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ISSN 0040-5795, Theoretical Foundations of Chemical Engineering, 2019, Vol. 53, No. 4, pp. 578–590. © Pleiades Publishing, Ltd., 2019.
Mass Transfer, Kinetic, Equilibrium, and Thermodynamic Study
on Removal of Divalent Lead from Aqueous Solutions Using
Agrowaste Biomaterials, Musa acuminata, Casuarina equisetifolia L.,
and Sorghum bicolor
Ramya Prasanthi Mokkapatia
, Venkata Nadh Ratnakaramb,
*, and Jayasravanthi Mokkapatic
aDepartment of Chemistry, ANUCET, Acharya Nagarjuna University, Guntur, 522510 India
b
GITAM University – Bengaluru Campus, Karnataka, 561203 India
c
Department of Biotechnology, Acharya Nagarjuna University, Guntur, 522510 India
*e-mail: doctornadh@yahoo.co.in
Received December 6, 2015; revised April 15, 2016; accepted September 1, 2016
Abstract—Three distinct agricultural waste materials, viz., casuarina fruit powder (CFP), sorghum stem pow-
der (SSP), and banana stem powder (BSP) were used as low-cost adsorbents for the removal of toxic lead(II)
from aqueous solutions. Acid treated adsorbents were characterized by scanning electron microscopy (SEM),
energy-dispersive X-ray spectroscopy (EDX), and Fourier transform infrared spectroscopy (FTIR). The
effects of parameters like adsorbent dose, pH, temperature, initial metal ion concentration, and time of
adsorption on the removal of Pb(II) were analyzed for each adsorbent individually and the efficiency order
was BSP > SSP > CFP. Based on the extent of compatibility to Freundlich/Langmuir/Dubinin–Radushkev-
ich/Temkin adsorption isotherms and different models (pseudo-first and second order, Boyd, Weber’s, and
Elovich), chemisorption primarily involved in the case of BSP and SSP, whereas simultaneous occurrence of
chemisorption and physisorption was proposed in the case of CFP which was correlating with the thermody-
namic study results conducted at different temperatures. Based on the observations, it was proposed that three
kinetic stages involve in the adsorption process, viz., diffusion of sorbate to sorbent, intra particle diffusion,
and then establishment of equilibrium. These adsorbents have a promising role towards the removal of Pb(II)
from industrial wastewater to contribute environmental protection.
Keywords: banana bunch-stem powder, casuarinas fruit powder, sorghum stem powder, removal, lead,
adsorption
DOI: 10.1134/S0040579519040249
INTRODUCTION
Industry made water pollution becomes a severe
problem in the current world as many industrial activ-
ities affect the natural flow of waterbodies by intro-
ducing harmful heavy metal containing effluents into
the water streams [1]. Among all heavy metals, lead is
a commonly detectable heavy metal ion in several indus-
trial wastewaters and is considered as a high priority pol-
lutant worldwide in perspective of human and environ-
mental risk. Lead is nonbiodegradable, and its accumu-
lationbythelivingorganismsisassociatedwithtoxicityto
both flora and fauna even in trace amounts. Lead enters
thehumansystemsinmanywayssuchasthroughbreath-
ing air from lead smelting, refining, and manufacturing
industries, breathing in fumes while working with leaded
glass, ceramics, etc. [2, 3].
Domestic and industrial wastewaters containing
lead ions resulting in health hazards are of extreme
concern to the public, government, and industries in
the current world [4]. The deleterious effects of lead
on neurobehavioral development [5] and brain cell
function [6] have been investigated. According to the
European Union (EU), United States Environmental
Protection Agency (USEPA), and WHO, the maxi-
mum allowable limit of Pb(II) in drinking water and
surface water intended for drinking is 0.010, 0.015, and
0.010 mg L–1, respectively [7]. Hence, easy, effective,
economic, and eco-friendly techniques are required
for fine tuning of effluent wastewater treatment. The
search for an effective low-cost and easily available
adsorbent has led to the investigation of different
materials applicable to most treatment systems.
The conventional treatment techniques for lead
removal from aqueous solutions include chemical pre-
cipitation, ion exchange, membrane filtration, solvent
extraction, phytoextraction, ultrafiltration, reverse
osmosis, adsorption, etc. In addition, a number of
nonconventional strategies involving the use of nano-
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 579
materials [1], biopolymers [3], and hybrid organic–
inorganic composite materials [8] have also been
reported in the recent past. However, these methods
used for the removal of metal ions from aquatic envi-
ronment are expensive and include incomplete
removal, high energy requirements, and production of
harmful substances [9]. Hence, among all water treat-
ment methods described, biosorption is a highly pre-
ferred technique in terms of initial cost, flexibility of
design, ease of operation, insensitivity to toxic pollut-
ants, the availability of different adsorbents and gener-
ates high-quality treated effluents [10]. Adsorbent
materials from agricultural origin such as rice husk [9],
areca nut [11], Lemnaperpusilla Torr. aquatic plant
[12], etc., are often ideal because of their susceptibility
to chemical modification and mono- to multilayer
adsorption behavior for better performance. More-
over, the polar functional groups which include alco-
hols, aldehydes, ketones, carboxylic, phenolic, and
ether groups present on the lignin and cellulosic con-
stituents of these agrowastes can have the ability to
form complexes with the divalent lead metal ions in
aqueous solution [13, 14].
Therefore, the present study is focusing on the use
of three chemically modified agricultural waste mate-
rials, namely, the casuarinas fruit powder, sorghum
stem powder, and banana bunch-stem powder for
effective removal of Pb(II) from aqueous solutions.
The main objectives of this work are (i) to examine the
physicochemical characteristics like specific surface
area, surface morphology and structure, and active
groups of these adsorbents; (ii) to study the effects of
various parameters such as contact time, pH, amount
of adsorbent, initial lead ion concentration, and tem-
perature on adsorption in batch in order to optimize
the adsorption conditions; (iii) to employ several iso-
therm models and adsorption kinetics to evaluate the
adsorption efficiency of each adsorbent. A compara-
tive analysis throughout the study using these three
adsorbents can give better understanding of the
adsorption process in terms of efficiency to remove
lead metal ion from synthetic aqueous solution.
EXPERIMENTAL
Materials
Raw materials such as casuarinas fruit, sorghum
stem, and banana bunch-stem for the preparation of
adsorbents are available abundantly in nature. They
were cleaned with distilled water, and to reduce the
organic leaching and to prevent mould growth during
batch sorption the raw materials were washed with 2%
formaldehyde solution [15] and completely air dried.
The dried material was fine powdered and sieved
through standard sieves of particle size from 0.3 to
1.0 mm. Then, the finest powders of casuarinas fruit
(CFP) and sorghum stem (SSP) were treated with 1 N
H2SO4, banana bunch-stem (BSP) was treated with
1 N HNO3, and they were allowed to soak for 24 h at
room temperature. The preliminary studies show that
the removal capacity of these treated adsorbents is
higher by about 30% compared to those of untreated
adsorbents. Hence, treated samples were used
throughout the study. The samples were then oven-
dried and were cooled back to room temperature and
used in the adsorption experiments without any fur-
ther modification. The biosorbent materials were
stored in clean air tight containers. All the chemicals
used were of analytical grade.
Instrumentation
The physical-chemical characterization of adsor-
bents was performed by scanning electron microscopy
(SEM) coupled to energy-dispersive X-ray spectros-
copy (EDAX) (FEI Quanta FEG 200—high resolu-
tion scanning electron microscope) which allows the
identification and quantification of the metal ions of
the adsorbents. The FTIR spectra of the crude and
metal treated adsorbents were performed using
Bruker, ALPHA-T to identify the active functional
groups responsible for the adsorption.
Preparation of Synthetic Solutions
The standard lead stock solution of 1000 mg L–1
concentration certified for atomic absorption spec-
troscopy was obtained from Loba Chemie laboratory
reagents and fine chemicals (India). Working lead
solution was prepared in bulk with deionized water and
used for the adsorption studies. The initial Pb(II) con-
centration of the untreated sample was 16 mg L–1. The
typical pH of the experiments was about 5, and it was
adjusted to the desired value by the addition of few
drops of 0.1 M HCl or 0.1 M NaOH.
Batch Adsorption Studies
The experiments were performed in batch process
using BSP, CFP, and SSP at room temperature in a
250 mL conical flask containing 50 mL of the reaction
mixture. While observing the effect of each parameter,
the values of other parameters were kept constant. The
removal efficiency of each adsorbent with respect to dif-
ferent parameters like adsorbent dose (5 to 30 g L–1
), time
(0to210min),pH(2to6),temperature(30to70°C), and
initial lead ion concentration (20 to 200 mg L–1) was
determined in individual experiments. In each experi-
ment, the metal ion solution equilibrated with adsor-
bent was withdrawn and centrifuged, and the final
Pb(II) concentration was measured in the liquid phase
by atomic adsorption spectroscopy (AAS). The exper-
iment was repeated thrice, and average results have
been reported. The relative errors in the experimental
results were about 5%.
580
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
RAMYA PRASANTHI MOKKAPATI et al.
The adsorption capacity and percent Pb(II)
removal were determined by the following equations:
(1)
(2)
Here, Co is the initial concentration of Pb(II) in the
solution, Ce is the final concentration of Pb(II) in the
solution after adsorption, qe (mg g–1) is the adsorption
capacity of the adsorbent at equilibrium, V (L) is the
volume of the suspension, and W (g) is the mass of the
adsorbent.
RESULTS AND DISCUSSION
Characterization of Adsorbent Materials through SEM,
EDAX, and FTIR
Samples of the adsorbent materials were coated
with a thin layer of gold under vacuum and examined
by scanning electron microscope before and after the
adsorption of lead to study the surface texture and
porosity of the samples for better understanding of the
nature of the adsorption process. SEM observations
show that CFP and SSP adsorbent materials appear to
have rough surface with some pore formation before
adsorption as an indication of large surface areas capa-
ble of high adsorption, whereas a smooth surface cov-
ering of the pores can be observed after adsorption. In
the case of SEM surface analysis of BSP, the spiral
structures with rough surface before adsorption and a
smooth layer covering the spirals after adsorption
−
= o e
e ,
C C
q V
W
−
= ×e o
e
Percent removal of Pb(II) 100.
