capture of water-borne colloids in granular beds using external electric fields: improving removal...
TRANSCRIPT
ARTICLE IN PRESS
0043-1354/$ - se
doi:10.1016/j.w
�Correspond
fax: +1 314 935
E-mail addr
Water Research 39 (2005) 1047–1060
www.elsevier.com/locate/watres
Capture of water-borne colloids in granular beds using externalelectric fields: improving removal of Cryptosporidium parvum
Pramod Kulkarnia, Gabriel Dutarib, David Weingeista, Avner Adinb,c,Roy Haughtd, Pratim Biswasa,�
aEnvironmental Engineering Science Program, Washington University in Saint Louis, Campus Box: 1180, Saint Louis, MO 63130, USAbEnvironmental Engineering and Science Division, Department of Civil and Environmental Engineering, University of Cincinnati,
Cincinnati, OH 45221, USAcDepartment of Soil and Water Sciences, The Hebrew University of Jerusalem, Rehovot 76100, Israel
dUnited States Environmental Protection Agency, 26 West M.L. King Drive, Cincinnati, OH 45268, USA
Received 20 October 2003; received in revised form 12 October 2004; accepted 21 December 2004
Abstract
Suboptimal coagulation in water treatment plants often results in reduced removal efficiency of Cryptosporidium
parvum oocysts by several orders of magnitude (J. AWWA 94(6) (2002) 97, J. AWWA 93(12) (2001) 64). The effect of
external electric field on removal of C. parvum oocysts in packed granular beds was studied experimentally. A
cylindrical configuration of electrodes, with granular media in the annular space was used. A negative DC potential was
applied to the central electrode. No coagulants or flocculants were used and filtration was performed with and without
application of an electric field to obtain improvement in removal efficiency. Results indicate that removal of C. parvum
increased from 10% to 70% due to application of field in fine sand media and from 30% to 96% in MAGCHEMTM
media. All other test particles (Kaolin and polystyrene latex microspheres) used in the study also exhibited increased
removal in the presence of an electric field. Single collector efficiencies were also computed using approximate trajectory
analysis, modified to account for the applied external electric field. The results of these calculations were used to
qualitatively explain the trends in the experimental observations.
r 2005 Elsevier Ltd. All rights reserved.
Keywords: Cryptosporidium parvum; Granular filtration; Electrostatic filtration; Granular filter models
1. Introduction
Cryptosporidium parvum is a known water-borne
pathogen, and its outbreaks have been well documented
in the United States occurring in communities served by
filtered surface water (Hayes et al., 1989). The C. parvum
e front matter r 2005 Elsevier Ltd. All rights reserve
atres.2004.12.026
ing author. Tel.: +1 314 935 5482;
5464.
ess: [email protected] (P. Biswas).
oocyst is resistant to conventional disinfection. An
important aspect of Cryptosporidium risk management
is to achieve high removal of oocysts using the filtration
systems (Frey et al., 1995). Of many factors that are
responsible for the outbreaks of C. parvum in water
treatment plants, operational failure of filtration units
has been recognized as one of the important parameters
(Fox and Lytle, 1996). Suboptimal coagulation pretreat-
ment has been found to decrease the C. parvum removal
by orders of magnitude (Dugan et al., 2001; Huck et al.,
2002). Huck et al. (2002) have reported that under
d.
ARTICLE IN PRESS
Nomenclature
a particle radius
ac radius of spherical collector
A, B same as A+ and B+, respectively, defined in
Rajagopalan and Tien (1976)
CS coarse sand media
Cin concentration of particles at the inlet of the
filter column
Cout concentration of particles at the outlet of the
filter column
D same as D+ defined in Rajagopalan and
Tien (1976)
ER electric field strength
f tr; f m
r drag correction factors defined in Table 1 of
Rajagopalan and Tien (1976)
FS fine sand
H Hamakar constant
L depth of filter bed
q total electric charge on the particle
qv space charge density in the granular medium
in the annular space
MgO magnesium oxide media
NDL electric double layer group 3, dimensionless,
NDL ¼ ka
NE1electric double layer group 1, dimensionless,
NE1¼ �Dkðz
2p þ z2
cÞ=12pmU inf
NE2electric double layer group 2, dimensionless,
NE2¼ 2ðzpzcÞ=ðz
2p þ z2
cÞ
NEF non-dimensional external electric field force,
NEF ¼qE
6pmaU infNG non-dimensional gravity force, NG ¼
2a2ðrp � rwÞg=9mU inf
NLO non-dimensional van der Waals force,
NLO ¼ H9pma2U inf
NR dimensionless particle size, NR ¼ a=as
r radial coordinate for particle position
around the collector in the Happel cell
R radial distance from the central electrode
RC radius of outer electrode
R0 radius of central electrode
s1, s2, s3 same as s1, s2, and s3 defined in Rajagopalan
and Tien (1976)
uE electrophoretic velocity of particle
Uinf approach velocity of the liquid
Greek letters
aFSther theoretical enhancement factor in fine sand
bed
d surface-to-surface separation between the
particle and the collector non-dimensiona-
lized by a
e porosity of granular bed
eD dielectric permittivity of water
ZFS;ONther theoretical single collector efficiency in fine
sand bed, with electric field
ZFS;ONexp experimental single collector efficiency in
fine sand bed, with electric field
ZPSL=FS;ONther theoretical single collector efficiency of
PSL in fine sand bed, with electric field
Ztotal overall removal efficiency of filter bed
k Debye inverse length
m dynamic viscosity of water
ylefts y corresponding to intersection of left
critical trajectory with Happel cell’s bound-
ary
yrights y corresponding to intersection of right
critical trajectory with Happel cell’s bound-
ary
y angular coordinate for particle position in
Happel cell
rp particle density
rw density of water
C stream function
zp electrokinetic potential of particle
zc electrokinetic potential of collector surface
P. Kulkarni et al. / Water Research 39 (2005) 1047–10601048
optimal coagulation conditions the C. parvum removal
was about 3-Log10 and decreased to 10–20% in the
absence of coagulation. Fox and Lytle (1996) recom-
mended optimal turbidity reduction through stringent
controls on coagulants and flocculent dosage. While
conventional filtration can yield a high degree of
removal, there are number of operational parameters
that need to be optimized for successful operation of
filtration systems, in particular, the coagulation system.
