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International Journal of Engineering Sciences & Emerging Technologies, Jan 2015.
ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET
707
KINETICS, EQUILIBRIUM AND THERMODYNAMICS STUDIES
ON BIOSORPTION OF HEAVY METALS BY FUNGAL BIOMASS
Wajeeha Azhar and Shazia Iram
Department of Environmental Sciences, Fatima Jinnah Women University,
The Mall, Rawalpindi, Pakistan.
ABSTRACT
Batch studies were conducted to assess biosorption potential of Aspergillus niger and Aspergillus flavus dead
biomass, operated under various pH (5, 6 and 7), temperature (20, 30 and 40ºC) and initial metal concentration
(300, 600 and 900ppm) conditions. The maximum sorption by A. flavus being a better adsorbent showed to be
257mg/g for Cr (III) at 40C leading to 85.6% biosorption. Metal uptake was preeminent at pH 6 and decreased
at pH 7. Results revealed amplifying uptake in biosorption with the increase in temperature and initial metal
concentration. Kinetics and equilibrium studies were carried out in which pseudo-second-order kinetic model and
Langmuir adsorption isotherm best represented the biosorption with regression coefficient values > 0.982
respectively. The calculated thermodynamic parameters (∆G, ∆H and ∆S) showed that the biosorption of each
of the metal ions on A. flavus was spontaneous, feasible and endothermic. A. flavus was efficient for removal of
toxic metals.
KEYWORDS: Biosorption, Kinetics, Equilibrium, Thermodynamics, fungal biomass.
I. INTRODUCTION
Pollution of heavy metals in agricultural land has been chiefly due to the discharge of industrial
effluents in agricultural soil. Industrial effluents may release into the agricultural land by a large number
of processes [1, 2, 3]. They are in soluble form and cannot be eliminated and degraded to products
which are harmless; hence they are very toxic to natural systems and persist in the ecosystem
indefinitely [4,5]. There are many conventional methods which have limitations and demerits in
application. Biosorption is relatively cost effective and ecofriendly technique as metal recovery is
possible, highly efficient, biosorbent can be regenerated and reused as well as no additional nutrient
media is required for revival of culture. There are many factors which effect the efficiency of
biosorption e.g., temperature, pH, biomass concentration, metal concentration in a solution, shaking
time, shaking speed and pre-treatment of the biomass. The dead cells of fungal biomass are proven to
be more effective for biosorption than live cells [6, 7,8].
The present study was conducted on the isolated filamentous fungi A. niger and A. flavus from the
contaminated agricultural areas of Multan and Kasur, Pakistan respectively. The objectives of this
study include biosorption potential of fungal strains, to check the factors effecting process, to study
kinetics, equilibrium and thermodynamic parameters.
II. MATERIAL AND METHODS
2.1 Preparation of Fungal Biomass and Adsorbent
The fungal strains were isolated from the agricultural soil of Multan and Kasur, Pakistan. Biomass of
the test fungi were collected by growing in Potato Dextrose broth to obtain the biomass in bulk. The
dried biomass was then grinded to use as adsorbent.
International Journal of Engineering Sciences & Emerging Technologies, Jan 2015.
ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET
708
2.2 Preparation of Stock Solutions of Heavy Metals as Adsorbate
All chemicals used in present study were of analytical purity. Stock solutions of heavy metals were
prepared by dissolving 7.843g of Cr (ІІІ) and 3.93g of Cu (ІІ) in 1L of distilled water.
2.3 Effect of pH, Temperature and Initial Metal Concentration
To check the effect of pH and initial metal concentration solutions were prepared of different pH
(5, 6 and 7) and 300, 600 and 900ppm initial metal concentration. The process was operated at
different temperature conditions i.e. 20, 30 and 40C.
2.4 Analysis of Metal Biosorption by Fungal Biomass
Biosorption was done by adding 0.5g of fungal biomass in 100mL metal solution under different
conditions to determine the effect of pH, temperature and initial metal concentration [9]. The
residual metal ion was analyzed by flame atomic absorption spectrophotometer. Biosorption
capacity i.e. the amount of metal ions (mg) sorbed by fungal biomass (g) was calculated by using
Eq. 1.
Q = (Ci – Cf) V/m (1)
where Q is the metal ion bioadsorbed (mg g-1) of biomass, Ci and Cf are initial and final metal ion
concentration (mgL-1), m is the mass of fungi biomass in the reaction mixture (g) and V is volume
of the reaction mixture (L).
III. RESULTS AND DISCUSSION
Biosorption capacity of A. niger and A. flavus was investigated at different conditions of pH (5, 6
and 7), initial metal concentration (300, 600 and 900ppm) and temperature (20, 30 and 40C). In
this study the kinetic, equilibrium and thermodynamics studies were done for the isolate (A. flavus)
showing the better uptake capacity for metal ions. The metal uptake capacity by A. niger and A.
flavus is shown in the Table 1.
Table 1. Metal uptake capacity of A. niger and A. flavus.
