Jun-Ho Shin1, Jung Eun Yang2, Jung Eun Park1, Sun-Wook Jeong3, Sang-June Choi4, Yong Jun Choi3, Jongho Jeon1. 1. Department of Applied Chemistry, College of Engineering, Kyungpook National University, Daegu 41566, Republic of Korea. 2. Department of Advanced Process Technology and Fermentation, World Institute of Kimchi, Gwangju 61755, Republic of Korea. 3. School of Environmental Engineering, University of Seoul, Seoul 02504, Republic of Korea. 4. School of Architectural, Civil, Environmental, and Energy Engineering, Kyungpook National University, Daegu 41566, Republic of Korea.
Abstract
Anionic dyes are one of the most serious contaminants in water as these molecules are known to be toxic to many living organisms. Herein, we report the development of functionalized polyvinylidene fluoride membranes modified with chitosan-coated iron oxide nanomaterials (Fe-PVDF) for the efficient treatment of anionic dye-contaminated water. Aqueous solutions of anionic dyes could be captured rapidly by passing through the functionalized membrane under reduced pressure. Under neutral conditions, Fe-PVDF showed a maximum removal capacity of 74.6 mg/g for Evans blue (EB) through the adsorption process. In addition, the adsorption capacity was significantly enhanced up to 434.78 mg/g under acidic conditions. The adsorption process for EB matched well with the Langmuir model, indicating monolayer adsorption of the dye to the membrane surface. Moreover, Fe-PVDF can be reusable by a simple washing step in an alkaline solution, and thus, the composite membrane was applied several times without a significant decrease in its adsorption performance. The same composite membrane was further applied to the removal of five other different anionic dyes with high efficiencies. The adsorption mechanism can be explained by the electrostatic interaction between the positively charged chitosan and the negatively charged dye as well as the affinity of the sulfate groups in dye molecules for the surface of the iron oxide nanoparticles. The easy preparation and rapid decolorization procedures make this composite membrane suitable for efficient water treatment.
Anionic dyes are one of the most serious contaminants in water as these molecules are known to be toxic to many living organisms. Herein, we report the development of functionalized polyvinylidene fluoride membranes modified with chitosan-coated iron oxide nanomaterials (Fe-PVDF) for the efficient treatment of anionic dye-contaminated water. Aqueous solutions of anionic dyes could be captured rapidly by passing through the functionalized membrane under reduced pressure. Under neutral conditions, Fe-PVDF showed a maximum removal capacity of 74.6 mg/g for Evans blue (EB) through the adsorption process. In addition, the adsorption capacity was significantly enhanced up to 434.78 mg/g under acidic conditions. The adsorption process for EB matched well with the Langmuir model, indicating monolayer adsorption of the dye to the membrane surface. Moreover, Fe-PVDF can be reusable by a simple washing step in an alkaline solution, and thus, the composite membrane was applied several times without a significant decrease in its adsorption performance. The same composite membrane was further applied to the removal of five other different anionic dyes with high efficiencies. The adsorption mechanism can be explained by the electrostatic interaction between the positively charged chitosan and the negatively charged dye as well as the affinity of the sulfate groups in dye molecules for the surface of the iron oxide nanoparticles. The easy preparation and rapid decolorization procedures make this composite membrane suitable for efficient water treatment.
As the discharge of
pollutants increases due to rapid industrialization,
the environment and public health are threatened by exposure to toxic
contaminants.[1,2] Therefore, it has become an urgent
task to remove harmful substances from industrial wastewater. Among
the pollutants generated from various processes such as the printing
and textile industries, some anionic organic dyes are known to have
several toxic effects on living organisms.[3,4] Because
most of the commercial anionic dyes are well dissolved and chemically
stable in aqueous media, they can be persistent in water for long
periods.[5] Several studies previously reported
conventional separation techniques for the treatment of these pollutants,
including adsorption,[6−11] extraction,[12−14] coagulation,[15−17] and degradation.[18−20] These methods may be useful in certain cases; however, such physicochemical
processes often suffer from several technical issues such as high
preparation cost, low efficiency, and limited reusability.[21−23] In the last decades, many researchers focused on the development
of membrane-based techniques for water purification.[24,25] Traditional membrane filtration is a technique whereby the contaminants
are rejected based on their relative size to the membrane pore size.
