainly served to predict capacity of dye adsorption systems using natural clay. However, this work studies kinetics of the adsorption of congo red on natural clay. 2. Material and Methods 2.1 Clay The Tunisian clay used was essentially in the sodium form and could therefore be described as sodium bentonite. It contained ca, 56-68% of sodium smectite which is the most valuable type of smectite. The total amount of non-claymaterialsreachs up 20%. Quartz, some calcite and a small amount of kaolinite form a major impurity. The external surface area of the clay’s crude sample 71m2/g was recorded using a Carlo Erba Sorptomatic 1800 surface analyzer with nitrogen as the sorbent. Based on mercury porosimetry usage and specific gravity bottles, the porosity and density of the adsorbent were determined as 36% and 30
  • 2. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 2.05g/cm3, respectively [22]. The cation-exchange capacity of the clay as determined by the copper-ethylenediamine method was ca. 80 mequiv/100g calcined material. The adsorbent was not labour during low demand seasons is considered a waste of resources. Absenteeism is the measure of unplanned absences from workplace due to some reasons like personal emergency, accident, illness, etc. Turnover occurs when an active worker resigns from the company of his own accord, thus leaving a vacant post until a replacement is found. If such disturbance has caused a large number of tasks become unattended and overdue, the company is then vulnerable to overtime cost, shrunk capacity and productivity, extra queuing time, lost business income, etc. In order to prevent these deteriorative effects, optimising the number of workers can be helpful. As a fundamental branch of knowledge in manufacturing business, workforce management will never fall behind the times. Therefore, it is worth an attempt to incorporate a novel methodology, such as HMS, into the state of the art of workforce sizing. subjected to any form of pre-treatment other than washing the clay with distilled water to remove adhering impurities and drying at 160°C. 2.2 Congo red Congo red (CR) labeled Merck (C.I. 22120), was retained as an anionic disazo direct dye, containing NH2 and SO3 functional groups (see Fig.1). It has a maximum absorbency at wavelength 500nm on a UV vis spectrophotometrer. The chemical formula and molecular weight of CR is C32H22N6 Na2O6S2 and 696.7g/mol respectively. 3. Theory 3.1 Kinetic Studies It is necessary to study the kinetics of adsorption in batch systems in order to determine the rate limiting step in the adsorption process. The mechanism of solute adsorption onto an adsorbent consists on several steps. However, for the purposes of this work the overall adsorption processes is assumed to occur in the following three steps; (i) mass transfer of solute from bulk solution to the particle surface; (ii) adsorption of solute onto sites; and (iii) internal diffusion of solute via either a pore diffusion model, or homogenous solid phase diffusion. In the process of establishing step, step (ii) is assumed rapid and thus not considered in any kinetic analysis. Consequently, the two rate limiting steps considered are external mass transfer and intraparticle diffusion. The development of models based on two such mass transport steps is quit complex, requiring a coupling equation and its subsequent solution. Initially, therefore, simplifying assumptions were made attempts to describe the adsorption processes in terms of an external mass transfer coefficient have been undertaken 3.2 External Mass Transfer Furusawamodel [25] In a well agitated adsorber mixing the liquid phase is rapids.Hence, the concentration of a solute in the liquid phase and the concentration of adsorbent particles in the liquids are essentially uniform throughout the vessel. A more rapid method of determining the external mass transfer coefficient, kf, is possible, from the boundary condition shown in equation (1).  d Ct   C0   dt  = − k f A p (1)     t =0 Ap is the external surface area of the clay particles. Thus kf could be obtained simply by drawing a tangent to the curve, Ct/C0versus time, through the origin.The kf values can be correlated by the following equation: 31