Adsorbent Aspergillus niger Aspergillus flavus
Adsorbate Cu (II)
mg/g
Cr (III)
mg/g
Cu (II)
mg/g
Cr (III)
mg/g
Effect of Initial Metal Concentration
300ppm 200 210 192 239
600ppm 409 426.4 433.2 458
900ppm 665 677.36 682 732
Effect of pH
5 75.617 80.1 233 242
6 85.456 116.68 239 248.8
7 75.057 112.88 232.7 239
Effect of Temperature
20C 119 122 229 232
30C 145 157 233 242.7
40C 159 163 242.4 257
A comparative study was performed to check the biosorption efficiency by A. niger and A. flavus
for the Cu (II) and Pb (II). It was evaluated that the A. flavus has a better uptake capacity as
compared to A. niger for both of the metal ions [10]. In current study experiments performed to
check the effect of pH revealed the best pH at 6 for the biosorption of Cu (II) and Cr (III) metal ion
by A. flavus as it alters the solution chemistry. In a study Aspergillus flavus, Trichoderma harzianum
and Aspergillus niger from solid waste leachate were isolated and checked against Cu, Zn, Hg and
Pb. The optimum conditions were determined to be at pH 6 [11]. In another study pH 6 was found
the optimum pH for the biosorption of Pb (II) and Cd (II) for pretreated fungal biomass. Cereal
chaff was used as a biosorbent and was evaluated that biosorption increased with the increase in pH
until the optimum pH 6 [12].
International Journal of Engineering Sciences & Emerging Technologies, Jan 2015.
ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET
709
Temperature is one of the factors which may affect the sorption efficiency above the range of 35C.
however biosorption increases with the increase in temperature [13]. In present study the effect of
temperature revealed the increase in biosorption with the increase in temperature due to the
increased collision frequency between sorbate and sorbent. As a result the kinetic energy increased
and the biosorption sites of the adsorbent became active and the capability to adsorb also increased.
A. flavus showed the uptake capacity with the value of 242mg/g and 257mg/g for Cu (II) and Cr
(III) respectively at 40C. Lead removal by A. flavus was investigated in a study. The effect of pH,
temperature and biosorbent concentration was checked and it was found that the maximum uptake
was 144.5mg/g at 4 pH and 40C [14]. In a study biosorption of Pb, Cu and Cd by Phanerochaete
chrysosporium was studied. Results revealed that the biosorption increased with the increase in
initial metal concentration [15]. In another study of cadmium biosorption by biomass seaweed and
chromium biosorption by Termitomyces clypeatus it was suggested that the biosorpion increased
with the increase in metal concentration [16,17].
3.1 Biosorption Kinetics
A number of kinetic models are required to create the mechanism of a biosorption process. In order
to examine the kinetics of the biosorption of these metal ions on A. flavus biomass, two kinetic
models were employed. One of such models is the Langergren pseudo-first-order and pseudo-
second-order.
The study of biosorption kinetics enables to describe the rate of adsorption by adsorbent and this
rate controls the solid liquid interface. In all the experiments performed to investigate the
biosorption potential of A. flavus and it was noted that biosorption has two phases so biphasic
kinetics was observed in this process. First phase was rapid and metals adsorbed rapidly on the
adsorbent resulting in a fast biosorption process and eventually leading to the equilibrium stage.
Second phase is the slow phase in which biosorption is relatively slower. The first phase is
instantaneous stage of biosorption while the second phase is the gradual biosorption. The
biosorption of each of the metal ions achieved equilibrium within 180min although their rate of
adsorption was different depending on the metal ion.
The kinetic models were employed on the sorption of A. flavus. For pseudo-second-order model
t/qt was taken against time (min) whereas for pseudo-first-order log (qe – qt) was taken on y-axis.
On comparison of the R2
values for each of the metal ion biosorption pseudo-second-order model
was the best model to predict the dynamic biosorption of Cu (II) and Cr (III) shown in Table 2.
Models were employed for the data depicting the effect of temperature, pH and initial metal
concentration. In a study the biosorption was performed in which Cu (II) uptake by S. cerevisiae
was best described by pseudo-second-order model [18].
Figure 1. Pseudo-second-order kinetics for the biosorption of Cu (II) and Cr (III) ions by A. flavus. (Effect
of pH)
0.00
0.50
1.00
1.50
20 70 120 170 220 270
t/qt
Time (min)
pH 6
Ion Concen 300ppm
Temp 30ºC
Cu
Cr
International Journal of Engineering Sciences & Emerging Technologies, Jan 2015.
ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET
710
Figure 2. Pseudo-second-order kinetics for the biosorption of Cu (II) and Cr (III) ions by A. flavus. (Effect
of Temperature)
Figure 3. Pseudo-second-order kinetics for the biosorption of Cu (II) and Cr (III) ions by A. flavus. (Effect
of Initial Metal Concentration)
3.2 Equilibrium Studies
Adsorption isotherms provide a relationship between the amount of metal ions in the solution and
the amount of metal ions adsorbed on the surface of adsorbent at equilibrium. To calculate the
biosorption of metal ions and equilibrium of the process different models of equilibrium were
applied.
3.2.1The Langmuir Adsorption Isotherm
The Langmuir model was chosen for the judgment of most adsorption competence resultant to entire
monolayer coverage on the surface of biomass. The Langmuir model takes a postulation that the
adsorption takes place at definite homogenous sites inside the adsorbent. In all the results the
biosorption increased with the increase in temperature. After 180 min equilibrium was almost
attained. The increase in biosorption with the increase in temperature is because of the increase in
the kinetic energy of sorbent particles. Hence the collisions increase between the sorbent and
adsorbate and eventually causes the increase in sorption. There may be one other reason of increase
in biosorption with increase in temperature. That can be explained in a way that may be the sorption
sites become active on the rise of temperature. On comparison of R2
values it was evaluated that
Langmuir was the best model to predict the nature of the adsorbent. This investigation suggested
the monolayer adsorption due to high regression coefficients values i.e. > 0.982. The regression
coefficients values for Langmuir adsorption isotherm is given in Table 2.