However, recent progress of nanotechnology enabled the obtention of
additional functionalities to the bare polymeric membrane.[26−31] Some nanoparticles including ZnO, Fe3O4, and
TiO2, as well as various organic ligands incorporated into
nanomaterials, have been employed for the preparation of functional
membranes. These composites showed enhanced adsorption performance
in the treatment of contaminants as the nanoadsorbents have a large
area-to-volume ratio as well as high affinity to target pollutants.
The purification capacity of composite membranes is determined by
the amount of the substance incorporated and the type of chemical
or physical interactions between the adsorbents and target pollutants.We previously reported a gold nanoparticle-immobilized cellulose
acetate membrane for the removal of radioactive iodine anions in water
through the adsorptive process.[32,33] These techniques exhibited
improved performances in terms of rapidity, high removal efficiency,
and high removal rate compared to conventional methods. Furthermore,
the nanoadsorbents embedded in hybrid composites are designed to maintain
their chemical stability during water treatment, allowing easy separation
after treatment. Inspired by previous studies on nanoadsorbent-embedded
membranes, we designed a new interfacial immobilizing strategy by
employing a hydrophilic polyvinylidene fluoride (PVDF) membrane and
chitosan-coated iron oxide nanoparticles for the removal of organic
dyes through the adsorption process. PVDF has been widely applied
to the water treatment as it possesses good mechanical properties,
thermal resistance, and chemical stability. In addition, the cationic
nature of chitosan polymer can be used for the removal of anionic
dye contaminants by electrostatic interactions and also useful for
the stable immobilization of the nanoadsorbent in the PVDF membrane.
In the present work, the nanocomposite membrane is created by the
vacuum filtration method. The adsorption and separation performance
of the composite membrane using Evans blue (EB) dye is first demonstrated,
and then, its reproducibility is evaluated. Moreover, the same functional
membrane is further applied to the treatment of aqueous solutions
containing distinct anionic dyes.
Experimental Section
Materials
EB, Congo red, Acid Yellow 25, Acid Green
25, and methyl blue were purchased from Sigma-Aldrich (Yongin, Korea).
Chitosan-coated iron oxide nanomaterials (γ-Fe2O3, average hydrodynamic diameter: 50 nm) were purchased from
Chemicell (Berlin, Germany). The hydrophilic PVDF flat sheet membrane
(0.20 μm pore size, 47 mm diameter) was provided by Hyundai
micro Co., LTD (Daejeon, Korea). Aqueous hydrochloric acid (aq. HCl,
37%), sodium hydroxide (NaOH), and acetic acid (CH3COOH,
99%) were purchased from the Duksan company (Daejeon, Korea). All
reagents were of analytical grade and used without further purification.
Preparation of the Composite Membrane (Fe-PVDF)
A glass
vacuum filter assembly was used to prepare the chitosan-coated iron
oxide-immobilized PVDF membrane (Fe-PVDF). The vacuum filter unit
consisted of a 300 mL graduated funnel, a filter holder fritted-glass
support, a recover flask, and a vacuum pump. A hydrophilic PVDF (diameter:
47 mm and pore size: 0.22 μm) was placed between the filter
holder fritted-glass support and the graduated funnel (Figure S1). A suspension of chitosan-coated iron
oxide (25 mg/mL) was diluted with an aqueous acetic acid (2 wt %)
solution. This suspension (17.6 mg/L, 200 mL) was poured into the
graduated funnel, and then, vacuum was applied until all suspension
passed through the membrane to provide Fe-PVDF. After washing the
membrane with deionized water several times, the prepared Fe-PVDF
was maintained under ambient conditions until it was used in the adsorption
experiment.
Analysis and Characterization of the Composite
Membrane (Fe-PVDF)
The anionic dye concentrations in aqueous
solutions were measured
using a UV–vis spectrophotometer (Shimadzu, UV-1800, Kyoto,
Japan). The surface of Fe-PVDF was observed using an FEI Verios 460L
field-emission scanning electron microscope under high-performance
conditions with accelerating voltages of up to 15 kV. The elemental
composition of the composite nanomaterials was determined by scanning
electron microscopy (SEM) energy-dispersive X-ray (EDX) (AMITEC) analysis
with accelerating voltages of up to 20 kV. EDX spectra were recorded
in an area scan mode by focusing the electron beam onto a region of
the sample surface. Fourier-transform infrared (FT-IR) spectra of
the composite membrane (Fe-PVDF) in the range of 4000–400 cm–1 were recorded using an FT-IR/NIR spectrophotometer
(PerkinElmer Inc, Seoul, Korea). The composite membrane decomposition
was performed by thermal gravimetric analysis (TGA, TA Instruments,
Discovery SDT 650) at a temperature range of 25–800 °C.