  • 3. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 kf = A (variable) B or in the logarithmic form: Ln(kf) = ln (A) + B ln (variable) (2) Where the variable can represent agitation speed, initial dye concentration, clay mass or clay particle size. 3. Results and discussion 4.1. Effect of agitation Figure 2 shows the experimental results obtained from a series of contact time studies for the adsorption of (CR) on clay in which the degree of agitation, N, was varied. The curves represent concentration-time profiles for moderately contact times. The experiments were conducted over a 3h period. The results indicate that the rate of adsorption of CR dye is controlled by the degree of agitation. Thus, the boundary layer resistance to mass transfer is reduced by increasing agitation. The external mass transfer coefficients, kf, have been determined using equation (1) and were plotted as ln (kf) versus ln(N) as shown in Fig.3. From this figure, alinear variation can be observed.The data indicates that the external adsorption of dye on clay controlled by the degree of increasing agitation diminishes the boundary layer resistance to mass transfer and increase the mobility of the system. From kf values shown in Table 1 we found: A=1.26 10-9 and B = 1.81 . 4.2 Effect of Initial Dye Concentration The initial dye concentration of an effluent is important since a given mass of mass clay can only adsorb a certain amount of dye. Therefore, the more concentration an effluent, the smaller is the volume of effluent that a fixed mass of clay can purify. The influence ofinitial dye concentration was studied and the range of concentrations was varied depending on the amount of colouring matter in the commercial salt. Experimental results are shown in Fig.4 for the adsorption of (CR) on clay. At high concentrations the lines lie close together and fractional adsorption is low. However, for low concentrations the initial uptake of dye is rapid, indicating a rapid surface reaction. Consequently, the concentration of dye in effluent will greatly affect the extent and rate of dye uptakes on clay. Fig.4. Effect of initial dye concentration.The external mass transfer coefficients, kf, were determined as before and were plotted as ln( kf)versus ln(C0) as shown in Fig.5. Linear variation was observed. The results are presented in Table 1.The external mass transfer coefficients are increasing as C0 decreases for the dye CR being adsorbed onto clay. The values of A and B are respectively equal to 17.110-5 and-0.66. 4.3 Effect of Particle Size Range The influence of contact time on dye ranges of particle size of clay was investigated using the size ranges listed in Table 1.The experimental results are shown in Fig.6. The data shows an increase in the rate of dye uptake as the mean diameter of clay decreases. This observation is in agreement with the proposed mechanism, as the large external surface area removes more dye in the initial stages of the adsorption process than large particles. The external mass transfer coefficients, kf, were determined as before and are listed in Table 1. Figure 7 shows the ln(kf ) versus ln (dp) correlation of dye (CR), and a linear graph was obtained indicating that kf varies with dp in a definite logarithmic manner. It is observed that increasing the mean particle diameter, dp, results in a decrease in the external mass transfer coefficient, kf. The values of A and B are respectively equal to 57, 9 10-5 and -0.71. 4. 4. Effect of Clay Mass The effect of clay mass was studied on the dye (CR) when experimental conditions were maintained constant. In all cases the rate of dye uptake increased with increasing clay mass; the results are shown in Fig.8 as plot of Ct/C0 versus time. The external mass transfer coefficient depends on the driving force per unit area, and in this case, since C0 is constant, increasing the mass of clay increases the surface area for 32