C C
C
explain the likelihood of greater adsorption of lead
onto BSP surface (Fig. 1). EDX studies were carried
out to determine the chemical composition of adsor-
bents and were given here in percent weight of ele-
ments, before adsorption, BSP: C—62.65, O—34.44,
Fe—0.87, Pb—0.00; SSP: C—60.51, O—36.93, Fe—
0.73, Pb—0.00; CFP:C—62.70, O—36.23, Fe—0.17,
Pb—0.00, after adsorption: BSP: C—52.35, O—41.26,
Fe—0.49, Pb—3.08; SSP: C—57.87, O—38.08, Fe—
0.25, Pb—1.65; CFP: C—61.44, O—35.05, Fe—0.39,
Pb—1.41. In all the adsorbents, the presence of stretch-
ing for C–O, C=O, and aliphatic C–H can be con-
firmed from peaks in the range of 1026–1039 cm–1
,
1614–1689 cm–1
, and 2917–2920 cm–1
, respectively.
However, additional peaks in CFP above 3000 cm–1
indicate the =C–H stretching and further C=C
stretching can be observed from peaks in the range of
1450–1550 cm–1
. Broad peaks in the range of 3305–
3320 cm–1
indicate the presence of carboxylic acid
groups in SSP and BSP, whereas dominant sharp peak at
3737 cm–1
indicates phenolic groups in CFP (Fig. 2).
EDX and FTIR observations correlate with the
compositions of BSP—holocellulose, cellulose, lig-
nin, pectin [16], SSP—cellulose, hemicelluloses, lig-
nin, cutin, silica [17], and CFP – α-pinene, benzalde-
hyde, 1,8-cineole, furanoid, α-campholenal, 4-ter-
pineol, α-terpineol, α-terpinyl acetate, spathulenol,
caryophyllene-oxide, and guaiol [18]. The presence of
functional groups like acid, alcohol, and amine is evi-
dent from these studies. Protons of phenols/alcohols
and carboxylic acid groups in these biosorbents facili-
tate them for ions getting exchanged during the
Fig. 1. Scanning electron microscopy images before adsorption using (a) BSP, (b) SSP, and (c) CFP and after adsorption using
(d) BSP, (e) SSP, and (f) CFP.
20 µm20 µm20 µm 20 µm20 µm20 µm
40 µm40 µm40 µm50 µm50 µm50 µm20 µm20 µm20 µm
25 µm25 µm25 µm
(a) (b) (c)
(d) (e) (f)
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 581
Fig. 2. FTIR spectra of three adsorbents (a) BSP, (b) SSP, and (c) CFP before adsorption.
94
50010003500 1500
Wavenumber, cm–1
94
Transmittance,% 100
97
96
95
3000
100
99
98
20002500
99
98
97
96
95
3848.94
3737.48
3669.69
3611.7
1229.87
1331.92
1370.99
1450.86
1516.81
1635.56
2311.42
2548.28
2915.56
3310.07
1025.31
549.68528.55
(a)
(b)
50010003500 1500
Wavenumber, cm–1
Transmittance,%
100
94
92
90
3000
98
96
20002500 1297.97
1358.88
1452.96
1512.72
1614.39
2919.15
3307.18
3734.35
3834.58
1026.05
583.42
557.43
525.97
(c)
50010003500 1500
Wavenumber, cm–1
Transmittance,%
100
97
96
3000
99
98
20002500
2421.48
2848.35
2920.87
3009.31
3113.87
3189.34
3309.52
3391.53
3553.78
3613.66
3669.83
3737.30
3856.51
3930.96
1334.07
1388.54
1418.64
1457.11
1515.95
1548.74
1543.51
1689.10
1839.36
2197.08
2312.70
1039.82
781.67
703.14
668.74
505.07
560.89
525.17
582
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
RAMYA PRASANTHI MOKKAPATI et al.
adsorption process. Hydroxyl groups in these biopoly-
mers may function as donors. Hence, the deprotona-
tion of hydroxyl groups can be involved in the coordi-
nation with metal ions [19]. Moreover, the presence of
a larger number of peaks in CFP compared to SSP can
be explained based on the presence of a number of
phytochemicals as mentioned above.
Studies on Effect of Agitation Time
and Adsorption Kinetics
Changes in Pb(II) concentrations over time were
investigated at each 30 min interval in contact time till
210 min, while other parameters were kept constant
and are shown in Fig. 3. Saturation of the active points
(called the plateau value) was reached in approxi-
mately 30, 150, and 180 min using BSP, SSP, and
CFP, respectively, which acquaints us that the rapid
adsorption of Pb(II) was by BSP. The pattern of Pb(II)
removal with time explains the fact that the familiar-
ization between adsorbent and Pb(II) ions which make
an attraction with the adsorbent over time increases
the adsorption of metal ion onto the adsorbent surface
[11, 12, 14]. In terms of the optimum time for removal,
the performance of the current biosorbents is compa-
rable with those of the earlier used adsorbents—acorn
waste (150 min) [20], modified areca waste (120 min)
[11], and fluted pumpkin seed shell (170 min) [21].
From Fig. 3, it is clear that metal sorption follows
three step sorption mechanisms in the case of SSP and
CFP. During the initial rapid and quantitatively pre-
dominant step, a large number of sites are available for
the uptake of metal ions on the adsorbents, which per-
mits to overcome all the external mass transfer resis-
tances and occupying the active sites on the biosorbent
with higher affinity through bonding with the chelat-
ing ligands [11]. During the second slower and quanti-
tatively insignificant step, the diffusion of Pb(II) into
the deeper pores creates repulsive forces between the
Pb(II) on the solid and the aqueous phases and the
existence of different sorption mechanisms might
hamper the adsorption process [22], leading to slower
adsorption rate. During the final equilibrium phase,
the sorption process ceases due to the unavailability of
active sites on biosorbents to be occupied by the metal
ions or due to repulsive forces between the Pb(II) on
the solid and the aqueous phases. In the case of BSP ini-
tial rapid step and final equilibrium phases are present.
Kinetic and equilibrium models were employed to
analyze the data of the complete adsorption process to
better understand the Pb(II) sorption characteristics
by the three adsorbents, BSP, SSP, and CFP. Further
research on the kinetics of adsorption was carried out
by employing pseudo-first order [23] and pseudo-sec-
ond order kinetic equations [24] to examine the mech-
anism of Pb(II) adsorption onto these adsorbents,
since the literature survey clearly shows that the sorp-
tion of Pb(II) from aqueous solutions is either first- or
second-order. For example, the removal of Pb(II) by
red mud [25] follows the pseudo-first order biosorp-
tion (Eq. (3)), whereas pseudo-second order (Eq. (4))
was found to correlate with the experimental data well
by using modified areca waste [11] and fluted pump-
kin seed shell activated carbon [21] as adsorbents
(adsorption kinetic models are shown in Fig. 4):
(3)
(4)
where qt and qe (mg g–1) are the amounts of lead
adsorbed on adsorbent material at time t and at equi-
librium, respectively, and k1 and k2 are the corre-
sponding pseudo-first and pseudo-second order
adsorption rate constants.
In the present case, kinetic data are in good agree-
ment with pseudo-second order in terms of the coeffi-
cient of determination (R2
) than pseudo-first order
using BSP, CFP, and SSP adsorbents. The adsorption
kinetic parameters are given in Table 1.
A wide variety of interactions between metal ions
and adsorbents like ion exchange, chelation, adsorp-
tion by physical forces, entrapment in inter- and intra-
fibrillar capillaries and space of the structural polysac-
charide network as a result of the concentration gradi-
ent and diffusion for effective uptake of Pb(II) in a
solution makes biosorption a complex process [11, 21].
The highest adsorption achieved in less time using
BSP as an adsorbent material can be explained by the
fact that nonconventional adsorbents which contain
cellulose and the polar hydroxyl groups on the cellu-
lose could be involved in a chemical reaction and bind
heavy metals from solutions [26].
Hence, the simple Elovich equation was also
employed for its applicability on the adsorption pro-
cess (Fig. 3c):
− = −e t e 1ln( ) ln ,q q q k t
= +2
t e2 e
1 ,t t
q qk q
Fig. 3. Effect of agitation time during adsorption at pH 5,
200 rpm, and initial Pb(II) concentration 16 mg L–1
using
20 g L–1
of BSP, SSP, and CFP.
0 210180
PercentremovalofPb(II)
Contact time, min
90
80
60
40
20
100
70
50
30
10
1509030 12060
BSP
SSP
CFP
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 583
Fig. 4. Adsorption kinetics using (a) pseudo-first order, (b) pseudo-second order, (c) Elovich kinetic model, and (d) Weber’s
intraparticle diffusion model for 16 mg L–1
Pb(II) sorption onto adsorbents at pH 5 and 200 rpm using 20 g L–1
of BSP, SSP,
and CFP.