Of the technologies available to the drinking water
industry, membrane processes provide the most satis-
factory removal of C. parvum, however have been
prohibitively expensive for large public supply systems
(Frey et al., 1995). Conventional treatment practices are
generally capable of meeting 2–3-log10 removals in most
of the cases subject to optimal pretreatment. Alternative
technologies such as diatomaceous earth filtration
(Ongerth and Hutton, 2001), dissolved air flotation
(Plummer et al., 1995), and slow sand filtration (Fogel et
al., 1993) seem capable of achieving comparable, or even
greater, levels of Cryptosporidium removal. The poten-
tial of electrokinetic transport of biological colloids
under externally applied electric fields, however, has not
yet been utilized to improve removal of C. parvum. Most
biological colloids in nature possess a small surface
charge that may enable them to acquire small drift
velocities when placed in electric fields. This additional
migration velocity could be utilized to improve their
ARTICLE IN PRESSP. Kulkarni et al. / Water Research 39 (2005) 1047–1060 1049
probability of deposition on collector surfaces in the
filter media, leading to better separation.
Influence of electrical force has been widely exploited
in aerosol filtration (Kraemer and Johnstone, 1955;
Nielsen and Hill, 1976; Shapiro et al., 1983) and
industrial gas cleaning devices such as electrostatic
precipitators (Flagan and Seinfield, 1988) to achieve
better separation. The application of electric field in
solid–liquid separation has mainly been restricted to
cake filtration and sludge dewatering (Moulik, 1971;
Lockhart, 1983a, b; Ptasinki and Kerkhof, 1992; Bollin-
ger and Adams, 1984). In electrofiltration, the electric
field is applied such that particles move in the opposite
direction of the liquid flow, leading to increased porosity
of the filter cake. Whereas in the sludge dewatering
electroosmotic flows are induced in the suspension using
the electrical field and the interstitial liquid is separated
from the solid phase. Other studies have utilized
electrical forces to capture non-biological particles in
deep bed liquid filters. The earliest studies used bi-
component metallic filters (Fowkes et al., 1970; Liber-
man et al., 1974). These studies postulated that droplets
(in emulsions) or particles can be removed by electro-
phoretic deposition, resulting from the self-generated
electric fields developed in the narrow interstices
between adjacent dissimilar collectors, which serve as
electrode pairs (Fowkes et al., 1970). Judd and Solt
(1989) have used electrokinetic transport of particles to
enhance filterability of aqueous suspension in fiber
filters. Zhang et al. (2000) have recently demonstrated
effectiveness of applied electric field in conducting and
non-conducting granular bed to increase the capture of
aqueous suspensions.
The objective of this study was to investigate the
effectiveness of an external electric field to improve
removal of C. parvum oocysts from aqueous suspension
in granular packed columns. Granular media was
packed in the annular space between the two concentric
cylindrical metal electrodes and the suspension contain-
ing test particles and oocysts were passed through the
bed, similar to that in conventional filtration. A low
strength DC field was applied across the two concentric
electrodes during the filtration process. Experiments
were performed at different voltage levels and media
types.
2. Experimental
2.1. Apparatus
A schematic diagram of the experimental setup used
for the filtration experiment is shown in Fig. 1(a). A
constant level overhead tank was used to supply water
to the filter column under gravity, so that the pressure
head at the inlet of the filter remained same at all times
(�2 m of water). Particle free (PF) water was used in all
experiments and was obtained by filtering the tap water
with a 0:2mm filter (Gelman Sciences, #12112). The
details of the filter column, along with electrode
configuration, are shown in Fig. 1(b). The stainless-steel
electrodes were arranged in a cylindrical configuration
with the outer electrode placed concentrically, along the
walls of the column (Fig. 1(b)). A constant DC voltage
was applied across the electrodes, using a constant-
voltage power supply (Hewlett Packard, HPE 3630A).
Due to the cylindrical configuration, a non-uniform
electrical field was obtained in the annular space
between the two electrodes. Other studies have used
parallel plate configuration that yielded a uniform
electrical field between the plates (Judd and Solt, 1989,
1990; Zhang et al., 2000). Granular media was placed to
fill the annular space between the electrodes completely
to a depth of 19 cm. The column had various ports for
sampling influent/effluent, pressure measurements, and
entry and exit of the particle suspension. A degassing
port was provided at the top of the column to vent gases,
if any, formed during electrolysis at the electrodes. A
constant outflow of suspension was maintained through
this port to ensure pressurized column free of gas
bubbles. Inlet and outlet pressure heads were monitored
using the piezometers. Flow meters were used to
monitor the flows (Cole Parmer, Model P-03227-30).
Subject particles were injected at the inlet using a syringe
infusion pump (Harvard Apparatus, Model-22). An in-
line static mixer (24 mixing elements, 15 cm in length)
was used to thoroughly mix the injected particles with
the mainstream flow.