0.00
0.20
0.40
0.60
0.80
1.00
1.20
1.40
20 70 120 170 220 270
t/qt
Time (min)
pH 5
Ion Concen 300ppm
Temp 40ºC
Cu Cr
0.00
0.10
0.20
0.30
0.40
0.50
20 70 120 170 220 270
t/qt
Time (min)
pH 5
Ion Concen 900ppm
Temp 30ºC
Cu
Cr
International Journal of Engineering Sciences & Emerging Technologies, Jan 2015.
ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET
711
Table 2. Regression coefficients of isotherms
Parame
ters
Langmuir Freundlich
Pseudo-first-
order
Pseudo-second-
order
Cu (II)
Cr
(III)
Cu
(II)
Cr
(III)
Cu
(II)
Cr
(III)
Cu
(II)
Cr
(III)
Effect of pH
5 0.985 0.995 0.896 0.898 0.853 0.846 0.999 0.993
6 0.987 0.998 0.896 0.899 0.894 0.881 0.997 0.999
7 0.993 0.988 0.898 0.897 0.884 0.898 0.997 0.999
Effect of Initial Metal Concentration(ppm)
300 0.988 0.998 0.897 0.899 0.870 0.872 0.999 0.995
600 0.980 0.992 0.895 0.897 0.818 0.894 0.997 0.997
900 0.994 0.998 0.898 0.899 0.804 0.787 0.999 0.999
Effect of Temperature
20C 0.974 0.995 0.893 0.898 0.824 0.821 0.999 0.998
30C 0.988 0.977 0.897 0.893 0.872 0.875 0.999 0.995
40C 0.979 0.995 0.894 0.798 0.820 0.819 0.998 0.999
3.2.2The Freundlich Isotherm
The values of regression coefficient for Freundlich model are shown in Table 2 and are below 0.982
and hence Freundlich does not seem to fit the data of biosorption of Cu (II) by A. flavus. Freundlich
isotherm depicts the heterogeneity of the adsorbent but the results are not depicting heterogeneity
in the data of biosorption of Cu (II) and Cr (III) by A. flavus. In one of the earlier studies biosorption
kinetics, equilibrium and thermodynamics was studied on the biosorption of Cu (II) ions onto S.
cerevisiae. Equilibrium uptake value changed from 9.8 mg/g at 20º C to 14.5 mg/g at 50º C.
Langmuir adsorption isotherm model was found to be the best model to predict the correlation of
the data [18]. The biosorption was done by macrofungus (Amanita rubescens) biomass for Pb II)
and Cd (II). The effect of pH, temperature and contact time was investigated. Freundlich, Langmuir
and Dubinin–Radushkevich isotherms were employed to check the biosorption and it was found
that maximum biosorption capacity was found to be 38.4 and 27.3mg/g, for Pb II) and Cd (II)
respectively, at optimum conditions of pH 5.0, 30min contact time, 4g/L biomass, and at 20°C.
Langmuir adsorption isotherm fitted the best on the data as compared to Freundlich model [19].
3.3. Thermodynamic Parameters of Sorption
The temperature variation affects the biosorption process as it is one of the major factors effecting
metal binding. Biosorption is reversible process. Adsorbent can be regenerated. The character of
each side of the equilibrium evaluates the effect which temperature has on the point of equilibrium.
The increase in temperature holds the endothermic side while on the contrary side is for the
exothermic condition [20,21]. The increase in biosorption may be defended by the increase in
collisions between sorbent and sorbate and hence kinetic energy increases and results in rapid
uptake of metal ions. Three temperature ranges (293, 303 and 313K) were taken to calculate the
free energy. Thermodynamic aspects of a sorption process are obligatory to wrap up whether the
course is spontaneous or not. The ∆G (free energy change) is a sign of spontaneity of a reaction.
In addition, both entropy change and standard enthalpy factors should be measured in order to
establish the standard free energy of the process. If ∆G is negative, it shows the spontaneity of
reaction. It can be determined from the following equation:
∆G = –RT LnKc (2)
where R is a Gas constant (8.314 J.mol-1 K-1), T is absolute temperature and Kc can be calculated
from the following relationship:
Kc = Cad/ Ce (3)
Relation between ∆H, ∆G and ∆S can be expressed by the following equation:
∆G = ∆H – T∆S (4)
Where values of ∆H and ∆S can be determined from the slope and the intercept of the plot of Lnb
versus 1/T.
International Journal of Engineering Sciences & Emerging Technologies, Jan 2015.
ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET
712
Figure 4. Plot of ln Kc vs. 1/T for the sorption of Cu (II) and Cr (III) on A. flavus
The values of ∆H and ∆S were calculated from the slope and intercept of the linear plot of ln Kc
vs 1/T. The plots between ln Kc vs 1/T is shown in Fig. 4.
Table 3. Thermodynamic parameters for the biosorption of Cr (III) and Cu (II) by A. flavus.
Metal
Ion
∆H
(kJmol-1
)
∆S
(kJmol-1
)
R2
∆G (Jmol-1
)
293 K 303 K 313 K
Cu (II) 0.515 -0.062 0.997 -793.336 -992.532 -1172.55
Cr (III) 0.284 -0.026 0.996 -558.038 -651.334 -533.136
The negative values of ∆G showed the process spontaneity and feasibility of the metal biosorption
on A. flavus. The positive values of ∆H depicted the endothermic nature of the biosorption process.
This may also due to the increase in biosorption with increase in temperature. The values of ∆S
were calculated negative for metal ions. The values depicted that the biosorption process is uniform.
The negative values of ∆S showed the increase in uniform behavior of biosorption process. The
values of ∆H, ∆S, ∆G and R2 are shown in Table 3. In an earlier investigation Cr (IV)
biosorption was carried out on A. niger. Three different ranges of temperature taken were 22, 33
and 50C. The values of ∆G were evaluated as -7.403, -7.780 and -8.106 (Jmol-1) respectively.