(b)
0 250
t/qt,mingmg–1
Time, min
350
300
200
100
50
400
250
150
20050 150100
BSP
SSP
CFP
y = 1.118x + 99.48
R2 = 0.927
y = 0.704x + 124.7
R2 = 0.928
y = 1.277x + 3.688
R2 = 0.999
(a)log(qe–qt)
Time, min
BSP
SSP
CFP
0
0.5
0.5
20015010050 250
1.0
1.5
2.0
2.5
3.0
3.5
y = –0.015x + 0.575
R2 = 0.724
y = –0.010x – 0.080
R2 = 0.952y = –0.007x – 1.045
R2 = 0.941
(c)
0
6.0
q(t),mgg–1
lnt
0.8
0.7
0.2
0.1
0.9
0.6
0.3
4.54.0
BSP
SSP
CFP
y = 0.019x + 0.666
R2 = 0.934
y = 0.293x – 0.820
R2 = 0.950
y = 0.216x – 0.518
R2 = 0.945
5.0 5.53.53.0
0.5
0.4
(d)
0
14.0
q(t),mgg–1
t0.5
, (min)0.5
0.8
0.7
0.2
0.1
0.9
0.6
0.3
9.58.0
BSP
SSP
CFP
y = 0.004x + 0.712
R2 = 0.969
y = 0.063x – 0.135
R2 = 0.978
y = 0.044x + 0.015
R2 = 0.866
11.0 12.56.55.0
0.5
0.4
(5)
where qt is the amount of Pb(II) sorbed at the time t, α
is the initial Pb(II) sorption rate (mg g–1
min–1
), and β
is the desorption constant (g mg–1
) during any one
experiment.
The interactions between the adsorbate and adsor-
bent materials follow film diffusion, pore diffusion,
and intraparticle transport, among which pore diffu-
sion and intraparticle diffusion are often rate-limiting
in a batch reactor, whereas film diffusion is more likely
the rate-limiting step for a continuous flow system
[27]. Hence, Weber’s intraparticle diffusion model
was analyzed and showed reasonably good correlation:
= +
β αβ β
t
1 1 ,
ln ln
q
t
(6)
The estimated Elovich and Weber’s intraparticle
diffusion models and the related statistic parameters
are reported in Table 1.
Further, the kinetics data subjected to Boyd kinet-
ics model analysis using the equation
(7)
where F represents the fraction of the solute adsorbed
at any time t (min), revealed the deviation of the metal
ions uptake from an aqueous system on the adsorbent,
suggesting that the adsorption mechanism was gov-
erned by external mass transport where particle diffu-
sion is the rate-limiting step [27]. Nonlinear plots with
= + θ
1 2
t d .q K t
( )= − −0.4977 – ln 1 ,tB F
584
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
RAMYA PRASANTHI MOKKAPATI et al.
low regression coefficients reveal that these adsorbents
do not obey the Boyd model.
Effect of Concentration of Metal Ion
Adsorbate concentration is the crucial factor
during adsorption reaction, since it dictates the mass
transfer resistances of the metal between the aqueous
and solid phases in an aqueous solution [12, 28].
Incompletion of active adsorption sites of the adsor-
bent and the aggregation of adsorbent particles at
higher concentration are the important factors which
contribute to the adsorbate concentration effect. Fig-
ure 5a shows the effect of Pb(II) concentration on its
removal from the aqueous solution for the adsorbent
materials BSP, SSP, and CFP. A continuous decline
of percentage removal with an increase in the metal
ion concentration was observed. This appears to be
due to the competition of metal ions for available
binding sites in the biomass and also due to the lack of
binding sites for the attachment of Pb(II) ions at
higher metal ion concentration levels.
Effect of Adsorbent Dose
In adsorption, the quantity of adsorbent is a con-
siderable factor that affects the adsorption process
strongly and it dictates the adsorption efficiency of
each adsorbent. It was clear from the experimental
results that the adsorption of Pb(II) was increased with
an increase in the adsorbent concentration in the reac-
tion mixture due to the availability of a larger number
of active sites on the surface of adsorbent [8, 9, 12, 14].
However, unit adsorption was decreased with an
increase in adsorbent dosage in all three cases of
adsorbents, which may be due to overlapping of
adsorption sites as a result of overcrowding of adsor-
bent particles and is shown in Fig. 5b.
Effect of pH
As was discussed earlier, the adsorption of metal
cation on adsorbent depends upon the nature of adsor-
bent surface and species distribution of the metal cat-
ion which in turn mainly depends on the pH of the sys-
tem, since the organic functional groups on the adsor-
bent surface may acquire a negative or positive charge
depending on the solution pH [9]. Hence, it was
thought of important to study the effect of pH on the
removal of Pb(II). Patrulea et al. [29] reported that the
protonation of the primary amine groups with positive
charge in the acidic media affects the adsorption pro-
cess by electrostatic repulsion of the cationic metal
ions present in the medium. According to previously
reported findings, the precipitation of Pb(II) ions as
lead hydroxides such as Pb(OH)2 occurs at pH values
higher than 6 and beyond this point the adsorption
efficiency results could be hampered [20]; therefore,
the effect of pH on adsorption using BSP, SSP, and
CFP was studied in the initial pH range of 2 to 6 in the
solution. Literature survey clearly predicts that the
Pb(II) uptake capacity of adsorbents increases with an
increase in pH in the acidic medium and is predomi-
nantly removed in the pH vicinity of 5 [2, 12]. A simi-
lar pattern of increasing adsorption percentage with an
increase in pH from 2 to 6 was observed in the present
case for three adsorbents, and maximum adsorption
was observed between pH 5 and 6. The maximum
removal of Pb(II) at pH 5 using BSP or SSP and at pH 6
using CFP is due to the ionic attraction attained by the
functional groups like carboxylate and –OH groups
and is shown in Fig. 5c. As was explained previously,
the lower adsorption rate at lower pH values is due to
the higher concentration of H+ ions present in the
reaction mixture, which compete with the Pb(II) ions
for the adsorption sites of biosorbents [30].
Table 1. Lead(II) adsorption kinetic parameters of pseudo-first and pseudo-second order, Elovich, Weber’s intraparticle
diffusion, and Boyd models using BSP, SSP, and CFP as biosorbents
Model Pseudo-first-order Exp. value Pseudo-second-order
Adsorbent1 qe, mg g–1 k1, min–1 R2 qe, mg g–1 qe, mg g–1 k2, g mg–1 min–1 R2
BSP 0.352 0.016 0.941 0.758 0.783 0.442 0.999
SSP 1.188 0.018 0.927 0.536 1.420 0.004 0.928
CFP 0.923 0.023 0.952 0.483 0.894 0.013 0.927
Adsorbent
Elovich model Weber’s intraparticle diffusion model Boyd model
α, mg g min–1
1/β, mg g–1
R2
kd, mg g min–1
θ, mg g–1
R2
R2
BSP 3.17 × 1012 0.019 0.934 0.004 0.712 0.969 0.813
SSP 0.018 0.293 0.950 0.063 –0.135 0.978 0.767
CFP 0.02 0.216 0.945 0.044 0.015 0.866 0.895
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 585
Effect of Temperature
The alteration of molecular interactions and the
solubility of the adsorbate caused by an increase in
temperature affect the adsorption process and have
significance to say whether the process is endothermic
or exothermic, thereby relating to physisorption or
chemisorption [8, 31]. The percent adsorption of
Pb(II) ions using BSP, CFP, and SSP was investigated
by experiments for 16 mg L–1
Pb(II) at 303–343 K
(Fig. 5d). Thermodynamic parameters (ΔG, ΔH, and
ΔS) are given in Table 2.
In general, preferable binding can be expected at
higher temperatures for endothermic reactions, since
the rise in the kinetic energy of sorbent particles with
an increase in temperature due to increased collision
frequency between the sorbent and sorbate results in
Fig. 5. Effect of various parameters on adsorption of Pb(II) from aqueous solutions: (a) initial Pb(II) concentration (303 K, pH 5,
200 rpm, 180 min, and 20 g L–1
of BSP, SSP, and CFP), (b) adsorbent dose (303 K, pH 5, 200 rpm, 180 min, and initial Pb(II)
concentration 16 mg L–1), (c) pH of the solution (303 K, 200 rpm, 180 min, initial Pb(II) concentration 16 mg L–1, and 20 g L–1 of
BSP, SSP, and CFP), and (d) temperature of the medium (pH 5, 200 rpm, 180 min, initial Pb(II) concentration 16 mg L–1, and
10 g L–1
of BSP, SSP, and CFP).
(a)
0
PercentremovalofPb(II)
Initial Pb(II) concentration, mg L–1
90
80
60
40
20
100
70
50
30
10
1005020 200
BSP
SSP
CFP
(c)
0
76
PercentremovalofPb(II)
pH
90
80
60
40
20
100
70
50
30
10
52 431
BSP
CFP
SSP
(d)
0
8070
PercentremovalofPb(II)
pH
80
60
40
20
100
6030 504020
BSP
CFP
SSP
(b)
PercentremovalofPb(II)
qe,mgg–1
0
30255 20
Amount of adsorbent, g L–1
0
3.0
1.5
1.0
0.5
1510
100
2.5
2.0
80
60
40
20
CFP qe % Pb(II) removalSSPBSP
Table 2. Thermodynamic parameters for the adsorption of Pb(II) onto 10 g L–1
of BSP, SSP, and CFP at pH 5, initial
Pb(II) concentration 16 mg L–1, and agitation speed 200 rpm
T, K
ΔG, kJ mol–1
ΔH, kJ mol–1
BSP SSP CFP BSP SSP CFP
303 –5.34 1.32 –0.57 4.52 23.50 –15.05
313 –5.67 0.59 –0.09
ΔS, J mol–1
K–1
323 –6.00 –0.14 0.39
333 –6.32 –0.87 0.87 BSP SSP CFP
343 –6.65 –1.61 1.34 0.03 0.07 –0.05
586
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
RAMYA PRASANTHI MOKKAPATI et al.
enhanced sorption onto the surface of the sorbent.
Moreover, an increase in the temperature of the
medium creates the bond rupture of functional groups
present on the adsorbent surface and, as a conse-
quence, increases the number of active sorption sites,
resulting in enhanced sorption [32]. Thermodynamic
results revealed that there is no effect of temperature
on the removal of Pb(II) using BSP as an adsorbent.