2.2. Materials and methods
2.2.1. Suspension medium
All filtration experiments were performed using PF
tap water. Table 1 summarizes the properties of the
water used. PF water was obtained by filtering the tap
water through a series of filters: 25mm (Cole Parmer #
01509-35), 0:45mm (Cole Parmer #29830-10) and 0:2mm
(Gelman Sciences, #12112). PF water had very few
background particles with a mean diameter of 2mm and
a concentration of 10–50 #/mL.
2.2.2. Filter media
Three different filter bed media types were used in the
experiments. Fine sand (FS) media (Parry Co., OH) was
0.43–0.60 mm in diameter with a geometric mean
diameter of 0.51 mm and uniformity coefficient of 1.32.
Coarse sand (CS) media was (Parry Co., OH)
1.18–1.68 mm in diameter with a geometric mean
diameter of 1.41 mm and uniformity coefficient of 1.45.
The sand was cleaned and washed with de-ionized (DI)
water, soaked in 0.05N HCl solution for 24 hours and
dried at 110 oC followed by another thorough cleaning
ARTICLE IN PRESS
Fig. 1. (a) Schematic diagram of the experimental setup used in the filtration experiments. (b) Details of the filter column used in this
study.
P. Kulkarni et al. / Water Research 39 (2005) 1047–10601050
with DI water. The third media type used was dead-
burned, milled, technical grade magnesium oxide
(MAGCHEMTM
P-98, Martin Marietta Magnesia Spe-
cialties Inc.) (MgO) and was 0.60–1.18 mm in diameter
with a mean of 0.85 mm and uniformity coefficient of
1.48. In-situ media porosity was determined for all the
media (by volumetric measurements) and was 0.43, 0.46
and 0.41 for FS, CS and MgO, respectively. An estimate
of zeta potential for the media types used, were obtained
by pulverizing the large grains into particles with
diameter smaller than 30 mm and subsequently perform-
ing electrophoretic mobility measurements (Malvern
Zetasizer II). The measured zeta potential for the three
media, viz., FS, CS and MgO are reported in Table 2(a)
and were –20.13, �39.89, and +16.2 mV, respectively.
2.2.3. Particles
Three different types of particles were used: (i) Kaolin
clay (ii) Polystyrene latex (PSL) microspheres and (iii) C.
parvum oocyst. All particle suspensions were prepared
using PF water. C. parvum oocyst were obtained from
six week-old immuno-suppressed female rat species,
ARTICLE IN PRESSP. Kulkarni et al. / Water Research 39 (2005) 1047–1060 1051
following a modified protocol by Yang et al. (1996) and
the procedure is described in detail by Dutari (2000).
The samples were purified by cesium chloride solution,
resulting in 99% purity. The final oocyst samples were
then suspended in phosphate buffer saline solution, pH
7.4 with antibiotics/antimycotic and stored at 4 1C for
further usage. C. parvum in suspension with concentra-
tions �108 #/mL were obtained and were further diluted
as required, such that an influent oocyst concentration
Table 1
Physical and chemical characteristics of water medium used to
prepare the suspensions
Parameter CWWa
pH 8.270.1
Total hardness as CaCO3 15471.20
Total alkalinity as CaCO3 67.670.89
Ca (as Ca) 38.170.7
Mg (as Mg) 14.170.4
Chloride 49.471.1
Temperature (1C) 22
Fluoride 0.9860.02
Nitrate as NaNO3 4.570.3
Sulfate 110.471.1
Sodium 2171.1
TOC 0.5170.05
Calculated ionic strength (mM) 7.26
Background particle
concentration (#/mL)
o50 (after filtration)
aCincinnati Water Works Annual Report (1998) (Miller
Plant).
Table 2
Media Size (mm)
(a) Filter media characteristics
Fine sand (FS) 0.51
Coarse sand (CS) 1.41
Magnesium oxide (MgO) 0.85
Particle Mean size (mm)
(b) Characteristics of colloidal particle used in this study
Kaolin 0.77870.315d
PSL 5.170.06f
Cryptosporidium parvum 4.0–6.0
aMalvern Zetasizer II, average of 10 measurements.bMeasurements performed at pH ¼ 8, in tap water.cMeasurements performed at pH ¼ 8, in tap water, using MalverndMalvern Autosizer II.eAldrich Chemicals, 1332-58-7.fPS06N/001264 Bangs Laboratories Inc.g(Medema et al., 1998).
of 5� 103–104 #/mL was obtained. Kaolin
(�Al2Si2O5(OH)4; Aldrich Chemical Co., 22883-4)
suspensions were prepared by mixing the Kaolin clay
with the PF water in required amounts and mixing with
a commercial grade kitchen grinder for 2 min. This
resulted in a uniform clay suspension with a mean
diameter of 0.78 7 0.32mm. An inlet turbidity of �10
NTU was used in all experiments. Monodisperse, 5:1mm
PSL particles, with SO¼4 surface-active group, were
obtained from Bangs Laboratory (#PS06N). Stock
suspensions were prepared by dispersing the PSL
particles in PF water and sonicating for 10 min. Zeta
potential of all particles was measured (Malvern
Zetasizer II) in PF water at pH 8 and was –15.65 mV
for Kaolin, �22.02 mV for PSL and –10.33 mV for C.
parvum particles. Table 2(b) summarizes the character-
istics of all the particles used in this study.