The ∆H and ∆S were calculated from the slope and intercept of the plot between ln Kc and 1/T.
The values were shown to be 7.366 × 10-4kJmol-1 while ∆S was calculated to be 0.0251kJmol-1.
The positive values of ∆H and ∆S showed the endothermic nature of the reaction and increasing
randomness at the liquid/solid interface during the process of biosorption of Cr (IV) [22].
In an earlier investigation the thermodynamics studies were done on the biosorption of Cd (II), Pb
(II) and Zn (II) by Cocos nucifera. The values of ∆H and ∆S were found to be 9.878 and 47.7854
respectively for Cd (II), 2.308 and 8.1153 for Pb (II) and 5.421 and 13.68 for Zn (II) [23].
IV. CONCLUSIONS
It can be concluded from the present investigation that A. flavus has efficient potential for the metal
uptake from solution as compared to A. niger. The optimum conditions were found to be pH 6,
40C and it was noted that biosorption increased with the increase in temperature and initial metal
concentraton. The kinetics study revealed the pseudo-second-order model to be better fitted with
regression coefficients values higher than 0.982 as compared to pseudo-first order model. Langmuir
adsorption isotherm best represented the equilibrium data with high R2
values as compared to
Freundlich isotherm. The thermodynamic studies depicted the process spontaneity with negative
values of ∆G. Positive values of ∆H revealed the endothermic nature of the process and negative
values of ∆S represented the uniform behavior of the process which increased with increasing
biosorption.
0
0.1
0.2
0.3
0.4
0.5
0.003194888 0.003194888 0.003194888
lnKc
1/T
Cu (II)
Cr (III)
International Journal of Engineering Sciences & Emerging Technologies, Jan 2015.
ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET
713
ACKNOWLEDGMENTS
The author appreciates the twas “The academy of sciences for the developing world” ICTP Campus
– Strada Costiera 11 – 34151 Trieste – Italy, assistance for this work.
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International Journal of Engineering Sciences & Emerging Technologies, Jan 2015.
ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET
714
[22] Nharingo Tichaona and Hunga Olindah, “Equilibrium Isotherm Analysis of the Biosorption of Zn2+
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AUTHORS
Wajeeha Azhar has done her BS (HONS) in Botany from Lahore College for Women
University, Lahore, Pakistan and recently completed M.Phil in the field of Environmental
Science from Fatima Jinnah Women University, The Mall, Rawalpindi, Pakistan.
Shazia Iram has been appointed as Professor of Environmental Science in Fatima Jinnah
Women University, The Mall, Rawalpindi, Pakistan.

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KINETICS, EQUILIBRIUM AND THERMODYNAMICS STUDIES ON BIOSORPTION OF HEAVY METALS BY FUNGAL BIOMASS

  • 1. International Journal of Engineering Sciences & Emerging Technologies, Jan 2015. ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET 707 KINETICS, EQUILIBRIUM AND THERMODYNAMICS STUDIES ON BIOSORPTION OF HEAVY METALS BY FUNGAL BIOMASS Wajeeha Azhar and Shazia Iram Department of Environmental Sciences, Fatima Jinnah Women University, The Mall, Rawalpindi, Pakistan. ABSTRACT Batch studies were conducted to assess biosorption potential of Aspergillus niger and Aspergillus flavus dead biomass, operated under various pH (5, 6 and 7), temperature (20, 30 and 40ºC) and initial metal concentration (300, 600 and 900ppm) conditions. The maximum sorption by A. flavus being a better adsorbent showed to be 257mg/g for Cr (III) at 40C leading to 85.6% biosorption. Metal uptake was preeminent at pH 6 and decreased at pH 7. Results revealed amplifying uptake in biosorption with the increase in temperature and initial metal concentration. Kinetics and equilibrium studies were carried out in which pseudo-second-order kinetic model and Langmuir adsorption isotherm best represented the biosorption with regression coefficient values > 0.982 respectively. The calculated thermodynamic parameters (∆G, ∆H and ∆S) showed that the biosorption of each of the metal ions on A. flavus was spontaneous, feasible and endothermic. A. flavus was efficient for removal of toxic metals. KEYWORDS: Biosorption, Kinetics, Equilibrium, Thermodynamics, fungal biomass. I. INTRODUCTION Pollution of heavy metals in agricultural land has been chiefly due to the discharge of industrial effluents in agricultural soil. Industrial effluents may release into the agricultural land by a large number of processes [1, 2, 3]. They are in soluble form and cannot be eliminated and degraded to products which are harmless; hence they are very toxic to natural systems and persist in the ecosystem indefinitely [4,5]. There are many conventional methods which have limitations and demerits in application. Biosorption is relatively cost effective and ecofriendly technique as metal recovery is possible, highly efficient, biosorbent can be regenerated and reused as well as no additional nutrient media is required for revival of culture. There are many factors which effect the efficiency of biosorption e.g., temperature, pH, biomass concentration, metal concentration in a solution, shaking time, shaking speed and pre-treatment of the biomass. The dead cells of fungal biomass are proven to be more effective for biosorption than live cells [6, 7,8]. The present study was conducted on the isolated filamentous fungi A. niger and A. flavus from the contaminated agricultural areas of Multan and Kasur, Pakistan respectively. The objectives of this study include biosorption potential of fungal strains, to check the factors effecting process, to study kinetics, equilibrium and thermodynamic parameters. II. MATERIAL AND METHODS 2.1 Preparation of Fungal Biomass and Adsorbent The fungal strains were isolated from the agricultural soil of Multan and Kasur, Pakistan. Biomass of the test fungi were collected by growing in Potato Dextrose broth to obtain the biomass in bulk. The dried biomass was then grinded to use as adsorbent.