However, in the case of SSP, the removal of Pb(II)
ions increased with an increase in temperature and
higher removal was observed at 343 K, predicting the
process as an endothermic reaction. Hence, this indi-
cates that the enthalpy change ΔH is positive (endo-
thermic) due to an increase in adsorption on succes-
sive increase in temperature. Further, negative ΔG val-
ues show the thermodynamically feasible and
spontaneous nature of the adsorption process and the
positive value of ΔS reveals the increased randomness
at the solid–solution interface during the adsorption
of Pb(II) on the adsorbent material active sites. A sim-
ilar observation of the maximum adsorption of Pb(II)
by modified areca waste was endothermic but sponta-
neous under studied conditions [11]. However, in the
case of CFP, a decrease in the adsorption percentage
with an increase in temperature was observed (Fig. 5d).
This observation of a decrease in the removal of Pb(II)
with an increase in temperature can be explained
based on (i) increased escaping tendency of already
adsorbed molecules from adsorbent into the bulk solu-
tion due to an increase in the total energy of sorbate
molecules at higher temperature [31] and (ii) dissolu-
tion of sorbing solution, because tannins and other
phenol/alcohol compounds are soluble at high tem-
peratures [33]. Though, this seems to corroborate with
the well-known fact that sorption capacity is expected
to decrease with an increase in solution temperature
when the sorption process is exothermic, based on
conformation to second order kinetics, the present
case using CFP involves both physical and chemical
adsorptions. Such simultaneous occurrence of both
adsorptions was reported earlier by Ho and McKay
[34] and Panday et al. [35].
Adsorption Isotherms
Adsorption isotherms are significant in describing
the mechanism of adsorption for analyzing the inter-
action of metal ion on the surface of the adsorbent.
Langmuir and Freundlich adsorption isotherm equa-
tions were employed in order to evaluate the adsorp-
tion efficiency of each adsorbent towards the removal
of divalent lead ions from aqueous solutions. From
Langmuir/Freundlich adsorption isotherm, the values
of characteristic parameters qm, KL, n, and KF were
calculated from the slope and intercept of linear
dependencies (Fig. 6), and the correlation coefficient
R2 associated to each model is given in Table 3.
The adsorption isotherms were studied by varying
the initial concentration of lead ions. Langmuir, Fre-
undlich, D–R, and Temkin models were evaluated for
description of metal sorption isotherms (Table 3).
The best fitting order of these models is concluded
to be Freundlich > Langmuir > Temkin > D–R. This
result showed that the Freundlich isotherm fitted bet-
ter than the Langmuir isotherm in describing the
behavior of Pb(II) adsorption, indicating that the
adsorption process involved multimolecular layers of
coverage onto the three adsorbents BSP, SSP, and
CFP. It is reported in the literature that when a multi-
surface adsorption mechanism dominated in an
adsorption system, the coexisting metal ions did not
compete with Pb(II) ions for the active sites on the
adsorbents [36]. Based on this, it could be suggested
that the presence of coexisting ions will not affect
Pb(II) adsorption by the studied biosorbents.
The essential characteristics of the Langmuir iso-
therms can be expressed in terms of a dimensionless
constant separation factor or equilibrium parameter,
RL, which is defined as RL = 1/[1+KLCo], where KL is
the Langmuir constant and Co is the initial concentra-
tion of Pb(II). Based on the values of RL, the Lang-
muir equation is favorable (0 < RL< 1) or unfavorable
(RL > 1). Similarly, the value of sorption intensity (1 <
n < 10) indicates that sorption is Freundlich favorable.
As the RL values in the present case are in the range of
0 to 1 and the n values are less than 10 (Table 3) for the
three adsorbents (CFP, SSP, and BSP), Langmuir as
well as Freundlich isotherms were favorable for the
adsorption process [8]. Hence, both mono- and mul-
Table 3. Lead(II) biosorption isotherm parameters, i.e., the Langmuir, Freundlich, D–R, and Temkin models by 20 g L–1
of
BSP, SSP, and CFP adsorbents at pH 5, 303 K, and agitation speed 250 rpm
Adsor-
bent,
20 g L–1
Langmuir isotherm Freundlich isotherm D–R isotherm Temkin isotherm
KL,
L mg–1
qm,
mg g–1 R2
KF,
mg g–1
n R2
BD,
mol2
J–2
qD,
mg g–1 R2
B,
J mol–1 AT,L g–1
R2
BSP 0.049 5.291 0.931 0.946 3.030 0.936 3 × 10–7
2.904 0.653 0.722 2.264 0.825
SSP 0.061 3.690 0.937 0.927 3.676 0.971 5 × 10–7 2.394 0.737 0.501 3.339 0.871
CFP 0.023 3.413 0.866 0.659 2.710 0.902 4 × 10–6 1.742 0.530 0.548 0.529 0.802
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 587
tilayer adsorptions occur in the present studies with
preference to monolayer adsorption. A similar obser-
vation of fitting well the adsorption data with the
Langmuir and Freundlich isotherm models was
observed in adsorption studies on the removal of diva-
lent lead from the aqueous solution using nanosilver
sol-coated activated carbon [37] and tridax procum-
bens activated carbon [38].
The Temkin isotherm equation explicitly takes into
account the adsorbent–adsorbate interactions by
ignoring the extremely low and large value of concen-
trations. It assumes that the heat of adsorption of all
the molecules in a layer decreases linearly rather than
logarithmic with coverage due to adsorbent–adsor-
bate interactions. An increase in uptake capacity of
BSP, CFP, and SSP with an increase in Pb(II) ion
concentration is due to the higher availability of Pb(II)
ions in the solution for the adsorption. Moreover,
higher initial Pb(II) concentration increased driving
force to overcome all mass transfer resistance of metal
ions between the aqueous and solid phases, resulting
in the higher probability of collision between Pb(II)
ions and sorbents. This also results in higher metal
uptake [32]. The Dubinin–Radushkevich (D–R) iso-
therm is an empirical model which is generally applied
to express the adsorption mechanism with a Gaussian
energy distribution onto a heterogeneous surface [39].
In the D–R isotherm (ln qe = ln qD – BD
2
), BD (sorp-
tion energy, mol2
kJ−2
) is a constant related to the
mean free energy of adsorption per mole of the adsor-
bate as it is transferred to the surface of the solid from
infinitedistanceinsolution,qD isthetheoreticalsaturation
capacity (mol g–1), and is the Polanyi potential, which is
equal to RT ln(1 + (1/Ce)), where R (J mol–1
K–1
) is the
Fig. 6. Linear adsorption isotherm plots for (a) the Langmuir model and (b) the Freundlich model on Pb(II) uptake by using
20 g L–1 of BSP, SSP, and CFP at pH 5, agitation speed 200 rpm, and 303 K.
(a)
1.5
lgqe
lgCe
BSP
SSP
CFP
0
0.3
y = 0.272x – 0.076
R2 = 0.971
y = 0.330x – 0.055
R2 = 0.936
y = 0.369x – 0.417
R2 = 0.902
0.1
0.2
0.7
0.6
0.5
0.4
0.3
0.2
0.1
0.8
2.01.0 2.50.5–0.5
(b)
SSP
CFP
0 160140
BSP
Ce/qe
Ce
50
40
10
60
30
20
12020 10040 8060
y = 0.293x + 13.02
R2 = 0.866
y = 0.271x + 4.425
R2 = 0.937
y = 0.189x + 3.830
R2 = 0.931
588
THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019
RAMYA PRASANTHI MOKKAPATI et al.
gas constant and T (K) is the absolute temperature.
The order of sorption energy values (BD) for these
adsorbents is: BSP < SSP < CFP (Table 3), which
explains these metal ion removal capacity as BSP >
SSP > CFP.
A comparison of the lead ions uptake capacities of
BSP, SSP, and CFP with other biomaterial based sor-
bents is presented in Table 4. However, a direct compar-
ison may not be possible due to a variety of parameters
and conditions employed in each referenced work.
CONCLUSIONS
The maximum adsorption efficiencies of the three
adsorbents for Pb(II) removal from aqueous solutions
were 94.24, 91.75, and 72.37% using acid functional-
ized BSP, SSP, and CFP, respectively, and can be cor-
related with their microporous structures, where
rough surface with some cavities for all three adsor-
bents indicating a high possibility of adsorption. The
effects of various experimental parameters such as
contact time, initial Pb(II) concentrations, pH, adsor-
bent dosage, and temperature of the medium on the
adsorption process were discussed. It is evident from
the kinetic data that chemisorption is the possible
adsorption mechanism involved in Pb(II) removal
using BSP and SSP as adsorbents, whereas a combina-
tion of both physisorption and chemical attachment
involved when CFP was used as an adsorbent. Adsorp-
tion isotherm studies describe that both mono- and
multilayer adsorptions occur in the present studies
with preference to multilayer adsorption using BSP,
SSP, and CFP as adsorbents. Presented results
affirmed the suitability of low-cost adsorbents BSP,
SSP, and CFP for lead removal from aqueous environ-
ment, and considering the fact that the raw materials
of these three adsorbents are abundantly available, the
efficient Pb(II) removal from industrial wastewater
could be achieved by utilizing these waste materials as
adsorbents in large quantities.
ACKNOWLEDGMENTS
The authors are highly thankful to Acharya Nagarjuna
University for providing the support for conducting the
research work. The authors also wish to thank SAIF, IIT,
Madras for providing SEM-EDAX instrumentation facility.