2.2.4. Sample analysis and characterization
Clay suspensions were characterized by measuring the
turbidity of the suspension using a turbidimeter (HACH
2100AN). PSL and C. parvum suspensions were
characterized by particle number concentrations. Parti-
cle counting and sizing was done with optical particle
counters (HIAC-Royco, HR-LD150 and Particle Mea-
suring Systems, AAPS 200). C. parvum counting was
performed under controlled conditions as per the
procedure developed by Dutari (2000). C. parvum
oocysts could be counted with less than 10% accuracy
(compared to enumeration by Immuno fluorescent assay
followed by hemacytometer method) and showed up as
particles with geometric mean diameter of 2:1mm
(Dutari, 2000).
Zeta potential (mV)a,b Porosity of bed
�20.1371.66 0.43
�20.0971.31 0.46
�00.0371.39 0.41
Density (g/cc) Zeta potentialc (mV)
2.6e�15.6571.33
1.064f�22.0271.05
1.045g�10.3371.51
Zetasizer II.
ARTICLE IN PRESS
Table 3
Summary of deposition experiments performeda
Set Particles Media Voltage (V) Objective
I Clay FS, MgO 0, 5, 10, 20 � Study enhancement in capture efficiency of clay particles due to applied field
� Influence of strength of applied field
II PSL FS, CS, MgO 0, 20 � Use PSL as surrogate for C. parvum and study enhancement due to applied field
� Influence of filter media type
III C. parvum FS, MgO 0, 20 � Study enhancements in capture efficiency of C. parvum due to applied field
aFor all experiments: Flow ¼ 4.8 L/h, Central electrode—negative; FS ¼ Fine sand; CS ¼ Coarse sand.
P. Kulkarni et al. / Water Research 39 (2005) 1047–10601052
2.3. Experimental procedure
All experiments were direct filtration runs and no
coagulants or flocculants were used prior to filtration.
Before starting the filtration experiment, the filter media
was degassed and backwashed (20% bed expansion)
with PF water for 30 min. All the electrical connections
between electrodes and power supply were completed.
Negative (or positive) potential was applied to the
central electrode and the outer electrode was grounded.
Before start of the experiment, suspension and influent
flow rates were set and the system was allowed to
stabilize. At time t ¼ 0; the particle injection was started
and simultaneously voltage was applied across the
electrodes. The inlet and outlet pressure head and flow
were monitored with time. A constant flow of 4.8 L/h
was maintained through the column in all experiments.
Samples were collected at predetermined intervals at the
inlet, outlet and at the degassing (or gas exit) port.
During filtration, in the presence of electrical field, some
gas formation was observed at the electrodes (in the
form of fine bubbles), however it did not disturb the
packed bed or the filtration process. The gas bubbles
periodically escaped through the gas exit port.
2.4. Experimental plan
To understand the influence of voltage level on the
improvement in collection efficiency, experiments were
first performed with Kaolin particles in FS at different
voltage levels. Systematic experiments were then per-
formed with Kaolin and PSL particles in three media
types (FS, CS and MgO) in the presence and absence of
electric field. PSL particles, due to their physical
resemblance with the C. parvum oocysts, were used as
surrogate particles to investigate influence of electric
field. Finally, to obtain enhancement in capture effi-
ciency, experiments were performed with actual C.
parvum oocysts in FS and MgO columns. Table 3
summarizes all experiments performed, along with the
experimental conditions used in this study.
2.4.1. Performance measures
Inlet (Cin) and outlet (Cout) particle concentration
(turbidity for Kaolin) were monitored with time to
obtain particle breakthrough curves (Cout=Cin vs. t).
Overall removal efficiency of the bed was defined as:
Ztotal ¼ 1 �Cout
Cin
� �. (1)
Clean-bed single collector efficiency (Zexp), was obtained
from the initial quasi-steady portion of the experimental
particle breakthrough curve using the following relation
(Yao et al., 1971):
Zexp ¼�4
3
ac
ð1 � �ÞLlog
Cout
Cin
� �. (2)
An experimental enhancement factor (aexp) was defined
as:
aexp ¼
Zexp
� �with field
Zexp
� �without field
. (3)
The enhancement factor indicated the degree of
enhancement in collection efficiency when an electrical
field was applied. aexp values of 1 indicated that there is
no improvement in collector efficiency due to electrical
field, whereas values above 1 indicated increase in
collection efficiency.
3. Theory
A charged colloidal particle, in the presence of an
electric field experiences a force proportional to its
charge and the electric field. This additional migration
velocity, adds a component of motion relative to the
ARTICLE IN PRESSP. Kulkarni et al. / Water Research 39 (2005) 1047–1060 1053
fluid streamlines, resulting in increased probability of
deposition. The transport of charged colloidal particles
under the influence of the external electric field can be
modeled by applying a force balance on the particle
moving adjacent to a collector surface. While detailed
multiscale stochastic models, incorporating influence of
morphology on deposition flux, have been developed
(Kulkarni et al., 2003, 2005), trajectory approach was
used to obtain estimates of clean-bed collector efficien-
dydr
¼1
NRþ 1 þ d
� �
�
1f t
r
�Að1 þ dÞ2f mr � NG cos y� NEF sin yþ NE1
NE2� expð�NDLdÞ
� ��
expð�NDLdÞ1�expð�2NDLdÞ
� ��
NLOasp
d2ð2þdÞ2
264
375
1s1
Bs2 þ Dð1 þ dÞs3 þ NG sin yþ NEF cos y½
0BBBBBBBB@
1CCCCCCCCA
, ð6Þ
cies in this study. The approach outlined by Rajagopa-
lan and Tien (1976) was modified to account for the
presence of an external electric field. The approach
entails applying a force and torque balance on the
colloidal particle moving near a spherical collector.