  • 2. International Journal of Engineering Sciences & Emerging Technologies, Jan 2015. ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET 708 2.2 Preparation of Stock Solutions of Heavy Metals as Adsorbate All chemicals used in present study were of analytical purity. Stock solutions of heavy metals were prepared by dissolving 7.843g of Cr (ІІІ) and 3.93g of Cu (ІІ) in 1L of distilled water. 2.3 Effect of pH, Temperature and Initial Metal Concentration To check the effect of pH and initial metal concentration solutions were prepared of different pH (5, 6 and 7) and 300, 600 and 900ppm initial metal concentration. The process was operated at different temperature conditions i.e. 20, 30 and 40C. 2.4 Analysis of Metal Biosorption by Fungal Biomass Biosorption was done by adding 0.5g of fungal biomass in 100mL metal solution under different conditions to determine the effect of pH, temperature and initial metal concentration [9]. The residual metal ion was analyzed by flame atomic absorption spectrophotometer. Biosorption capacity i.e. the amount of metal ions (mg) sorbed by fungal biomass (g) was calculated by using Eq. 1. Q = (Ci – Cf) V/m (1) where Q is the metal ion bioadsorbed (mg g-1) of biomass, Ci and Cf are initial and final metal ion concentration (mgL-1), m is the mass of fungi biomass in the reaction mixture (g) and V is volume of the reaction mixture (L). III. RESULTS AND DISCUSSION Biosorption capacity of A. niger and A. flavus was investigated at different conditions of pH (5, 6 and 7), initial metal concentration (300, 600 and 900ppm) and temperature (20, 30 and 40C). In this study the kinetic, equilibrium and thermodynamics studies were done for the isolate (A. flavus) showing the better uptake capacity for metal ions. The metal uptake capacity by A. niger and A. flavus is shown in the Table 1. Table 1. Metal uptake capacity of A. niger and A. flavus. Adsorbent Aspergillus niger Aspergillus flavus Adsorbate Cu (II) mg/g Cr (III) mg/g Cu (II) mg/g Cr (III) mg/g Effect of Initial Metal Concentration 300ppm 200 210 192 239 600ppm 409 426.4 433.2 458 900ppm 665 677.36 682 732 Effect of pH 5 75.617 80.1 233 242 6 85.456 116.68 239 248.8 7 75.057 112.88 232.7 239 Effect of Temperature 20C 119 122 229 232 30C 145 157 233 242.7 40C 159 163 242.4 257 A comparative study was performed to check the biosorption efficiency by A. niger and A. flavus for the Cu (II) and Pb (II). It was evaluated that the A. flavus has a better uptake capacity as compared to A. niger for both of the metal ions [10]. In current study experiments performed to check the effect of pH revealed the best pH at 6 for the biosorption of Cu (II) and Cr (III) metal ion by A. flavus as it alters the solution chemistry. In a study Aspergillus flavus, Trichoderma harzianum and Aspergillus niger from solid waste leachate were isolated and checked against Cu, Zn, Hg and Pb. The optimum conditions were determined to be at pH 6 [11]. In another study pH 6 was found the optimum pH for the biosorption of Pb (II) and Cd (II) for pretreated fungal biomass. Cereal chaff was used as a biosorbent and was evaluated that biosorption increased with the increase in pH until the optimum pH 6 [12].
  • 3. International Journal of Engineering Sciences & Emerging Technologies, Jan 2015. ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET 709 Temperature is one of the factors which may affect the sorption efficiency above the range of 35C. however biosorption increases with the increase in temperature [13]. In present study the effect of temperature revealed the increase in biosorption with the increase in temperature due to the increased collision frequency between sorbate and sorbent. As a result the kinetic energy increased and the biosorption sites of the adsorbent became active and the capability to adsorb also increased. A. flavus showed the uptake capacity with the value of 242mg/g and 257mg/g for Cu (II) and Cr (III) respectively at 40C. Lead removal by A. flavus was investigated in a study. The effect of pH, temperature and biosorbent concentration was checked and it was found that the maximum uptake was 144.5mg/g at 4 pH and 40C [14]. In a study biosorption of Pb, Cu and Cd by Phanerochaete chrysosporium was studied. Results revealed that the biosorption increased with the increase in initial metal concentration [15]. In another study of cadmium biosorption by biomass seaweed and chromium biosorption by Termitomyces clypeatus it was suggested that the biosorpion increased with the increase in metal concentration [16,17]. 3.1 Biosorption Kinetics A number of kinetic models are required to create the mechanism of a biosorption process. In order to examine the kinetics of the biosorption of these metal ions on A. flavus biomass, two kinetic models were employed. One of such models is the Langergren pseudo-first-order and pseudo- second-order. The study of biosorption kinetics enables to describe the rate of adsorption by adsorbent and this rate controls the solid liquid interface. In all the experiments performed to investigate the biosorption potential of A. flavus and it was noted that biosorption has two phases so biphasic kinetics was observed in this process. First phase was rapid and metals adsorbed rapidly on the adsorbent resulting in a fast biosorption process and eventually leading to the equilibrium stage. Second phase is the slow phase in which biosorption is relatively slower. The first phase is instantaneous stage of biosorption while the second phase is the gradual biosorption. The biosorption of each of the metal ions achieved equilibrium within 180min although their rate of adsorption was different depending on the metal ion. The kinetic models were employed on the sorption of A. flavus. For pseudo-second-order model t/qt was taken against time (min) whereas for pseudo-first-order log (qe – qt) was taken on y-axis. On comparison of the R2 values for each of the metal ion biosorption pseudo-second-order model was the best model to predict the dynamic biosorption of Cu (II) and Cr (III) shown in Table 2. Models were employed for the data depicting the effect of temperature, pH and initial metal concentration. In a study the biosorption was performed in which Cu (II) uptake by S. cerevisiae was best described by pseudo-second-order model [18]. Figure 1. Pseudo-second-order kinetics for the biosorption of Cu (II) and Cr (III) ions by A. flavus. (Effect of pH) 0.00 0.50 1.00 1.50 20 70 120 170 220 270 t/qt Time (min) pH 6 Ion Concen 300ppm Temp 30ºC Cu Cr