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Mass Transfer, Kinetic, Equilibrium, and Thermodynamic Study on Removal of Divalent Lead from Aqueous Solutions Using Agrowaste Biomaterials, Musa acuminata, Casuarina equisetifolia L., and Sorghum bicolor

  • 1. 578 ISSN 0040-5795, Theoretical Foundations of Chemical Engineering, 2019, Vol. 53, No. 4, pp. 578–590. © Pleiades Publishing, Ltd., 2019. Mass Transfer, Kinetic, Equilibrium, and Thermodynamic Study on Removal of Divalent Lead from Aqueous Solutions Using Agrowaste Biomaterials, Musa acuminata, Casuarina equisetifolia L., and Sorghum bicolor Ramya Prasanthi Mokkapatia , Venkata Nadh Ratnakaramb, *, and Jayasravanthi Mokkapatic aDepartment of Chemistry, ANUCET, Acharya Nagarjuna University, Guntur, 522510 India b GITAM University – Bengaluru Campus, Karnataka, 561203 India c Department of Biotechnology, Acharya Nagarjuna University, Guntur, 522510 India *e-mail: doctornadh@yahoo.co.in Received December 6, 2015; revised April 15, 2016; accepted September 1, 2016 Abstract—Three distinct agricultural waste materials, viz., casuarina fruit powder (CFP), sorghum stem pow- der (SSP), and banana stem powder (BSP) were used as low-cost adsorbents for the removal of toxic lead(II) from aqueous solutions. Acid treated adsorbents were characterized by scanning electron microscopy (SEM), energy-dispersive X-ray spectroscopy (EDX), and Fourier transform infrared spectroscopy (FTIR). The effects of parameters like adsorbent dose, pH, temperature, initial metal ion concentration, and time of adsorption on the removal of Pb(II) were analyzed for each adsorbent individually and the efficiency order was BSP > SSP > CFP. Based on the extent of compatibility to Freundlich/Langmuir/Dubinin–Radushkev- ich/Temkin adsorption isotherms and different models (pseudo-first and second order, Boyd, Weber’s, and Elovich), chemisorption primarily involved in the case of BSP and SSP, whereas simultaneous occurrence of chemisorption and physisorption was proposed in the case of CFP which was correlating with the thermody- namic study results conducted at different temperatures. Based on the observations, it was proposed that three kinetic stages involve in the adsorption process, viz., diffusion of sorbate to sorbent, intra particle diffusion, and then establishment of equilibrium. These adsorbents have a promising role towards the removal of Pb(II) from industrial wastewater to contribute environmental protection. Keywords: banana bunch-stem powder, casuarinas fruit powder, sorghum stem powder, removal, lead, adsorption DOI: 10.1134/S0040579519040249 INTRODUCTION Industry made water pollution becomes a severe problem in the current world as many industrial activ- ities affect the natural flow of waterbodies by intro- ducing harmful heavy metal containing effluents into the water streams [1]. Among all heavy metals, lead is a commonly detectable heavy metal ion in several indus- trial wastewaters and is considered as a high priority pol- lutant worldwide in perspective of human and environ- mental risk. Lead is nonbiodegradable, and its accumu- lationbythelivingorganismsisassociatedwithtoxicityto both flora and fauna even in trace amounts. Lead enters thehumansystemsinmanywayssuchasthroughbreath- ing air from lead smelting, refining, and manufacturing industries, breathing in fumes while working with leaded glass, ceramics, etc. [2, 3]. Domestic and industrial wastewaters containing lead ions resulting in health hazards are of extreme concern to the public, government, and industries in the current world [4]. The deleterious effects of lead on neurobehavioral development [5] and brain cell function [6] have been investigated. According to the European Union (EU), United States Environmental Protection Agency (USEPA), and WHO, the maxi- mum allowable limit of Pb(II) in drinking water and surface water intended for drinking is 0.010, 0.015, and 0.010 mg L–1, respectively [7]. Hence, easy, effective, economic, and eco-friendly techniques are required for fine tuning of effluent wastewater treatment. The search for an effective low-cost and easily available adsorbent has led to the investigation of different materials applicable to most treatment systems. The conventional treatment techniques for lead removal from aqueous solutions include chemical pre- cipitation, ion exchange, membrane filtration, solvent extraction, phytoextraction, ultrafiltration, reverse osmosis, adsorption, etc. In addition, a number of nonconventional strategies involving the use of nano-
  • 2. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 579 materials [1], biopolymers [3], and hybrid organic– inorganic composite materials [8] have also been reported in the recent past. However, these methods used for the removal of metal ions from aquatic envi- ronment are expensive and include incomplete removal, high energy requirements, and production of harmful substances [9]. Hence, among all water treat- ment methods described, biosorption is a highly pre- ferred technique in terms of initial cost, flexibility of design, ease of operation, insensitivity to toxic pollut- ants, the availability of different adsorbents and gener- ates high-quality treated effluents [10]. Adsorbent materials from agricultural origin such as rice husk [9], areca nut [11], Lemnaperpusilla Torr. aquatic plant [12], etc., are often ideal because of their susceptibility to chemical modification and mono- to multilayer adsorption behavior for better performance. More- over, the polar functional groups which include alco- hols, aldehydes, ketones, carboxylic, phenolic, and ether groups present on the lignin and cellulosic con- stituents of these agrowastes can have the ability to form complexes with the divalent lead metal ions in aqueous solution [13, 14]. Therefore, the present study is focusing on the use of three chemically modified agricultural waste mate- rials, namely, the casuarinas fruit powder, sorghum stem powder, and banana bunch-stem powder for effective removal of Pb(II) from aqueous solutions. The main objectives of this work are (i) to examine the physicochemical characteristics like specific surface area, surface morphology and structure, and active groups of these adsorbents; (ii) to study the effects of various parameters such as contact time, pH, amount of adsorbent, initial lead ion concentration, and tem- perature on adsorption in batch in order to optimize the adsorption conditions; (iii) to employ several iso- therm models and adsorption kinetics to evaluate the adsorption efficiency of each adsorbent. A compara- tive analysis throughout the study using these three adsorbents can give better understanding of the adsorption process in terms of efficiency to remove lead metal ion from synthetic aqueous solution. EXPERIMENTAL Materials Raw materials such as casuarinas fruit, sorghum stem, and banana bunch-stem for the preparation of adsorbents are available abundantly in nature. They were cleaned with distilled water, and to reduce the organic leaching and to prevent mould growth during batch sorption the raw materials were washed with 2% formaldehyde solution [15] and completely air dried. The dried material was fine powdered and sieved through standard sieves of particle size from 0.3 to 1.0 mm. Then, the finest powders of casuarinas fruit (CFP) and sorghum stem (SSP) were treated with 1 N H2SO4, banana bunch-stem (BSP) was treated with 1 N HNO3, and they were allowed to soak for 24 h at room temperature. The preliminary studies show that the removal capacity of these treated adsorbents is higher by about 30% compared to those of untreated adsorbents. Hence, treated samples were used throughout the study. The samples were then oven- dried and were cooled back to room temperature and used in the adsorption experiments without any fur- ther modification. The biosorbent materials were stored in clean air tight containers. All the chemicals used were of analytical grade. Instrumentation The physical-chemical characterization of adsor- bents was performed by scanning electron microscopy (SEM) coupled to energy-dispersive X-ray spectros- copy (EDAX) (FEI Quanta FEG 200—high resolu- tion scanning electron microscope) which allows the identification and quantification of the metal ions of the adsorbents. The FTIR spectra of the crude and metal treated adsorbents were performed using Bruker, ALPHA-T to identify the active functional groups responsible for the adsorption. Preparation of Synthetic Solutions The standard lead stock solution of 1000 mg L–1 concentration certified for atomic absorption spec- troscopy was obtained from Loba Chemie laboratory reagents and fine chemicals (India). Working lead solution was prepared in bulk with deionized water and used for the adsorption studies. The initial Pb(II) con- centration of the untreated sample was 16 mg L–1. The typical pH of the experiments was about 5, and it was adjusted to the desired value by the addition of few drops of 0.1 M HCl or 0.1 M NaOH. Batch Adsorption Studies The experiments were performed in batch process using BSP, CFP, and SSP at room temperature in a 250 mL conical flask containing 50 mL of the reaction mixture. While observing the effect of each parameter, the values of other parameters were kept constant. The removal efficiency of each adsorbent with respect to dif- ferent parameters like adsorbent dose (5 to 30 g L–1 ), time (0to210min),pH(2to6),temperature(30to70°C), and initial lead ion concentration (20 to 200 mg L–1) was determined in individual experiments. In each experi- ment, the metal ion solution equilibrated with adsor- bent was withdrawn and centrifuged, and the final Pb(II) concentration was measured in the liquid phase by atomic adsorption spectroscopy (AAS). The exper- iment was repeated thrice, and average results have been reported. The relative errors in the experimental results were about 5%.