The heating rate of the TGA was 10 °C/min at an airflow rate
of 100 mL/min. The surface charge of the membrane was analyzed using
the streaming potential method in an electro-kinetic analyzer (Anton
Paar GmbH, Surpass 3, Seoul, Korea).
Stability Test
Fe-PVDF was immersed into a 0.1 N HCl,
0.1 N NaOH, and 1.0 M NaCl solution for 12 h. To determine the amount
of iron oxide nanomaterials detached from PVDF, the concentration
of iron ions in the supernatant was measured using inductively coupled
plasma–mass spectrometry (ICP–MS, PerkinElmer Inc, NexION
2000, Seoul, Korea).
Adsorption of Dyes Using Fe-PVDF under Continuous
In-Flow Conditions
The pH of dye solutions was adjusted by
adding aqueous HCl or NaOH.
To measure the adsorption efficiency of Fe-PVDF, an aqueous solution
(50 mL) of varying concentrations (1–100 μmol/L) of anionic
dye was poured into Fe-PVDF at a rate of approximately 140 mL/min
with an operating pressure of 0.5 bar. The dye concentration in the
eluate was determined using UV–vis absorbance spectroscopy.
All experiments were performed in triplicate, and the mean values
are presented. The adsorption capacity (Qe, mg/g), which is the amount of dye absorbed per unit mass of the
absorbent, was calculated using eq .where V is the volume
of
solution (L), C0 and Cf are the initial and final concentration of the dye in
the eluate (mg/L), respectively, and m is the mass
of the adsorbent (g).The removal efficiency (%) defined by eq was used to evaluate the
adsorption capability of Fe-PVDF.To determine the
adsorption isotherm, adsorption experiments were
conducted with different initial concentrations of EB (1–100
μmol/L). The dye solutions (50 mL) were passed through Fe-PVDF
under a reduced pressure (ca. 0.5 bar). The residual EB concentration
in the eluate was measured, and Qe at
varied initial dye concentration was determined using eq . These adsorption data were plotted
and fitted using the Langmuir (eq ) and Freundlich isotherm (eq ) as follows.where C0, Ce, and Qe are the
same parameters described in eq and Qm (mg/g) is the maximum
adsorption capacity of the adsorbent. KL (L/mg) and KF (L–1/ mg1–1//g) are
the Langmuir and Freundlich constants, respectively.
Regeneration
Study
After the adsorption experiment
was accomplished, Fe-PVDF was added to an aqueous 0.1 M NaOH solution
and agitated for 30 min to accomplish the anionic dye desorption.
Subsequently, it was washed with deionized water for 30 min. The same
procedure was repeated twice, and then, the composite membrane was
reused for the treatment of the same dye solution.
Water Flux
Measurement
The pure water flux of Fe-PVDF
in each adsorption cycle with pure PVDF was measured using a glass
vacuum filter assembly. For 1 min, the volume of pure water filtered
using a functional membrane filtration area of 11.34 cm2 was measured under 0.5 bar, which was reduced using a vacuum source.
The pure water flux was calculated using eq .where V is the volume of
permeated water (L), A is the functional membrane
area (m2), Δt is the sampling time
(h), and J is the pure water flux (L/m2/h). Deionized water was passed through the membrane under the same
conditions used for the measurement of pure water flux before each
EB adsorption cycle.
Results and Discussion
Fabrication and Characterization
of the Chitosan-Iron Oxide-Incorporated
Membrane
The experimental procedure for the adsorption of
anionic dyes using the composite membrane is shown in Figure . As the first step, chitosan-coated
iron oxide nanoparticles were immobilized to the PVDF membrane (Fe-PVDF).