  • 4. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 adsorption and hence the rate of dye removal is increased. Since the particle size range is constant the surface area will be directly proportional to the mass of clay in the system. From figure 9 we found: A = 2610-5 and B = 0.8. 4.5 Comparison with Various Adsorbent. The comparison of the external mass transfer coefficient kf of Tunisian bentonite clay with various adsorbent is given in Table 2. Even studied couple’s diversity, the external mass transfer coefficient, kf, remains in the range 10-5 - 10-4 m/s. 5. Conclusion The external mass transport phenomena which influence the extent and initial rate of uptake of congo red (CR) on clay have been studied. A general model has been proposed which enables the external mass transfer coefficient to be determined. The external mass transfer coefficient has been found to vary linearly with agitation, initial dye concentration, clay particle size, mass of clay, according to the general equation: kf = A (variable) B. The constants A and B have been determined for each variable. It appears that the rate of dye removal increases with the agitation speed, the particle size and mass of adsorbent but it decreases with the initial concentration. The external mass transfer coefficient, kf, and the results shows that this coefficient is in the range of 10-5 - 10-4 m/s. References [1] M.S. Chio, P. Ho, Y. Ho, H.Y.Li, Adsorption of anionic dyes in acid solutions using chemically cross-linked chitosan beads, Dyes Pigments. 60 (2004) 69-84. [2] K.C. Chen, J.Y. Wu, C.C. Huang, Y.M. Liang, S.C.J. Hwang, Decolorization of azo dye using PVA-immobilized microorganisms, J. Biotechnol. 101 (2003) 241-252. [3] R. Gong, Y. Ding, M. Li, C. Yang, H Liu, Y. Sun, Utilization of powdered peanut hull asbiosorbent for removal of anionic dyes from aqueous solution, Dyes Pigments 64 (2005) 184-192. [4] G. Annadurai, M. Chellapandia, M.R.V Krishnan, Adsorption of reactive dye on chitin, Environ. Monit. Asses. 59 (1999) 111-119. [5] J. Panswed, S. Wongchaisuwan, Mchanism of dye wastewater color removal by magnesium carbonate-hydrated basic, Water Sci. Technol. 18 (1986) 139-144. [6] G. Ciardelli, L. Corsi, M. Marucci, Menbrane separation for wastewater reuse in the textile industry, Resour. Conserv. Recycl. 31 (2000) 189-197. [7] K. Swaminathan, S. Sandhya, A. Carmalin Sophia, K. Pachhade, Y.V. Subrahmanyam, Decolorization and degradation of H-acid and other dyes using ferrous-hydrogen peroxide system, Chemosphere 50 (2003) 619-625. [8] M. Muthukumar, N. Selvakumar,Studies on the effect of inorganic salts on decoloration of acid dye effluents by ozonation. Dyes Pigments 62 (2004) 221-228. [9] A. Alinsafi, M. Khemis, M.N Pons, J.P. Leclerc. A. Yaacoubi, A. Ben- hammou, A. Nejmeddine, Electro-coagulation of reactive textile dyes and textile wastewater. Chem. Eng. Process. 44 (2005) 464-470. [10] M. Alkan, S. Clikcapa, O. Demirbas, M. Dogan, Removal of reactive blue 221 and acid blue 62 anionic dyes from aqueous solutions by sepiolite, Dyes Pigments 65 (2005) 251-259. [11] I.D. Mall, V.C. Srivastava, N.K. agarwal, I.M. Mishra, Removal of Congo red from aqueous solution by bagasse fly ash and activated carbon: kinetic study and equilibrium isotherm analyses, Chemosphere 61 (2005) 292-501. [12] V.K. Gupta, I. Ali, Suhas, D. Mohan, Equibrium uptake and sorption dynamics for the removal of a basic dye using low-cost adsorbents, J. Coll. Interface Sci. 265 (2003) 257-264. [13] S.A. Figueiredo, J.M. Loureiro, R.A. Boaventura, Natural waste materials containing chitin as adsorbents for textile dyestuffs: batch and continuous studies, Water Res. 39 (2005) 4142-4152. [14] J. Pradhan, S.N. Das, R.S. Thakur, S.B. rao, Adsorption of hexavalent chromium from aqueous solution by using activated red mud, J. Coll. Interface Sci. 217 (1999) 137-141. [15] R. Asyhar,H. Wichhhmann, M. Bahadir, H.K. Cammenga, Equilibrium adsorption studies of activated 33
  • 5. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 co ke towards phenol and 4-nitrophenol, Fresen. Environ. Bull. 11 (2002) 270-277. [16] M. Dogan, M. Alkan, Y. Onganer, Adsorption of methylene blue from aqueous solution onto perlite, Water Air Soil Pollut. 120(2000) 229-248. [17] J. S. Chang, C.Y. Chou, C. Lin, J.Y. Ho, Kinetic characteristics of bacterial azo-dye decolorization by Pseudomonas Luteola, Water Res. 35 (2001) 2841-2850. [18]W. Chu, Dye removal from textile dye wastewater using recycled alum sludge, Water Res. 35 (13) (2001) 3147-3152. [19] V. Meshko, L. Markovka, M. Mincheva. A.E. Rodrigues. Adsorption of basic dyes on granular activated carbon and naturalzeolite, Water Res.35 (14) (2001) 3357-3366. [20] F.C. Wu, R.L. Tseng, R.S Juang, Adsorption of dyes and humic acid from water using chitisan-encapsulated activated carbon, J. Chem. Technol. Biotechnol. 