Fluid flow around the collector was modeled using a
Happel’s cell around the spherical collector. It was
further assumed that the spherical collector, along with
the Happel cell is placed in an electric field of uniform
strength. Electroosmosis at the collector surface was
neglected and only electrophoretic motion of the particle
was considered. Particle diffusivity was neglected, this
being justified as C. parvum is a relatively large particle.
The particles were assumed to have a constant surface
potential (zeta potential), density and size. The forces
considered include—viscous drag (FD), electric double
layer force (FDL), London—van der Waals force (FLO),
gravitational force (FG), and the external electric field
force (FEF), respectively. The electric field force was
given by
FEF ¼ q ER, (4)
where q was total charge on the particle (determined
from its zeta potential) and ER the external electric field
strength. An estimate of electric field strength ER at
distance R in the annular space between the electrodes
was obtained using the following equation (Flagan and
Seinfield, 1988):
ER ¼qv R
2�Dþ
V � qvðR2c � R2
0Þ=4�D
R ln Rc=R0
� � , (5)
where qv is the space charge density, Rc is radius of outer
electrode, and R0 is radius of central electrode. The field
was computed assuming only water in the annular space
(no granular media) with an effective dielectric constant
of 80. An average value of ER (based on the maximum
and minimum value of ER at electrode surfaces) was
used in trajectory calculations. Other forces were
evaluated as outlined by Rajagopalan and Tien (1976).
Neglecting particle inertia, the equation for particle
trajectory is then obtained from the force balance and is
given by
where y and r are angular and radial coordinates for
particle position in the Happel cell, respectively. A, B, D,
f tr; f m
r ; s1; s2; and s3 are parameters describing flow and
drag correction as defined in Rajagopalan and Tien
(1976). NG; NE1; NE2
; NDL; NLO are dimensionless
groups characterizing different forces. NEF is non-
dimensional external electrical field force given by
NEF ¼qER
6pmaU inf. (7)
The limiting or critical trajectory was obtained by
numerically integrating equation (6) backwards with
the initial condition:
r ¼1
NRþ 1 at y ¼ p, (8)
where NR is size parameter and is equal to the ratio of
radius of particle to that of collector. The single
collector efficiency was then obtained from the limiting
trajectory, and was equal to the ratio of total volume of
fluid enclosed by the limiting trajectories to that entering
the Happel cell.
Of the various non-dimensional numbers discussed
above, NR, NG, and NEF influence the single collector
efficiency (Zther) most and have a wide variation as
shown in Fig. 2(a). The figure shows range of NR and
NG values for particle-media pairs used in this study.
The range of values was computed based on variability
in particle and collector size and particle density for each
pair. Average values of NG for particles used in this
study were—4.06� 10�4 for Kaolin, 4.59� 10�4 for
PSL, and 4.41� 10�4 for C. parvum. C. parvum oocysts
cover a wide range of NG values due to large variation in
oocyst density. The range of NG values reported in
ARTICLE IN PRESSP. Kulkarni et al. / Water Research 39 (2005) 1047–10601054
Fig. 2(a) is based on oocysts density measured by
Medema et al. (1998). They reported the oocysts density
in the range of 1.005–1.10 gm/cc with a geometric mean
of 1.045 gm/cc. Kulkarni et al. (2004) have recently
measured settling velocity of oocysts in water to be
0.029mm/s (NG ¼ 2:09 � 10�5). The minimum and
maximum values of NEF (corresponding to minimum
and maximum ER) were 0.057 and 0.22 for Kaolin, 0.486
and 1.87 for PSL, and 0.228 and 0.877 for C. parvum,
respectively.
Fig. 2(b) shows a typical critical trajectory around the
spherical collector in presence of field (acting from left to
right in this case) obtained from the solution of
trajectory equation (6). The trajectories are asymmetric
due to action of the electric field. It should be noted that
in the absence of the field, the critical trajectories on
both sides would be symmetrical (with direction of
gravity and flow coinciding). Due to the electrical force,
NG
NR
10–3
10–4
10–5
10–4 10–3
Kaolin/CS
Kaolin/MgOKaolin/FS
C. parvum/FS
C. parvum/MgOC. parvum/CS
PSL/FS
PSL/MgOPSL/CS
Flow Direction
Critical Trajectories
Happel cell
Spherical collector
Ext
erna
l ele
ctri
cfi
eld
(E)
10–2
(b)
(a)
Fig. 2. (a) Range of NG and NR for particle-media pairs used in
this study. (b) Limiting (or critical) trajectories around a
spherical collector in the presence of electrical field, obtained
using approximate trajectory calculations (NG ¼ 5 � 10�3;NR ¼ 1 � 10�3; NE1
¼ 1:77 � 10�5; NE2¼ 1; NDL ¼ 794:6;
NLO ¼ 2:97 � 10�6; NEF ¼ 0:5).
the particle has an additional force toward the collector
and as a result trajectories of most particles end on
the collector surface. The left critical trajectory shifts
to the left, whereas, on the right side of the collector
the particles move away from the collector. The total
collector efficiency is proportional to the volume
of suspension, enclosed between the two limiting
trajectories.
4. Results and discussion
The influence of gas bubble formation at the
central electrode on the filtration efficiency of the
particles was first examined. The particle removal
could also take place due to entrapment of particles
by the rising gas bubbles—a mechanism somewhat
similar to air floatation. To investigate role of this
mechanism, particle concentration was monitored
at the inlet, gas exit port, and outlet of the column
during filtration experiments (in the presence of electric
field). In all experiments the particle concentration at the
inlet to the filter column was same as that at the gas exit
port, indicating that particle removal by ‘floatation’
mechanism is negligible. Thus removal efficiency was
entirely attributed to deposition on the filter collector
medium.