  • 3. 580 THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 RAMYA PRASANTHI MOKKAPATI et al. The adsorption capacity and percent Pb(II) removal were determined by the following equations: (1) (2) Here, Co is the initial concentration of Pb(II) in the solution, Ce is the final concentration of Pb(II) in the solution after adsorption, qe (mg g–1) is the adsorption capacity of the adsorbent at equilibrium, V (L) is the volume of the suspension, and W (g) is the mass of the adsorbent. RESULTS AND DISCUSSION Characterization of Adsorbent Materials through SEM, EDAX, and FTIR Samples of the adsorbent materials were coated with a thin layer of gold under vacuum and examined by scanning electron microscope before and after the adsorption of lead to study the surface texture and porosity of the samples for better understanding of the nature of the adsorption process. SEM observations show that CFP and SSP adsorbent materials appear to have rough surface with some pore formation before adsorption as an indication of large surface areas capa- ble of high adsorption, whereas a smooth surface cov- ering of the pores can be observed after adsorption. In the case of SEM surface analysis of BSP, the spiral structures with rough surface before adsorption and a smooth layer covering the spirals after adsorption − = o e e , C C q V W − = ×e o e Percent removal of Pb(II) 100. C C C explain the likelihood of greater adsorption of lead onto BSP surface (Fig. 1). EDX studies were carried out to determine the chemical composition of adsor- bents and were given here in percent weight of ele- ments, before adsorption, BSP: C—62.65, O—34.44, Fe—0.87, Pb—0.00; SSP: C—60.51, O—36.93, Fe— 0.73, Pb—0.00; CFP:C—62.70, O—36.23, Fe—0.17, Pb—0.00, after adsorption: BSP: C—52.35, O—41.26, Fe—0.49, Pb—3.08; SSP: C—57.87, O—38.08, Fe— 0.25, Pb—1.65; CFP: C—61.44, O—35.05, Fe—0.39, Pb—1.41. In all the adsorbents, the presence of stretch- ing for C–O, C=O, and aliphatic C–H can be con- firmed from peaks in the range of 1026–1039 cm–1 , 1614–1689 cm–1 , and 2917–2920 cm–1 , respectively. However, additional peaks in CFP above 3000 cm–1 indicate the =C–H stretching and further C=C stretching can be observed from peaks in the range of 1450–1550 cm–1 . Broad peaks in the range of 3305– 3320 cm–1 indicate the presence of carboxylic acid groups in SSP and BSP, whereas dominant sharp peak at 3737 cm–1 indicates phenolic groups in CFP (Fig. 2). EDX and FTIR observations correlate with the compositions of BSP—holocellulose, cellulose, lig- nin, pectin [16], SSP—cellulose, hemicelluloses, lig- nin, cutin, silica [17], and CFP – α-pinene, benzalde- hyde, 1,8-cineole, furanoid, α-campholenal, 4-ter- pineol, α-terpineol, α-terpinyl acetate, spathulenol, caryophyllene-oxide, and guaiol [18]. The presence of functional groups like acid, alcohol, and amine is evi- dent from these studies. Protons of phenols/alcohols and carboxylic acid groups in these biosorbents facili- tate them for ions getting exchanged during the Fig. 1. Scanning electron microscopy images before adsorption using (a) BSP, (b) SSP, and (c) CFP and after adsorption using (d) BSP, (e) SSP, and (f) CFP. 20 µm20 µm20 µm 20 µm20 µm20 µm 40 µm40 µm40 µm50 µm50 µm50 µm20 µm20 µm20 µm 25 µm25 µm25 µm (a) (b) (c) (d) (e) (f)
  • 4. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 581 Fig. 2. FTIR spectra of three adsorbents (a) BSP, (b) SSP, and (c) CFP before adsorption. 94 50010003500 1500 Wavenumber, cm–1 94 Transmittance,% 100 97 96 95 3000 100 99 98 20002500 99 98 97 96 95 3848.94 3737.48 3669.69 3611.7 1229.87 1331.92 1370.99 1450.86 1516.81 1635.56 2311.42 2548.28 2915.56 3310.07 1025.31 549.68528.55 (a) (b) 50010003500 1500 Wavenumber, cm–1 Transmittance,% 100 94 92 90 3000 98 96 20002500 1297.97 1358.88 1452.96 1512.72 1614.39 2919.15 3307.18 3734.35 3834.58 1026.05 583.42 557.43 525.97 (c) 50010003500 1500 Wavenumber, cm–1 Transmittance,% 100 97 96 3000 99 98 20002500 2421.48 2848.35 2920.87 3009.31 3113.87 3189.34 3309.52 3391.53 3553.78 3613.66 3669.83 3737.30 3856.51 3930.96 1334.07 1388.54 1418.64 1457.11 1515.95 1548.74 1543.51 1689.10 1839.36 2197.08 2312.70 1039.82 781.67 703.14 668.74 505.07 560.89 525.17
  • 5. 582 THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 RAMYA PRASANTHI MOKKAPATI et al. adsorption process. Hydroxyl groups in these biopoly- mers may function as donors. Hence, the deprotona- tion of hydroxyl groups can be involved in the coordi- nation with metal ions [19]. Moreover, the presence of a larger number of peaks in CFP compared to SSP can be explained based on the presence of a number of phytochemicals as mentioned above. Studies on Effect of Agitation Time and Adsorption Kinetics Changes in Pb(II) concentrations over time were investigated at each 30 min interval in contact time till 210 min, while other parameters were kept constant and are shown in Fig. 3. Saturation of the active points (called the plateau value) was reached in approxi- mately 30, 150, and 180 min using BSP, SSP, and CFP, respectively, which acquaints us that the rapid adsorption of Pb(II) was by BSP. The pattern of Pb(II) removal with time explains the fact that the familiar- ization between adsorbent and Pb(II) ions which make an attraction with the adsorbent over time increases the adsorption of metal ion onto the adsorbent surface [11, 12, 14]. In terms of the optimum time for removal, the performance of the current biosorbents is compa- rable with those of the earlier used adsorbents—acorn waste (150 min) [20], modified areca waste (120 min) [11], and fluted pumpkin seed shell (170 min) [21]. From Fig. 3, it is clear that metal sorption follows three step sorption mechanisms in the case of SSP and CFP. During the initial rapid and quantitatively pre- dominant step, a large number of sites are available for the uptake of metal ions on the adsorbents, which per- mits to overcome all the external mass transfer resis- tances and occupying the active sites on the biosorbent with higher affinity through bonding with the chelat- ing ligands [11]. During the second slower and quanti- tatively insignificant step, the diffusion of Pb(II) into the deeper pores creates repulsive forces between the Pb(II) on the solid and the aqueous phases and the existence of different sorption mechanisms might hamper the adsorption process [22], leading to slower adsorption rate. During the final equilibrium phase, the sorption process ceases due to the unavailability of active sites on biosorbents to be occupied by the metal ions or due to repulsive forces between the Pb(II) on the solid and the aqueous phases. In the case of BSP ini- tial rapid step and final equilibrium phases are present. Kinetic and equilibrium models were employed to analyze the data of the complete adsorption process to better understand the Pb(II) sorption characteristics by the three adsorbents, BSP, SSP, and CFP. Further research on the kinetics of adsorption was carried out by employing pseudo-first order [23] and pseudo-sec- ond order kinetic equations [24] to examine the mech- anism of Pb(II) adsorption onto these adsorbents, since the literature survey clearly shows that the sorp- tion of Pb(II) from aqueous solutions is either first- or second-order. For example, the removal of Pb(II) by red mud [25] follows the pseudo-first order biosorp- tion (Eq. (3)), whereas pseudo-second order (Eq. (4)) was found to correlate with the experimental data well by using modified areca waste [11] and fluted pump- kin seed shell activated carbon [21] as adsorbents (adsorption kinetic models are shown in Fig. 4): (3) (4) where qt and qe (mg g–1) are the amounts of lead adsorbed on adsorbent material at time t and at equi- librium, respectively, and k1 and k2 are the corre- sponding pseudo-first and pseudo-second order adsorption rate constants. In the present case, kinetic data are in good agree- ment with pseudo-second order in terms of the coeffi- cient of determination (R2 ) than pseudo-first order using BSP, CFP, and SSP adsorbents. The adsorption kinetic parameters are given in Table 1. A wide variety of interactions between metal ions and adsorbents like ion exchange, chelation, adsorp- tion by physical forces, entrapment in inter- and intra- fibrillar capillaries and space of the structural polysac- charide network as a result of the concentration gradi- ent and diffusion for effective uptake of Pb(II) in a solution makes biosorption a complex process [11, 21]. The highest adsorption achieved in less time using BSP as an adsorbent material can be explained by the fact that nonconventional adsorbents which contain cellulose and the polar hydroxyl groups on the cellu- lose could be involved in a chemical reaction and bind heavy metals from solutions [26]. Hence, the simple Elovich equation was also employed for its applicability on the adsorption pro- cess (Fig. 3c): − = −e t e 1ln( ) ln ,q q q k t = +2 t e2 e 1 ,t t q qk q Fig. 3. Effect of agitation time during adsorption at pH 5, 200 rpm, and initial Pb(II) concentration 16 mg L–1 using 20 g L–1 of BSP, SSP, and CFP. 0 210180 PercentremovalofPb(II) Contact time, min 90 80 60 40 20 100 70 50 30 10 1509030 12060 BSP SSP CFP