  • 4. International Journal of Engineering Sciences & Emerging Technologies, Jan 2015. ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET 710 Figure 2. Pseudo-second-order kinetics for the biosorption of Cu (II) and Cr (III) ions by A. flavus. (Effect of Temperature) Figure 3. Pseudo-second-order kinetics for the biosorption of Cu (II) and Cr (III) ions by A. flavus. (Effect of Initial Metal Concentration) 3.2 Equilibrium Studies Adsorption isotherms provide a relationship between the amount of metal ions in the solution and the amount of metal ions adsorbed on the surface of adsorbent at equilibrium. To calculate the biosorption of metal ions and equilibrium of the process different models of equilibrium were applied. 3.2.1The Langmuir Adsorption Isotherm The Langmuir model was chosen for the judgment of most adsorption competence resultant to entire monolayer coverage on the surface of biomass. The Langmuir model takes a postulation that the adsorption takes place at definite homogenous sites inside the adsorbent. In all the results the biosorption increased with the increase in temperature. After 180 min equilibrium was almost attained. The increase in biosorption with the increase in temperature is because of the increase in the kinetic energy of sorbent particles. Hence the collisions increase between the sorbent and adsorbate and eventually causes the increase in sorption. There may be one other reason of increase in biosorption with increase in temperature. That can be explained in a way that may be the sorption sites become active on the rise of temperature. On comparison of R2 values it was evaluated that Langmuir was the best model to predict the nature of the adsorbent. This investigation suggested the monolayer adsorption due to high regression coefficients values i.e. > 0.982. The regression coefficients values for Langmuir adsorption isotherm is given in Table 2. 0.00 0.20 0.40 0.60 0.80 1.00 1.20 1.40 20 70 120 170 220 270 t/qt Time (min) pH 5 Ion Concen 300ppm Temp 40ºC Cu Cr 0.00 0.10 0.20 0.30 0.40 0.50 20 70 120 170 220 270 t/qt Time (min) pH 5 Ion Concen 900ppm Temp 30ºC Cu Cr
  • 5. International Journal of Engineering Sciences & Emerging Technologies, Jan 2015. ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET 711 Table 2. Regression coefficients of isotherms Parame ters Langmuir Freundlich Pseudo-first- order Pseudo-second- order Cu (II) Cr (III) Cu (II) Cr (III) Cu (II) Cr (III) Cu (II) Cr (III) Effect of pH 5 0.985 0.995 0.896 0.898 0.853 0.846 0.999 0.993 6 0.987 0.998 0.896 0.899 0.894 0.881 0.997 0.999 7 0.993 0.988 0.898 0.897 0.884 0.898 0.997 0.999 Effect of Initial Metal Concentration(ppm) 300 0.988 0.998 0.897 0.899 0.870 0.872 0.999 0.995 600 0.980 0.992 0.895 0.897 0.818 0.894 0.997 0.997 900 0.994 0.998 0.898 0.899 0.804 0.787 0.999 0.999 Effect of Temperature 20C 0.974 0.995 0.893 0.898 0.824 0.821 0.999 0.998 30C 0.988 0.977 0.897 0.893 0.872 0.875 0.999 0.995 40C 0.979 0.995 0.894 0.798 0.820 0.819 0.998 0.999 3.2.2The Freundlich Isotherm The values of regression coefficient for Freundlich model are shown in Table 2 and are below 0.982 and hence Freundlich does not seem to fit the data of biosorption of Cu (II) by A. flavus. Freundlich isotherm depicts the heterogeneity of the adsorbent but the results are not depicting heterogeneity in the data of biosorption of Cu (II) and Cr (III) by A. flavus. In one of the earlier studies biosorption kinetics, equilibrium and thermodynamics was studied on the biosorption of Cu (II) ions onto S. cerevisiae. Equilibrium uptake value changed from 9.8 mg/g at 20º C to 14.5 mg/g at 50º C. Langmuir adsorption isotherm model was found to be the best model to predict the correlation of the data [18]. The biosorption was done by macrofungus (Amanita rubescens) biomass for Pb II) and Cd (II). The effect of pH, temperature and contact time was investigated. Freundlich, Langmuir and Dubinin–Radushkevich isotherms were employed to check the biosorption and it was found that maximum biosorption capacity was found to be 38.4 and 27.3mg/g, for Pb II) and Cd (II) respectively, at optimum conditions of pH 5.0, 30min contact time, 4g/L biomass, and at 20°C. Langmuir adsorption isotherm fitted the best on the data as compared to Freundlich model [19]. 3.3. Thermodynamic Parameters of Sorption The temperature variation affects the biosorption process as it is one of the major factors effecting metal binding. Biosorption is reversible process. Adsorbent can be regenerated. The character of each side of the equilibrium evaluates the effect which temperature has on the point of equilibrium. The increase in temperature holds the endothermic side while on the contrary side is for the exothermic condition [20,21]. The increase in biosorption may be defended by the increase in collisions between sorbent and sorbate and hence kinetic energy increases and results in rapid uptake of metal ions. Three temperature ranges (293, 303 and 313K) were taken to calculate the free energy. Thermodynamic aspects of a sorption process are obligatory to wrap up whether the course is spontaneous or not. The ∆G (free energy change) is a sign of spontaneity of a reaction. In addition, both entropy change and standard enthalpy factors should be measured in order to establish the standard free energy of the process. If ∆G is negative, it shows the spontaneity of reaction. It can be determined from the following equation: ∆G = –RT LnKc (2) where R is a Gas constant (8.314 J.mol-1 K-1), T is absolute temperature and Kc can be calculated from the following relationship: Kc = Cad/ Ce (3) Relation between ∆H, ∆G and ∆S can be expressed by the following equation: ∆G = ∆H – T∆S (4) Where values of ∆H and ∆S can be determined from the slope and the intercept of the plot of Lnb versus 1/T.