4.1. Effect of applied voltage on capture efficiency
Residual concentration at the inlet and outlet of the
filter column was measured with time, in the presence
and absence of electric field, to obtain the degree of
improvement in collection. Polarity of the electrodes did
not have any significant influence on the removal
efficiency. In the absence of electric field, head loss in
the column was insignificant as particles were collected
with a low efficiency. In the presence of an electric field,
however, the head loss increased by approximately 50%
due to enhanced collection of particles.
The influence of strength of the external field on the
removal efficiency of Kaolin particles was first
experimentally studied by varying the applied voltage.
Fig. 3(a) shows residual concentration (averaged over
the first 60 min) of Kaolin particles in the outlet of FS
column at various voltages. The residual concentration
decreases with increasing voltage as expected. The inset
plot in Fig. 3(a) shows experimental single collector
efficiency (Zexp) as a function of dimensionless electro-
phoretic velocity (uE=U inf ) of Kaolin particles. Electro-
phoretic velocities (uE) are based on the measured zeta
potential of the particle reported in Table 2(b). Zexp were
computed from particle breakthrough curves, using
Eq. (2). The inset plot shows that Zexp increases linearly
with uE=U inf initially and then reaches a saturation
value at high uE=U inf : The initial slope of curve
ARTICLE IN PRESS
Fig. 3. (a) Residual concentration of Kaolin particles (Cout/Cin) at the outlet of FS at different applied voltages. Also shown in the inlet
is a plot of single collector efficiency as a function of dimensionless electrophoretic mobility. (b) Variation in single collector efficiency
(Z) as a function of orientation angle (f, relative to direction of flow) and electric field group (NEF). The following parameters were
used: NE1¼ 1:77 � 10�5; NE2
¼ 1; NLO ¼ 2:97 � 10�6; NDL ¼ 794:6; NR ¼ 0:001; � ¼ 0:4; a ¼ 2:5mm; U inf ¼ 1:175 � 10�3 m=s: (c)
Variation in single collector efficiency (Zther) as a function of gravity group (NG) and electric field group (NEF). Same parameters as in
(b) were used.
P. Kulkarni et al. / Water Research 39 (2005) 1047–1060 1055
(i.e.,dZexp
dðuE=U inf Þ) is about 1.72. Judd and Solt (1989)
observed a linear increase in Zexp with uE=U inf over a
wide range of electrophoretic mobility. They reported
this slope to be in the range of 0.23–0.28 for negative
polarity (electric field and flow acting in opposite
directions) and 0.36–0.44 for positive polarity (electric
field and flow acting in the same direction). Parallel plate
configuration of electrodes with a fibrous filter media in
between was used in their work. The higher value ofdZexp
d uE=U infð Þin this study is possibly due to the orientation of
the electrical field perpendicular to the flow direction.
The orientation of electric field, relative to macroscopic
flow direction, plays an important role. For instance,
Judd and Solt (1989) observed that collector efficiencies
are about 67% greater when the electric field was
oriented along the flow, compared to that when it was
acting in the opposite direction. Other studies have
mostly used external field direction parallel flow direc-
tion and gravity (Solt and Judd, 1989, 1991; Zhang et
al., 2000). Theoretical calculations also show that
maximum improvement can be observed when the field
is oriented perpendicular to the flow direction. Fig. 3(b)
shows enhancement factor calculated using the trajec-
tory approach described earlier as a function of angle of
orientation of electric field (relative to macroscopic flow
ARTICLE IN PRESS
Time (min)0 50 100 150 200 250
C/C
0
0.0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8FS, w/o Electric field
MgO, w/ Electric field
MgO, w/o Electric field
FS, w/o Electric field
Kaolin particles
Fig. 4. Normalized residual concentration (Cout/Cin) of Clay
particles at the outlet of filter column with time in FS and MgO
beds. Removal clearly increases due to application of electrical
field.
P. Kulkarni et al. / Water Research 39 (2005) 1047–10601056
velocity). Theoretical enhancement factor ather was
defined, similar to aexp, as the ratio of theoretical
collector efficiencies with and without electric field. At
high field strength, maximum enhancement is observed
when the field is oriented perpendicular to the main-
stream flow direction. Due to the electrode configuration
used in this study, macroscopic field direction (in the
absence of media) is inherently perpendicular to the flow
direction. The presence of granular media may further
lead to redistribution of the local field in pore interstices.
The rate of decrease in residual concentration
decreases at higher voltage in Fig. 3(a). The smaller
improvement in removal at higher fields could possibly
be due to interfering electrokinetic processes in the filter
bed (such as electroosmosis at the collector surface,
electrolysis at the electrode surface, etc.). For instance,
as the field strength increases, the rate of electrolysis at
the electrode surface also increases. This further ‘shields’
the electrodes and thus the effective field in the interior
of the bed decreases (Judd and Solt, 1989).
In order to explore the influence of electrical field
(NEF) on the capture efficiency, calculations were
performed using the trajectory approach. Enhancement
factors were obtained as a function of NEF at different
values of NG. It should be pointed out that, low value of
a does not imply low collector efficiency and is only an
indicator of degree of enhancement sought by electric
field for a given particle and collector properties. Fig.