  • 6. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 583 Fig. 4. Adsorption kinetics using (a) pseudo-first order, (b) pseudo-second order, (c) Elovich kinetic model, and (d) Weber’s intraparticle diffusion model for 16 mg L–1 Pb(II) sorption onto adsorbents at pH 5 and 200 rpm using 20 g L–1 of BSP, SSP, and CFP. (b) 0 250 t/qt,mingmg–1 Time, min 350 300 200 100 50 400 250 150 20050 150100 BSP SSP CFP y = 1.118x + 99.48 R2 = 0.927 y = 0.704x + 124.7 R2 = 0.928 y = 1.277x + 3.688 R2 = 0.999 (a)log(qe–qt) Time, min BSP SSP CFP 0 0.5 0.5 20015010050 250 1.0 1.5 2.0 2.5 3.0 3.5 y = –0.015x + 0.575 R2 = 0.724 y = –0.010x – 0.080 R2 = 0.952y = –0.007x – 1.045 R2 = 0.941 (c) 0 6.0 q(t),mgg–1 lnt 0.8 0.7 0.2 0.1 0.9 0.6 0.3 4.54.0 BSP SSP CFP y = 0.019x + 0.666 R2 = 0.934 y = 0.293x – 0.820 R2 = 0.950 y = 0.216x – 0.518 R2 = 0.945 5.0 5.53.53.0 0.5 0.4 (d) 0 14.0 q(t),mgg–1 t0.5 , (min)0.5 0.8 0.7 0.2 0.1 0.9 0.6 0.3 9.58.0 BSP SSP CFP y = 0.004x + 0.712 R2 = 0.969 y = 0.063x – 0.135 R2 = 0.978 y = 0.044x + 0.015 R2 = 0.866 11.0 12.56.55.0 0.5 0.4 (5) where qt is the amount of Pb(II) sorbed at the time t, α is the initial Pb(II) sorption rate (mg g–1 min–1 ), and β is the desorption constant (g mg–1 ) during any one experiment. The interactions between the adsorbate and adsor- bent materials follow film diffusion, pore diffusion, and intraparticle transport, among which pore diffu- sion and intraparticle diffusion are often rate-limiting in a batch reactor, whereas film diffusion is more likely the rate-limiting step for a continuous flow system [27]. Hence, Weber’s intraparticle diffusion model was analyzed and showed reasonably good correlation: = + β αβ β t 1 1 , ln ln q t (6) The estimated Elovich and Weber’s intraparticle diffusion models and the related statistic parameters are reported in Table 1. Further, the kinetics data subjected to Boyd kinet- ics model analysis using the equation (7) where F represents the fraction of the solute adsorbed at any time t (min), revealed the deviation of the metal ions uptake from an aqueous system on the adsorbent, suggesting that the adsorption mechanism was gov- erned by external mass transport where particle diffu- sion is the rate-limiting step [27]. Nonlinear plots with = + θ 1 2 t d .q K t ( )= − −0.4977 – ln 1 ,tB F
  • 7. 584 THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 RAMYA PRASANTHI MOKKAPATI et al. low regression coefficients reveal that these adsorbents do not obey the Boyd model. Effect of Concentration of Metal Ion Adsorbate concentration is the crucial factor during adsorption reaction, since it dictates the mass transfer resistances of the metal between the aqueous and solid phases in an aqueous solution [12, 28]. Incompletion of active adsorption sites of the adsor- bent and the aggregation of adsorbent particles at higher concentration are the important factors which contribute to the adsorbate concentration effect. Fig- ure 5a shows the effect of Pb(II) concentration on its removal from the aqueous solution for the adsorbent materials BSP, SSP, and CFP. A continuous decline of percentage removal with an increase in the metal ion concentration was observed. This appears to be due to the competition of metal ions for available binding sites in the biomass and also due to the lack of binding sites for the attachment of Pb(II) ions at higher metal ion concentration levels. Effect of Adsorbent Dose In adsorption, the quantity of adsorbent is a con- siderable factor that affects the adsorption process strongly and it dictates the adsorption efficiency of each adsorbent. It was clear from the experimental results that the adsorption of Pb(II) was increased with an increase in the adsorbent concentration in the reac- tion mixture due to the availability of a larger number of active sites on the surface of adsorbent [8, 9, 12, 14]. However, unit adsorption was decreased with an increase in adsorbent dosage in all three cases of adsorbents, which may be due to overlapping of adsorption sites as a result of overcrowding of adsor- bent particles and is shown in Fig. 5b. Effect of pH As was discussed earlier, the adsorption of metal cation on adsorbent depends upon the nature of adsor- bent surface and species distribution of the metal cat- ion which in turn mainly depends on the pH of the sys- tem, since the organic functional groups on the adsor- bent surface may acquire a negative or positive charge depending on the solution pH [9]. Hence, it was thought of important to study the effect of pH on the removal of Pb(II). Patrulea et al. [29] reported that the protonation of the primary amine groups with positive charge in the acidic media affects the adsorption pro- cess by electrostatic repulsion of the cationic metal ions present in the medium. According to previously reported findings, the precipitation of Pb(II) ions as lead hydroxides such as Pb(OH)2 occurs at pH values higher than 6 and beyond this point the adsorption efficiency results could be hampered [20]; therefore, the effect of pH on adsorption using BSP, SSP, and CFP was studied in the initial pH range of 2 to 6 in the solution. Literature survey clearly predicts that the Pb(II) uptake capacity of adsorbents increases with an increase in pH in the acidic medium and is predomi- nantly removed in the pH vicinity of 5 [2, 12]. A simi- lar pattern of increasing adsorption percentage with an increase in pH from 2 to 6 was observed in the present case for three adsorbents, and maximum adsorption was observed between pH 5 and 6. The maximum removal of Pb(II) at pH 5 using BSP or SSP and at pH 6 using CFP is due to the ionic attraction attained by the functional groups like carboxylate and –OH groups and is shown in Fig. 5c. As was explained previously, the lower adsorption rate at lower pH values is due to the higher concentration of H+ ions present in the reaction mixture, which compete with the Pb(II) ions for the adsorption sites of biosorbents [30]. Table 1. Lead(II) adsorption kinetic parameters of pseudo-first and pseudo-second order, Elovich, Weber’s intraparticle diffusion, and Boyd models using BSP, SSP, and CFP as biosorbents Model Pseudo-first-order Exp. value Pseudo-second-order Adsorbent1 qe, mg g–1 k1, min–1 R2 qe, mg g–1 qe, mg g–1 k2, g mg–1 min–1 R2 BSP 0.352 0.016 0.941 0.758 0.783 0.442 0.999 SSP 1.188 0.018 0.927 0.536 1.420 0.004 0.928 CFP 0.923 0.023 0.952 0.483 0.894 0.013 0.927 Adsorbent Elovich model Weber’s intraparticle diffusion model Boyd model α, mg g min–1 1/β, mg g–1 R2 kd, mg g min–1 θ, mg g–1 R2 R2 BSP 3.17 × 1012 0.019 0.934 0.004 0.712 0.969 0.813 SSP 0.018 0.293 0.950 0.063 –0.135 0.978 0.767 CFP 0.02 0.216 0.945 0.044 0.015 0.866 0.895
  • 8. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 585 Effect of Temperature The alteration of molecular interactions and the solubility of the adsorbate caused by an increase in temperature affect the adsorption process and have significance to say whether the process is endothermic or exothermic, thereby relating to physisorption or chemisorption [8, 31]. The percent adsorption of Pb(II) ions using BSP, CFP, and SSP was investigated by experiments for 16 mg L–1 Pb(II) at 303–343 K (Fig. 5d). Thermodynamic parameters (ΔG, ΔH, and ΔS) are given in Table 2. In general, preferable binding can be expected at higher temperatures for endothermic reactions, since the rise in the kinetic energy of sorbent particles with an increase in temperature due to increased collision frequency between the sorbent and sorbate results in Fig. 5. Effect of various parameters on adsorption of Pb(II) from aqueous solutions: (a) initial Pb(II) concentration (303 K, pH 5, 200 rpm, 180 min, and 20 g L–1 of BSP, SSP, and CFP), (b) adsorbent dose (303 K, pH 5, 200 rpm, 180 min, and initial Pb(II) concentration 16 mg L–1), (c) pH of the solution (303 K, 200 rpm, 180 min, initial Pb(II) concentration 16 mg L–1, and 20 g L–1 of BSP, SSP, and CFP), and (d) temperature of the medium (pH 5, 200 rpm, 180 min, initial Pb(II) concentration 16 mg L–1, and 10 g L–1 of BSP, SSP, and CFP). (a) 0 PercentremovalofPb(II) Initial Pb(II) concentration, mg L–1 90 80 60 40 20 100 70 50 30 10 1005020 200 BSP SSP CFP (c) 0 76 PercentremovalofPb(II) pH 90 80 60 40 20 100 70 50 30 10 52 431 BSP CFP SSP (d) 0 8070 PercentremovalofPb(II) pH 80 60 40 20 100 6030 504020 BSP CFP SSP (b) PercentremovalofPb(II) qe,mgg–1 0 30255 20 Amount of adsorbent, g L–1 0 3.0 1.5 1.0 0.5 1510 100 2.5 2.0 80 60 40 20 CFP qe % Pb(II) removalSSPBSP Table 2. Thermodynamic parameters for the adsorption of Pb(II) onto 10 g L–1 of BSP, SSP, and CFP at pH 5, initial Pb(II) concentration 16 mg L–1, and agitation speed 200 rpm T, K ΔG, kJ mol–1 ΔH, kJ mol–1 BSP SSP CFP BSP SSP CFP 303 –5.34 1.32 –0.57 4.52 23.50 –15.05 313 –5.67 0.59 –0.09 ΔS, J mol–1 K–1 323 –6.00 –0.14 0.39 333 –6.32 –0.87 0.87 BSP SSP CFP 343 –6.65 –1.61 1.34 0.03 0.07 –0.05
  • 9. 586 THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 RAMYA PRASANTHI MOKKAPATI et al. enhanced sorption onto the surface of the sorbent. Moreover, an increase in the temperature of the medium creates the bond rupture of functional groups present on the adsorbent surface and, as a conse- quence, increases the number of active sorption sites, resulting in enhanced sorption [32]. Thermodynamic results revealed that there is no effect of temperature on the removal of Pb(II) using BSP as an adsorbent. However, in the case of SSP, the removal of Pb(II) ions increased with an increase in temperature and higher removal was observed at 343 K, predicting the process as an endothermic reaction. Hence, this indi- cates that the enthalpy change ΔH is positive (endo- thermic) due to an increase in adsorption on succes- sive increase in temperature. Further, negative ΔG val- ues show the thermodynamically feasible and spontaneous nature of the adsorption process and the positive value of ΔS reveals the increased randomness at the solid–solution interface during the adsorption of Pb(II) on the adsorbent material active sites. A sim- ilar observation of the maximum adsorption of Pb(II) by modified areca waste was endothermic but sponta- neous under studied conditions [11]. However, in the case of CFP, a decrease in the adsorption percentage with an increase in temperature was observed (Fig. 5d). This observation of a decrease in the removal of Pb(II) with an increase in temperature can be explained based on (i) increased escaping tendency of already adsorbed molecules from adsorbent into the bulk solu- tion due to an increase in the total energy of sorbate molecules at higher temperature [31] and (ii) dissolu- tion of sorbing solution, because tannins and other phenol/alcohol compounds are soluble at high tem- peratures [33]. Though, this seems to corroborate with the well-known fact that sorption capacity is expected to decrease with an increase in solution temperature when the sorption process is exothermic, based