  • 6. International Journal of Engineering Sciences & Emerging Technologies, Jan 2015. ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET 712 Figure 4. Plot of ln Kc vs. 1/T for the sorption of Cu (II) and Cr (III) on A. flavus The values of ∆H and ∆S were calculated from the slope and intercept of the linear plot of ln Kc vs 1/T. The plots between ln Kc vs 1/T is shown in Fig. 4. Table 3. Thermodynamic parameters for the biosorption of Cr (III) and Cu (II) by A. flavus. Metal Ion ∆H (kJmol-1 ) ∆S (kJmol-1 ) R2 ∆G (Jmol-1 ) 293 K 303 K 313 K Cu (II) 0.515 -0.062 0.997 -793.336 -992.532 -1172.55 Cr (III) 0.284 -0.026 0.996 -558.038 -651.334 -533.136 The negative values of ∆G showed the process spontaneity and feasibility of the metal biosorption on A. flavus. The positive values of ∆H depicted the endothermic nature of the biosorption process. This may also due to the increase in biosorption with increase in temperature. The values of ∆S were calculated negative for metal ions. The values depicted that the biosorption process is uniform. The negative values of ∆S showed the increase in uniform behavior of biosorption process. The values of ∆H, ∆S, ∆G and R2 are shown in Table 3. In an earlier investigation Cr (IV) biosorption was carried out on A. niger. Three different ranges of temperature taken were 22, 33 and 50C. The values of ∆G were evaluated as -7.403, -7.780 and -8.106 (Jmol-1) respectively. The ∆H and ∆S were calculated from the slope and intercept of the plot between ln Kc and 1/T. The values were shown to be 7.366 × 10-4kJmol-1 while ∆S was calculated to be 0.0251kJmol-1. The positive values of ∆H and ∆S showed the endothermic nature of the reaction and increasing randomness at the liquid/solid interface during the process of biosorption of Cr (IV) [22]. In an earlier investigation the thermodynamics studies were done on the biosorption of Cd (II), Pb (II) and Zn (II) by Cocos nucifera. The values of ∆H and ∆S were found to be 9.878 and 47.7854 respectively for Cd (II), 2.308 and 8.1153 for Pb (II) and 5.421 and 13.68 for Zn (II) [23]. IV. CONCLUSIONS It can be concluded from the present investigation that A. flavus has efficient potential for the metal uptake from solution as compared to A. niger. The optimum conditions were found to be pH 6, 40C and it was noted that biosorption increased with the increase in temperature and initial metal concentraton. The kinetics study revealed the pseudo-second-order model to be better fitted with regression coefficients values higher than 0.982 as compared to pseudo-first order model. Langmuir adsorption isotherm best represented the equilibrium data with high R2 values as compared to Freundlich isotherm. The thermodynamic studies depicted the process spontaneity with negative values of ∆G. Positive values of ∆H revealed the endothermic nature of the process and negative values of ∆S represented the uniform behavior of the process which increased with increasing biosorption. 0 0.1 0.2 0.3 0.4 0.5 0.003194888 0.003194888 0.003194888 lnKc 1/T Cu (II) Cr (III)
  • 7. International Journal of Engineering Sciences & Emerging Technologies, Jan 2015. ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET 713 ACKNOWLEDGMENTS The author appreciates the twas “The academy of sciences for the developing world” ICTP Campus – Strada Costiera 11 – 34151 Trieste – Italy, assistance for this work. REFERENCES [1] S. Hayat, I. Ahmad, Z. M. Azam, A. Ahmad, A. Inam and Samiullah, “Effect of longterm application of oil refinery wastewater on soil health with special reference to microbiological characteristics,” Bioresource Technology, vol. 84, pp. 159-163, 2002. [2] N. Korboule, D. Sylvie and B. Gilles, “Environmental risk of applying sewage sludge compost to vineyard: Carbon, Heavy metals, nitrogen and phosphorus accumulation,” Journal of Environment Quality, vol, 31, pp. 15-1527, 2002. [3] S. P. Mcgrath, P. C. Brookes and K. E. Giller, “Effect of potentially toxic metals in soil derived from past application of sewage sludge on nitrogen fixation by Trifoliumrepens L.,” Soil Biochemistry, vol. 20, pp. 415-424, 1998. [4] B. J. Alloway. (1995). “Heavy metal in soils,” Second edition, Chapman & Hall, London, Science and Technology, vol. 13(1), pp. 430 - 442. [5] L. Diels, N. Van der Lelie and L. Bastiaens, “New development in treatment of heavy metal contaminated soils,” Reviews in Environmental Science and Biotechnology, vol. 1, pp. 75-82, 2002. [6] R. Gong, Y. DinghLiu and Q. Chen,“Lead biosorption and desorption by intact and pretreated Spirulina maxima