3(c) shows a plot of variation in enhancement factor
(ather) as a function of electrical force (NEF) at different
values of gravitational force (NG). Also shown in the
inset is a plot of variation of theoretical single collector
efficiency (Zther) as a function of NEF and NG. Fig. 3(c)
shows that at any given NG, the enhancement factor
(ather) increases with increasing electrical field strength
and reaches a saturation value at sufficiently high NEF
(�10). The rate of increase in ather is maximum between
the NEFE0.01 and 1. Also, at any given value of NEF,
ather increases with decreasing NG. The electrical forces
are thus most effective when other mechanisms of
particle capture (e.g., inertial) are less dominant.
4.2. Experimental capture efficiencies
Fig. 4 shows a plot of residual concentration of
Kaolin at the outlet of FS and magnesium oxide (MgO)
columns, in the presence and absence of electric field. A
negative potential of 20 V was applied to the central
electrode. In all cases, there is considerable improvement
in removal efficiency due to applied electric field.
Deposition rate of Kaolin in FS in the absence
of electric field decreases with time (residual concentra-
tion increases with time) due to unfavorable
particle–particle and particle–surface interactions (par-
ticle and collector surface are both negatively charged).
However, in the presence of the external field in FS,
residual concentration of Kaolin particles rapidly
decreases. Removal efficiency (averaged over the first
60 min) increases by a factor of E1.5. In case of the
MgO column, residual concentration decreases from
�30% to about 4% in the presence of the electric field, a
factor of 1.4 increases in removal efficiency. The overall
removal efficiency of Kaolin decreased in the following
order—ZMgO;ONtot 4ZMgO;OFF
tot 4ZFS;ONtot 4ZFS;OFF
tot :Experimental (Zexp), and theoretical (Zther) collector
efficiencies for Kaolin particles are listed in Table 4. In
the absence of field (0 V, conventional filter operation),
predicted efficiencies (Zther) differ by approximately
35–40%, compared to Zexp in both FS and MgO
columns. However, qualitative trends are predicted
well by the trajectory model, indicating that
ZMgO;OFF4ZFS;OFF:In the presence of the electric field, collector
efficiencies are substantially overpredicted by the trajec-
tory calculations. Zther values are an order of magnitude
higher compared to corresponding Zexp values. The Zther
values were computed based on estimated values of
electric field strength in the annular space (as described
earlier) and were possibly overestimated. The field was
computed assuming an effective dielectric constant of
E80 and presence of granular media was neglected. In
an actual system, however, the field distribution
could be complicated by the electric double layer around
the electrodes. The electrolyte ions form an electric
double layer around the electrode surface, which short-
ens the range of potential distribution around the
electrode. This may further lead to weak electrical fields
in the interior of granular medium. Judd and Solt (1989)
have also noted that capture due to electric field was
lower by a factor of 2–3 compared to that predicted by
the theory.
ARTICLE IN PRESS
Table 4
Experimental and theoretical single collector efficiencies for Kaolin, PSL and Cryptosporidium parvum particles
Particles Column k Without electric field With electric field
Experimental Theoretical Experimental Theoretical
Kaolin FS 1.38� 10�3 1.41� 10�3 2.36� 10�3 2.84� 10�2
MgO 5.59� 10�3 1.55� 10�3 8.47� 10�3 2.92� 10�2
PSL FS 2.86� 10�3 6.38� 10�3 5.36� 10�3 7.57� 10�2
CS 1.23� 10�3 2.60� 10�3 1.79� 10�2 1.16� 10�1
MgO 2.14� 10�3 4.05� 10�3 1.65� 10�2 8.85� 10�2
C. parvum FS 1.13� 10�4 6.39� 10�3 2.81� 10�3 3.06� 10�2
MgO 1.95� 10�3 4.22� 10�3 7.64� 10�3 4.60� 10�2
Time (min)0 50 100 150 200 250 300
0.0
0.2
0.4
0.6
0.8PSL particles
Fine Sand, Without fieldFine Sand, With field
MgO, Without fieldMgO, With field
C/C
0
Fig. 5. Normalized residual concentration (Cout/Cin) of PSL
particles at the outlet of FS and MgO columns with time.
P. Kulkarni et al. / Water Research 39 (2005) 1047–1060 1057
All experimental trends could be qualitatively well
explained by the trajectory calculations. For Kaolin
particles, experimental efficiencies were greater in MgO
column, compared to FS (ZMgO;ONexp 4ZFS;ON
exp ), in the
absence and presence of the electrical field. The
corresponding theoretical efficiencies also exhibit the
same trend, with greater efficiencies in the MgO column.
Interestingly, experimental enhancement factor was
greater in FS compared to that in MgO (aFSexp4aMgO
exp ).
Fig. 5 shows variation in residual concentration of
PSL particles with time for FS and MgO columns in the
presence and absence of field. Again, residual concen-
tration is higher in the absence of field, and rapidly
decreases in the presence of field. Removal efficiency
increases from 60% to 81% in FS and from 35% to
96%, a factor of 2.7 increase, in MgO column.
Enhancement was higher in MgO compared to that in
FS column. Table 4 also lists Zexp and Zther for PSL
particles, in the presence and absence of electric field.
Efficiencies are substantially overestimated by the
trajectory calculation in the presence of field, possibly
due to overestimation of electric field in the annular
space. However, the experimental trends are well-
explained qualitatively. In the absence of electrical
field, experimental efficiencies increase as—ZFS;OFFexp 4
ZMgO;OFFexp 4ZCS;OFF
exp ; in the order of increasing NR.