Next, the dye solution was passed through Fe-PVDF using a vacuum filtration
system. To construct nanoadsorbents, the chitosan-functionalized iron
oxide suspension was filtered through a commercially available hydrophilic
PVDF, which was placed between the fritted-glass support (Figure S1). This method quickly allowed the preparation
of organic–inorganic composite membranes. SEM analysis of the
surface of nonmodified PVDF and Fe-PVDF (Figure a,b) showed that the nanoparticles were incorporated
stably on the fibrils of PVDF. Elemental analysis of the composite
membrane using EDX spectroscopy exhibited a set of peaks representing
iron, along with fluoride and carbon elements, which were observed
from PVDF (Figure c,d and Table S1). The obtained Fe-PVDF
was also characterized by FT-IR. Figure shows the peaks at approximately 3300 and
600 cm–1 attributed to −OH groups and Fe–O
bonds, respectively. Additionally, the bending and stretching vibrations
of N–H bond peaks corresponding to the introduction of chitosan-coated
nanomaterials to PVDF are observed at approximately 1650 and 3350
cm–1. Moreover, the characteristic adsorption peaks
at 1150–1050 cm–1 indicate the aliphatic
ether bonds of chitosan. The C–F stretching bands are also
observed in the 1400–1000 cm–1 region. These
results indicate the incorporation of chitosan-coated nanomaterials
on the PVDF membrane.
Figure 1
Strategy for the removal of anionic dye using the composite
membrane
(Fe-PVDF).
Figure 2
SEM images and EDX spectra of pure PVDF (a,c)
and Fe-PVDF (b,d),
respectively.
Figure 3
FTIR spectra of pure PVDF (black), Fe-PVDF (blue),
and chitosan-coated
iron oxide nanoparticles (red).
Strategy for the removal of anionic dye using the composite
membrane
(Fe-PVDF).SEM images and EDX spectra of pure PVDF (a,c)
and Fe-PVDF (b,d),
respectively.FTIR spectra of pure PVDF (black), Fe-PVDF (blue),
and chitosan-coated
iron oxide nanoparticles (red).To investigate the stability of the composite membrane, Fe-PVDF
was immersed into aqueous solutions (0.1 M HCl, 0.1 M NaOH, and 1.0
M NaCl) for 12 h. The amount of liberated nanoparticles was determined
by measuring iron ions in the solution using ICP–MS. As shown
in Figure a, less
than 0.3% of iron oxide was released from the solid support under
low and high pH for 12 h, and most of the nanoparticles remained stable
in the PVDF membrane. Considering that the adsorption of dye molecules
can be accomplished in a short time compared to the above stability
test, the observed stability is good enough to use Fe-PVDF in the
adsorption experiment. Furthermore, the PVDF-supported iron oxide
nanoparticles were bench-stable under dry conditions and thus could
be stored for several weeks without losing stability. The stability
may be attributed to the strong electrostatic interactions between
the positively charged chitosan-coated nanoparticles (zeta potential
= +21.2 mV at neutral pH) and negatively charged membrane (zeta potential
= −18.9 mV at neutral pH). In addition, dipole interactions
between electron-poor methylene (−CH2−) groups
in the PVDF chain and oxo- or hydroxy groups on the surface of iron
oxide resulted in the stable immobilization of nanoadsorbents in the
polymeric membrane. Subsequently, TGA analysis was performed to investigate
the amount of inorganic components incorporated in the composite membrane
(Figure b). The weight
of both nonmodified PVDF and Fe-PVDF dropped sharply at approximately
400 °C due to the defluoridation and carbonization of the polymeric
backbone (red and blue lines, respectively). Moreover, the weights
of the membranes remained constant above 550 °C because of the
completely decomposed organic molecules. The results showed that the
weight difference between bare PVDF and Fe-PVDF was 3.52% above 600
°C. Considering that the average weight of Fe-PVDF was 63 mg,
the amount of inorganic iron oxide in the composite membrane was 2.22
mg. A weight loss of 17.1% was observed when chitosan-coated iron
oxide nanoparticles were exposed to high temperatures (>600 °C),
resulting in the decomposition of organic ligands containing chitosan.
Therefore, approximately 2.68 mg of chitosan-functionalized nanoparticles
could be immobilized on the membrane using the immobilization procedure.
Figure 4
(a) Quantification
of detached iron oxide nanoparticles under acidic,
basic, and high-salt conditions analyzed by ICP–MS. (b) TGA
curves of chitosan-coated iron oxides, pure PVDF, and Fe-PVDF.
(a) Quantification
of detached iron oxide nanoparticles under acidic,
basic, and high-salt conditions analyzed by ICP–MS. (b) TGA
curves of chitosan-coated iron oxides, pure PVDF, and Fe-PVDF.