biomass,” Chemosphere, vol. 58, pp. 125-130, 2005. [7] R.Gourdon, S. Bhande, E. Rus and S. S. Sofer, “Comparison of Cadmium biosorption by gram positive and gram negative bacteria from activated sludge,” Biotechnology, vol. 12(1) pp. 839-842, 1990. [8] I. Kiran, T. Akar and S. Tunali, “Biosorption of Pb (II) and Cu (II) from aqueous solution by pretreated biomass of Neurospora crassa,” Process Biochemstry, vol. 40, pp. 3550-3558, 2005. [9] A. Kapoor, T. Viraraghavan and D. R.Cullimore, “Removal of heavy metals using the fungus Aspergillus niger,” Bioresouce Technology, vol. 70, pp. 95-104, 1990. [10] M. Jena, D. Pradhan and T. Das, “A comperative study of biosorption of Cu using Aspergillus niger and Aspergillus flavus,” International Journal of Environment and Waste Management, vol. 9(3), pp. 221- 231, 2012. [11] S. Pandey, K. Gupta and A. K. Mukharjee, “Impact of cadmium and lead on Catharanthus roseus- A phytoremediation study,” Journal of Environmental Biology, vol. 28, pp. 655-662, 2007. [12] Z. Aksu, Y. Sag and T. Kutsal, “The biosorption of copper (II) by C. vulgaris and Zramigera”, Environmental Technology, vol, 13(6), pp. 579-586, 1992. [13] R. P. Han, Y. F. Wang, P. Han, J. Shi, J. Yang and Y. S, Lu, “Removal of methylene blue from aqueous solution by chaff in batch mode”, Journal of Hazardous Material, vol. 137(1), pp. 550-557, 2006. [14] K. H. Kok, M. I. A. Karim and A. Ariff, “Bioremoval of cadmium, lead and zinc using non-living biomass of Aspergillus flavus,” Pakistan Journal of Biological Science, vol. 4(7), pp. 849-853, 2001. [15] K. Pakshirajan and T. Swaminathan, “Biosorption of lead, copper and cadmium by Phanerochaete chrysosporium in ternary metal mixtures: statistical analysis of individual and interaction effects”, Applied Biochemistry and Biotechnology, vol. 158, pp. 457-469, 2009. [16] R. Aravindhan, M. Bhaswant, K. J. Sreeram, R. J. Raghava and U. N.Balachandran, “Biosorption of cadmium metal ion from simulated wastewaters using Hypnea valentiae biomass: a kinetic and thermodynamic study”, Bioresource Technology, vol. 101, pp. 1466-1470, 2010. [17] N. Das, R. Vimalaand and P. Karthika,“Biosorption of heavy metals- An overview”, Indian Journal of Biotechnology, vol. 7, pp. 159-169, 2008. [18] A. Tosun, O. Akcelik, M. Balbasi and M. Ergun, “Biosorption of Copper from aqueous solution by Saccharomyces cerevisiae: Kinetics and thermodynamics,” Journal of Science, vol. 25(3), pp. 783-791, 2012. [19] A. Sari and M. Tuzen, “Kinetic and equilibrium studies of biosorption of Pb(II) and Cd(II) from aqueous solution by macrofungus (Amanita rubescens) biomass”, Journal of Hazardous Materials, vol. 164(2), pp. 1004-1011, 2009. [20] D. A. Rosa, H. E. Reynel-Avila, A. Bonilla-Petriciolet, I. Cano-Rodriguez, C. Velasko-Santos, R. Martinez-Elangovan, L. Pilip, and k. Chandraraj, “Biosorption of chromium species by Aquatic weeds: Kinetics and mechanism studies,” Journal of Hazardous Materials, vol. 152, pp. 100-12, 2008. [21] X. F. Sun, S. G. Wang, X. W. Liu, W. X. Gong, N. Bao, B. Y. Gao and H. Y. Zhang, “Biosorption of malachite green from aqueous solutions onto aerobic granules: kinetic and equilibrium studies,” Bioresource Technology, vol. 99, pp. 3475-3483, 2008.
  • 8. International Journal of Engineering Sciences & Emerging Technologies, Jan 2015. ISSN: 22316604 Volume 7, Issue 4, pp: 707-714 ©IJESET 714 [22] Nharingo Tichaona and Hunga Olindah, “Equilibrium Isotherm Analysis of the Biosorption of Zn2+ Ions by Acid Treated Zea Mays Leaf Powder”, International Journal of Advances in Engineering & Technology, Vol. 6, Issue 1, pp. 128-139, Mar. 2013. [23] Y. Khambhaty, M. Kalpana, S. Basha and B. Jha,“Kinetics, equilibrium and thermodynamics studies on biosorption of hexavalent chromium by dead fungal biomass of marine A. niger”, Chemical Engineering Journal, vol. 145, pp. 489 - 495, 2009. [24] N. A. Babarinde, J. O. Babalola, J. Adegoke, E. O. George, H. O. Okeke and A. T. Obagbemi, “Kinetic, equilibrium and thermodynamic studies of the biosorption of Cd (II) Pb (II) and Zn (II) from aqueous solutions using coconut (Cocos nucifera) Leaf,” The Pacific Journal of Science and Technology, vol. 13(1), pp. 430-442, 2012. AUTHORS Wajeeha Azhar has done her BS (HONS) in Botany from Lahore College for Women University, Lahore, Pakistan and recently completed M.Phil in the field of Environmental Science from Fatima Jinnah Women University, The Mall, Rawalpindi, Pakistan. Shazia Iram has been appointed as Professor of Environmental Science in Fatima Jinnah Women University, The Mall, Rawalpindi, Pakistan.