77 (2002) 1279-1279. [21] T. Robinson, B. Chandran. P. Nigam. Removal of dyes from an artificial textile dye effluent by two agricultural waste residues, corncob and barley husk, Environ. Int. 28 (2002) 298-33. [22] M. Bagane, S. Guiza, Elimination d’un colorant des effluents de l’industrie textile par adsorption, Ann.Chim. Sci. Mat., 25 (2000) 615-626. [23] M. Bagane, S. Guiza, Etude du transport externe au cours de l’adsorption du bleu de méthyléne sur argile naturelle, Entropie., 242 (2002) 115-127. [24] S. Guiza, M. Bagane, Equilibrium studies for the adsorption of dyes on natural clay, Ann.Chim. Sci. Mat., 29 (2004) 615-626. [25] S. Guiza, M. Bagane, A. H. Al-Soudani, H. Ben Amor, Adsorption of basic dyes onto natural clay, Adsorp. Sci & Technol., vol. 15, N4, (1997) 251-270. [26] T. Furusawa, J. M. Smith, Fluid-particle and intraparticle mass transport rates inslurries, Ind. Eng.chem.Fundam., 12 (1973) 197-202. [27] Mc Kay. Gordon , M. El Geundi, M. M. Nasser, Equilibrium Studies during the removal of dyestuffs from aqueous solutions solutions using bagasse pith, Wat. Res. (21) (1987) 1513-1520. [28] Mc Kay. Gordon, S. J. Allen, Surface Mass Transfer Processes Using Peat as an Adsorbent of Dyestuffs, Can J. of Chem Eng. 58 (1980) 521-526. [39] M. El Geundi, External Mass Transport processes during the adsorption of basic dyestuffs onto maize cob, Adsorp. Sci. & Technol. vol.7, N3, (1990) 124-132. [30]Kaoua, A. Gaid, H. Ait Amar, Cinétique d'Adsorption du BM sur Différents Types d'Argiles Kaoliniques, Bull. Soc. Chim. Fr. N4, (1987) 581-587. 34
  • 6. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 Figure1. Structure of Congo red Dyestuff. 1 N=207tr/min 0.9 N=460tr/min 0.8 N=684tr/min 0.7 Ct/Co 0.6 0.5 0.4 0 20 40 60 80 100 120 t(min) Figure2. Effect of Agitation. 5 4 Ln(105.Kf) 3 2 1 0 4 5 6 7 Ln(N) Figure 3. Plot of ln (kf) versus ln (N). 35
  • 7. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 1 Co=5mg/l Co=10mg/l 0.8 Co=15mg/l Co=20mg/l 0.6 Co=25mg/l Co=30mg/l Ct/Co 0.4 0.2 0 0 100 200 t(min) Figure 4 Effect of Initial Dye Concentration. y = -0.9363x + 5.8827 R² = 0.9731 Ln(Kf.105) Ln(Co) Figure 5. Plot of ln (kf) versus ln (C0). 1 dp=0,45mm 0.8 dp=0,80mm dp=1,75mm 0.6 Ct/C0 0.4 0.2 0 0 20 40 60 80 100 t (min) Figure 6. Effect of particle size range 36
  • 8. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 5 4,5 4 3,5 Ln (kf 10 5 ) 3 2,5 2 1,5 1 0,5 0 -1 -0,5 0 0,5 1 Ln ( dp ) Figure7. Plot of ln (kf) versus ln (dp). 1 m=0,02g 0.8 m0,04g m=0,08g 0.6 m=0,10g Ct/Co 0.4 m=0,15g 0.2 0 0 50 100 t(min) Figure 8. Effect of Clay Mass. y = 0.7179x + 4.9269 R² = 0.968 Ln(Kf105) Ln(m) Figure 9. Plot of ln (kf) versus ln (m). 37
  • 9. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 Table 1. External Mass Transfer Coefficients kf. Effect of kf (10-5 m/s) 207 1.90 N (tr/min) 460 8.33 684 16.30 5 5.10 10 4.90 C0 (mg/l) 15 2.65 20 2.50 25 1.90 30 1.67 0.02 0.80 0.04 1.60 m (g) 0.08 2.80 0.10 3.80 0.15 4.50 0.45 0.28 dp (mm) 0.80 0.19 1.75 0.11 38
  • 10. Journal of Environment and Earth Science www.iiste.org ISSN 2224-3216 (Paper) ISSN 2225-0948 (Online) Vol 2, No.3, 2012 Table 2. Comparison of the External Mass Transfer Coefficient kf with Various Adsorbent. Adsorbent Variable Dyes Variable Ref. N (tr/min) C0 (mg/l) m (g) T (K) Peat 20 ≤C0≤ 1000mg/l 100 ≤ N ≤600rpm Telon K1N0.26 K2 C0-1.1 - K3T5.5 [27] 291 ≤ T ≤ 353 K Blue BB 69 6.610-4N1.223 0.734 C0-1.30 25.4103m0.4 - 2 0.69 -0.83 1 0.5 Maize cob 75 ≤ C0 ≤400mg/l BR 22 5.0210 N 0.080 C0 5.0510 m - [28] 75 ≤ N ≤ 600 rpm 0.85 ≤ m ≤ 3.40 g AB 25 10-3 N0.993 9 C0-0.67 0.553 m-0.154 0.28T6.28 Bagasse 25 ≤ C0 ≤300mg/l AR 410-3 N0.897 22 C0-0.792 0.631 m-0.081 0.310T3.7 [29] pith 100 ≤N ≤ 600 rpm 114 0.425 ≤ m ≤ 3.40 g BB 69 1.410-2N0.981 84 C0 –0.644 3.28 m-0.19 0.110T4.9 293 ≤ T ≤ 353 K BR 22 2 10-3 N1.19 128 C0-0.771 2.93 m-0.224 0.415T6.2 Kaolinite C0 ≤ 50 mg/l BM 10.59 C0-1.02 [30] -5 -0.66 Bentonite 5 ≤ C0 ≤30mg/l 17.110 C -9 207 ≤N ≤ 684 rpm 1.26 10 N1.81 This -5 0.88 0.02 ≤ m ≤ 0.15 g RC 26 10 m work 0.45 ≤ dp 1.75mm 57.910-5 dp-0.71 39
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