Adsorption of Anionic Dyes Using the Composite
Membrane
To investigate the removal efficiency of an anionic
dye under continuous
in-flow conditions, aqueous solutions in the range of 1–100
μmol/L of EB, which contains four sulfonate groups (net charge
= −4), were prepared. In the purification step, the EB solution
(pH = 7) was passed through Fe-PVDF at a rate of ca. 140 mL/min under
reduced pressure. After each adsorption experiment, the amount of
residual dye in the eluate was determined using UV–vis absorbance
spectroscopy. As shown in Figure , the observed adsorption capacity of the composite
membrane under neutral conditions was 74.6 mg/g. The IR spectra of
the dye-adsorbed composite membrane exhibited characteristic peaks
of EB and Fe-PVDF (Figure S2). Conversely,
the removal ability of the nonmodified bare membrane was insignificant.
Figure 5
Adsorption
capacity (Qe) of Fe-PVDF
after filtration of the EB solution (a) under neutral conditions,
(b) after pretreatment of the membrane with aqueous HCl, and (c) under
pH = 1 solution.
Adsorption
capacity (Qe) of Fe-PVDF
after filtration of the EB solution (a) under neutral conditions,
(b) after pretreatment of the membrane with aqueous HCl, and (c) under
pH = 1 solution.The solution pH is an
important factor to enhance adsorption capacity.
As shown in Figure S3a, the surface charge
of Fe-PVDF depends on the pH value. The incorporation of nanoadsorbents
slightly increased the membrane potential, and the isoelectric point
of Fe-PVDF was shifted to a higher pH. Therefore, more efficient removal
of the anionic dye by Fe-PVDF is expected to occur under low pH than
in neutral or alkaline media. As expected, the adsorption capacity
(Qe) of Fe-PVDF increased significantly
(434.782 mg/g) under pH = 1 (Figure ). In addition, Figure S3b demonstrated that the Qe value largely
depended on the solution pH. These results indicated that the protonation
of the chitosan layer (i.e., amino groups in the polymer) in low pH
resulted in the enhanced adsorption of anionic dyes by electrostatic
interaction. Conversely, at a higher pH, more hydroxyl ions (−OH)
in the aqueous media would compete with the negatively charged dye,
leading to less overall removal efficiency. Besides, it is known that
the sulfate group has a sufficient affinity to be used as an anchoring
group on the iron oxide nanoparticles.[34,35] Therefore,
the sulfate anion(s) of EB can interact with the surface of the iron
oxide nanoparticles. Also, the interaction between the functional
group of EB (i.e., amino and hydroxy groups) and the functional group
of chitosan occurs by hydrogen bonding, which can be another factor
contributing to the adsorption of the dye molecule on the composite
membrane.To improve the removal performance, the protonation
step was performed
before the membrane was subjected to the adsorption procedure. For
this, Fe-PVDF was immersed into 0.1 M HCl for several hours to enhance
the positive surface charge of the membrane and washed multiple times
with pure water. Thereafter, an aqueous solution of EB was passed
through the acid-treated Fe-PVDF using the same procedure performed
before. As shown in Figure , the pretreated membrane provided an enhanced performance
(Qe = 108.7 mg/g) compared to the nontreated
Fe-PVDF (Qe = 74.6 mg/g). Although this
procedure was not as good as the previous experiment, which was conducted
with a low pH solution, it does not require adjusting the pH of the
dye solution. When a large volume of aqueous contaminants is treated
with the composite membrane, the pretreatment approach can be a method
of choice for efficient water treatment.To investigate the
adsorption isotherm of EB, the adsorption data
were analyzed using the Langmuir and Freundlich equations, respectively.