on conformation to second order kinetics, the present case using CFP involves both physical and chemical adsorptions. Such simultaneous occurrence of both adsorptions was reported earlier by Ho and McKay [34] and Panday et al. [35]. Adsorption Isotherms Adsorption isotherms are significant in describing the mechanism of adsorption for analyzing the inter- action of metal ion on the surface of the adsorbent. Langmuir and Freundlich adsorption isotherm equa- tions were employed in order to evaluate the adsorp- tion efficiency of each adsorbent towards the removal of divalent lead ions from aqueous solutions. From Langmuir/Freundlich adsorption isotherm, the values of characteristic parameters qm, KL, n, and KF were calculated from the slope and intercept of linear dependencies (Fig. 6), and the correlation coefficient R2 associated to each model is given in Table 3. The adsorption isotherms were studied by varying the initial concentration of lead ions. Langmuir, Fre- undlich, D–R, and Temkin models were evaluated for description of metal sorption isotherms (Table 3). The best fitting order of these models is concluded to be Freundlich > Langmuir > Temkin > D–R. This result showed that the Freundlich isotherm fitted bet- ter than the Langmuir isotherm in describing the behavior of Pb(II) adsorption, indicating that the adsorption process involved multimolecular layers of coverage onto the three adsorbents BSP, SSP, and CFP. It is reported in the literature that when a multi- surface adsorption mechanism dominated in an adsorption system, the coexisting metal ions did not compete with Pb(II) ions for the active sites on the adsorbents [36]. Based on this, it could be suggested that the presence of coexisting ions will not affect Pb(II) adsorption by the studied biosorbents. The essential characteristics of the Langmuir iso- therms can be expressed in terms of a dimensionless constant separation factor or equilibrium parameter, RL, which is defined as RL = 1/[1+KLCo], where KL is the Langmuir constant and Co is the initial concentra- tion of Pb(II). Based on the values of RL, the Lang- muir equation is favorable (0 < RL< 1) or unfavorable (RL > 1). Similarly, the value of sorption intensity (1 < n < 10) indicates that sorption is Freundlich favorable. As the RL values in the present case are in the range of 0 to 1 and the n values are less than 10 (Table 3) for the three adsorbents (CFP, SSP, and BSP), Langmuir as well as Freundlich isotherms were favorable for the adsorption process [8]. Hence, both mono- and mul- Table 3. Lead(II) biosorption isotherm parameters, i.e., the Langmuir, Freundlich, D–R, and Temkin models by 20 g L–1 of BSP, SSP, and CFP adsorbents at pH 5, 303 K, and agitation speed 250 rpm Adsor- bent, 20 g L–1 Langmuir isotherm Freundlich isotherm D–R isotherm Temkin isotherm KL, L mg–1 qm, mg g–1 R2 KF, mg g–1 n R2 BD, mol2 J–2 qD, mg g–1 R2 B, J mol–1 AT,L g–1 R2 BSP 0.049 5.291 0.931 0.946 3.030 0.936 3 × 10–7 2.904 0.653 0.722 2.264 0.825 SSP 0.061 3.690 0.937 0.927 3.676 0.971 5 × 10–7 2.394 0.737 0.501 3.339 0.871 CFP 0.023 3.413 0.866 0.659 2.710 0.902 4 × 10–6 1.742 0.530 0.548 0.529 0.802
  • 10. THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 MASS TRANSFER, KINETIC, EQUILIBRIUM, AND THERMODYNAMIC STUDY 587 tilayer adsorptions occur in the present studies with preference to monolayer adsorption. A similar obser- vation of fitting well the adsorption data with the Langmuir and Freundlich isotherm models was observed in adsorption studies on the removal of diva- lent lead from the aqueous solution using nanosilver sol-coated activated carbon [37] and tridax procum- bens activated carbon [38]. The Temkin isotherm equation explicitly takes into account the adsorbent–adsorbate interactions by ignoring the extremely low and large value of concen- trations. It assumes that the heat of adsorption of all the molecules in a layer decreases linearly rather than logarithmic with coverage due to adsorbent–adsor- bate interactions. An increase in uptake capacity of BSP, CFP, and SSP with an increase in Pb(II) ion concentration is due to the higher availability of Pb(II) ions in the solution for the adsorption. Moreover, higher initial Pb(II) concentration increased driving force to overcome all mass transfer resistance of metal ions between the aqueous and solid phases, resulting in the higher probability of collision between Pb(II) ions and sorbents. This also results in higher metal uptake [32]. The Dubinin–Radushkevich (D–R) iso- therm is an empirical model which is generally applied to express the adsorption mechanism with a Gaussian energy distribution onto a heterogeneous surface [39]. In the D–R isotherm (ln qe = ln qD – BD 2 ), BD (sorp- tion energy, mol2 kJ−2 ) is a constant related to the mean free energy of adsorption per mole of the adsor- bate as it is transferred to the surface of the solid from infinitedistanceinsolution,qD isthetheoreticalsaturation capacity (mol g–1), and is the Polanyi potential, which is equal to RT ln(1 + (1/Ce)), where R (J mol–1 K–1 ) is the Fig. 6. Linear adsorption isotherm plots for (a) the Langmuir model and (b) the Freundlich model on Pb(II) uptake by using 20 g L–1 of BSP, SSP, and CFP at pH 5, agitation speed 200 rpm, and 303 K. (a) 1.5 lgqe lgCe BSP SSP CFP 0 0.3 y = 0.272x – 0.076 R2 = 0.971 y = 0.330x – 0.055 R2 = 0.936 y = 0.369x – 0.417 R2 = 0.902 0.1 0.2 0.7 0.6 0.5 0.4 0.3 0.2 0.1 0.8 2.01.0 2.50.5–0.5 (b) SSP CFP 0 160140 BSP Ce/qe Ce 50 40 10 60 30 20 12020 10040 8060 y = 0.293x + 13.02 R2 = 0.866 y = 0.271x + 4.425 R2 = 0.937 y = 0.189x + 3.830 R2 = 0.931
  • 11. 588 THEORETICAL FOUNDATIONS OF CHEMICAL ENGINEERING Vol. 53 No. 4 2019 RAMYA PRASANTHI MOKKAPATI et al. gas constant and T (K) is the absolute temperature. The order of sorption energy values (BD) for these adsorbents is: BSP < SSP < CFP (Table 3), which explains these metal ion removal capacity as BSP > SSP > CFP. A comparison of the lead ions uptake capacities of BSP, SSP, and CFP with other biomaterial based sor- bents is presented in Table 4. However, a direct compar- ison may not be possible due to a variety of parameters and conditions employed in each referenced work. CONCLUSIONS The maximum adsorption efficiencies of the three adsorbents for Pb(II) removal from aqueous solutions were 94.24, 91.75, and 72.37% using acid functional- ized BSP, SSP, and CFP, respectively, and can be cor- related with their microporous structures, where rough surface with some cavities for all three adsor- bents indicating a high possibility of adsorption. The effects of various experimental parameters such as contact time, initial Pb(II) concentrations, pH, adsor- bent dosage, and temperature of the medium on the adsorption process were discussed. It is evident from the kinetic data that chemisorption is the possible adsorption mechanism involved in Pb(II) removal using BSP and SSP as adsorbents, whereas a combina- tion of both physisorption and chemical attachment involved when CFP was used as an adsorbent. Adsorp- tion isotherm studies describe that both mono- and multilayer adsorptions occur in the present studies with preference to multilayer adsorption using BSP, SSP, and CFP as adsorbents. Presented results affirmed the suitability of low-cost adsorbents BSP, SSP, and CFP for lead removal from aqueous environ- ment, and considering the fact that the raw materials of these three adsorbents are abundantly available, the efficient Pb(II) removal from industrial wastewater could be achieved by utilizing these waste materials as adsorbents in large quantities. ACKNOWLEDGMENTS The authors are highly thankful to Acharya Nagarjuna University for providing the support for conducting the research work. The authors also wish to thank SAIF, IIT, Madras for providing SEM-EDAX instrumentation facility. REFERENCES 1. Saeed, A., Iqbal, M., and Akhtar, M.W., Removal and recovery of lead (II) from single and multimetal (Cd, Cu, Ni, Zn) solutions by crop milling waste (black gram husk), J. Hazard. Mater., 2005, vol. 117, no. 1, pp. 65–73. https://doi.org/10.1016/j.jhazmat.2004.09.008 2. Saka, C., Şahin, Ö., and Küçük, M.M., Applications on agricultural and forest waste adsorbents for the re- moval of lead (II) from contaminated waters, Int. J. En- viron. Sci. Technol., 2012, vol. 9, no. 2, pp. 379–394. https://doi.org/10.1007/s13762-012-0041-y 3. Khan, A., Badshah, S., and Airoldi, C., Environmen- tally benign modified biodegradable chitosan for cation removal, Polym. Bull., 2015, vol. 72, no. 2, pp. 353– 370. https://doi.org/10.1007/s00289-014-1278-z 4. Ho, Y.S., Effect of pH on lead removal from water using tree fern as the sorbent, Bioresour. Technol., 2005, vol. 96, no. 11, pp. 1292–1296. https://doi.org/10.1016/j.biortech.2004.10.011 5. Dietrich, K.N., Succop, P.A., Bornschein, R.L., Krafft, K.M., Berger, O., Hammond, P.B., and Buncher, C.R., Lead exposure and neurobehavioral development in later infancy, Environ. Health Perspect., 1990, vol. 89, pp. 13–19. https://doi.org/10.1289/ehp.908913 6. Goldstein, G.W., Lead poisoning and brain cell function, Environ. Health Perspect., 1990, vol. 89, pp. 91–94. https://doi.org/10.1289/ehp.908991 7. Lalhruaitluanga, H., Jayaram, K., Prasad, M.N.V., and Kumar, K.K., Lead (II) adsorption from aqueous solutions by raw and activated charcoals of Melocanna baccifera Roxburgh (bamboo)—a comparative study, J. Hazard. Mater., 2010, vol. 175, no. 1, pp. 311–318. https://doi.org/10.1016/j.jhazmat.2009.10.005 Table 4. Comparison of the adsorption capacity (mg g-1 ) of studied biosorbents for the removal of Pb(II) with other adsor- bent materials in the literature Adsorbent Adsorbent capacity, mg g–1 Reference Chitosan biopolymer 2.53 [3] Rice husk 0.62 [9] Areca waste 3.37 [11] Single-walled carbon nanotubes (SWCNTs) 33.55 [22] Untreated Tabuk clay 30.00 [40] Khaiber clay 10.00 [40] Banana bunch-stem powder (BSP) 5.29 This study Sorghum stem powder (SSP) 3.69 This study Casuarinas fruit powder (CFP) 3.41 This study
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