The linear fittings of the graphs with eqs and 4 are shown in Figure S4, and the corresponding adsorption parameters
for these models are summarized in Table S2. According to the calculated values, the Langmuir model matches
more closely than the other as it provides a higher correlation coefficient
value (R2 = 0.9985). Therefore, the adsorption
of EB by the Fe-PVDF is monolayer adsorption.The composite
membrane reusability was investigated to evaluate
the possibility of practical application. The reusability was determined
based on repetitive EB removal experiments. After each adsorption
experiment, Fe-PVDF was washed with 0.1 M NaOH solution for the rapid
desorption of anionic dye. The composite membrane reusability was
investigated for four repeated experiments under the same conditions
at an EB concentration of 2.5 μM. As can be seen in Figure , the removal efficiencies
were retained more than 93% during three cycles of experiments, and
then, it was reduced to 81% in the fourth filtration. Repetitive treatment
of Fe-PVDF under a strong basic condition for regeneration may lead
to a decrease of the membrane capacity. After the fourth cycle, a
slightly decreased pure water flux was observed (10,750 L/m2/h) as compared with that obtained in the first experiment (11,800
L/m2/h). These results suggested that Fe-PVDF developed
in this study could perform repeated dye removal up to four times
while maintaining more than 80% of removal efficiency.
Figure 6
Effect of adsorption–desorption
cycles on anionic dye removal.
Effect of adsorption–desorption
cycles on anionic dye removal.Finally, the Fe-PVDF membrane was also applied to remove other
anionic molecules, including Acid Yellow 25, Congo red, Acid Green
25, and methyl blue. Table S3 shows the
structures and physical characters of the dyes, including charges
and maximum UV–vis absorption wavelengths. To investigate the
removal efficiency, dye solutions with different initial concentrations
were passed through Fe-PVDF. The removal efficiency (%) obtained for
the dyes (Figure a)
was calculated using eq ; the images of Fe-PVDF after the treatment of anionic dyes are shown
in Figure b. The removal
efficiency gradually decreased as the initial dye concentration increased.
This is because the occupied sites of the adsorbent under high concentrations
hinder the adsorption of additional anionic dye molecules. Furthermore,
under acidic conditions, the decolorization of anionic dyes was accomplished
more evidently compared to those obtained under neutral conditions
(Figure S5). This phenomenon further proves
the electrostatic interaction mechanism for the removal of anionic
dyes.
Figure 7
(a) Comparison of the removal efficiency of five different anionic
dyes for Fe-PVDF and (b) images of the membranes before (Fe-PVDF)
and after the treatment of anionic dyes.
(a) Comparison of the removal efficiency of five different anionic
dyes for Fe-PVDF and (b) images of the membranes before (Fe-PVDF)
and after the treatment of anionic dyes.To date, several functionalized nanomaterials have been employed
in batch processing for the removal of organic dyes. In particular,
the magnetic property of iron oxide nanomaterials allows the facile
separation of the dye-containing adsorbents from water using an external
magnet after the purification procedure was accomplished.[36−46] The nanoadsorbent-immobilized adsorptive membrane developed in this
study does not require the recovery of adsorbents from water, and
thus, this approach provides a more convenient decolorization method
than the batch process. It should be noted that with a single filtration
process using Fe-PVDF, anionic dyes can be quickly removed, and the
observed removal efficiency is favorably compared with those obtained
in previous studies (Table S4). Moreover,
Fe-PVDF exhibited superior performances compared with the similar
approach using the functionalized iron oxide-embedded affinity column,
which exhibited quite a slow rate of decolorization (ca. 2 mL/min)
as well as intrinsic low stability under acidic conditions (pH <
3).[47]
Conclusions
In
the present study, a new adsorptive membrane was developed by
loading chitosan-coated iron oxide nanoparticles on the support layer
of hydrophilic PVDF. The embedded nanoadsorbents were maintained stably
in the polymeric membrane under varied pH and high salt conditions.
The immobilization of chitosan-coated iron oxide on the PVDF membrane
provided high adsorption capability for the continuous in-flow removal
of anionic dyes. Under acidic conditions, the dye removal capacity
of Fe-PVDF significantly increased as the positively charged surface
of the adsorbent interacted more efficiently with the target pollutant.
By using the same approach, we successfully demonstrate the rapid
decolorization of five different anionic dyes. Moreover, this membrane
shows a favorable regeneration ability up to four cycles without significant
reduction in removal efficiency and water flux. These results indicate
that Fe-PVDF possesses great potential for removing anionic dyes from
water. Further optimization and validation of the adsorption process
will be necessary to apply Fe-PVDF to the large-scale treatment of
dye-containing wastewater.
Authors: Sudharshan Sekar; Mahadevan Surianarayanan; Vijayaraghavan Ranganathan; Douglas R MacFarlane; Asit Baran Mandal Journal: Environ Sci Technol Date: 2012-04-20 Impact factor: 9.028