Corresponding theoretical values follow the same
trend (i.e., ZFS;OFFther 4ZMgO;OFF
ther 4ZCS;OFFther ). Interestingly,
in the presence of electric field, efficiencies follow a
reverse trend—ZCS;ONexp 4ZMgO;ON
exp 4ZFS;ONexp : A similar
trend is reflected in the corresponding theoretical
efficiencies (i.e., ZCS;ONther 4ZMgO;ON
ther 4ZFS;ONther ). The ob-
served trends in enhancement across media type are
also qualitatively well explained by the trajectory
model. Experimentally observed enhancement factors
decrease from 14.5 in CS, to 7.7 in MgO to 1.87 in FS
(aCSexp4aMgO
exp 4aFSexp). Theoretical enhancement factors,
though higher in magnitude, follow the same trend
(i.e.,aCSther4aMgO
ther 4aFSther).
Fig. 6 shows the residual concentration of C. parvum
oocysts at the outlet of FS and MgO columns. In the
absence of electric field, removal efficiency in FS is
approximately 10% (averaged over the first 60 min) and
increases to about 70% when an electric field is applied,
an increase by a factor of E7. In the MgO column, the
removal efficiency increases from E30% to 90% when
the field is applied. Table 5 is a comparison of removal
efficiencies of C. parvum from different studies. Huck et
al. (2002) have a reported a removal efficiency of
10–20% in pilot plant study when no coagulant was
used. Dai and Hozalski (2002) have reported a C.
parvum removal of about 14% under similar experi-
mental conditions. Removal efficiencies in the absence
of field in this study are comparable to these values.
Also, removal in MgO (in the absence of field) was
greater; possibly due to favorable surface conditions
(collector and particle are oppositely charged).
ARTICLE IN PRESS
20
0-3
P. Kulkarni et al. / Water Research 39 (2005) 1047–10601058
Also listed in Table 4 are experimental and theoretical
single collector efficiencies for C. parvum. In the absence
of field, predicted efficiencies (Zther) are higher by a
factor of 56 in FS and 2.1 in MgO column, compared to
corresponding Zexp in both FS and MgO. However, in
the presence of electric field, collector efficiencies were
greater in MgO (i.e., ZMgO;ONexp 4ZFS;ON
exp ) with similar
trend predicted by the model, ZMgO;ONther 4ZFS;ON
ther :Removal of PSL particles can be compared with that
of C. parvum oocysts, under identical conditions, to
assess their suitability as surrogates. Fig. 7 presents
experimental single collector efficiencies of PSL and C.
parvum particles. Each data point in the Figure
represents experimental single collector efficiency of
PSL particle (on the x-axis) and C. parvum oocysts (on
y-axis), under identical operating conditions. Good
Time (min)
0 50 100 150 200
Res
idua
l con
cent
ratio
n, C
/C0
0.0
0.2
0.4
0.6
0.8
1.0C. parvum
Without Field, FS
With Field, FS
Without Field, MgO
With Field, MgO
Fig. 6. Normalized residual concentration (Cout/Cin) of C.
parvum particles at the outlet of filter FS and MgO columns.
Table 5
Comparison of removal efficiencies of Cryptosporidium parvum from
Reference Ztotal (%) Re
Huck et al. (2002)a E10–20 Co
(dc
L ¼
Dai and Hozalski (2002)b E14 Dir
L ¼
This studyb E10 (0 V) Dir
7:2E70 (20 V)
This studyb E30 (0 V) Dir
I ¼
E90 (20 V)
aPilot scale.bBench scale; V ¼ filtration velocity, L ¼ Depth of filter media, e ¼
correlation between PSL and C. parvum removal was
observed (R2495%). The slope of 1 would imply that
PSL particles are good surrogates for C. parvum in the
range of parameters studied here. The slope of best fit in
this study was about 0.8, indicating that PSL particles
exhibit greater removal compared to that of C. parvum.
This was possibly due to higher density and zeta
potential of PSL particles (high NG and NEF). Nieminski
and Ongerth (1995) have reported good correlation
between removal of C. parvum and similar sized
surrogate particles.
different studies
marks
nventional dual media filtration, Media: Anthracite
¼ 1–1.1 mm, L ¼ 50:8 cm)+Sand (dc ¼ 0.43–0.5 mm,
20:3 cm), V ¼ 9:8 m=h; No coagulation used
ect filtration, Media: Glass beads (dc ¼ 0:5 mm), V ¼ 5 m=h;25 cm; � ¼ 0:4; 5 ppm NOM, 10 mM Ca++ (coagulant).
ect filtration, Media: FS, V ¼ 4:8m=h; L ¼ 19 cm; � ¼ 0:43; I ¼
mM; no coagulant used
ect filtration, Media: MgO, V ¼ 4:8 m=h; L ¼ 19 cm; � ¼ 0:41;7:2 mM; no coagulant used
media porosity, dc ¼ media grain diameter.
Single collectore efficiency of PSL, x 10-3
0 5 10 15 200
5
10
15
Sing
le c
olle
ctor
eff
icie
ncy
of C
. par
vum
, x
1
m=0.8
Fig. 7. Comparison of experimental collector efficiencies of
PSL and C. parvum particles.
ARTICLE IN PRESSP. Kulkarni et al. / Water Research 39 (2005) 1047–1060 1059
5. Conclusions
An external DC electric field resulted in significant
improvement in the removal of test particles (Kaolin and
PSL) and the Cryptosporidium oocysts in three different
types of media-FS, CS, and MgO. C. parvum removal
increased from 10% to 70% due to application of field
in FS media and from 30% to 90% in a MgO column.
The MgO column seems to be a better choice of
media due its high removal capacity with and without
electric field. In the absence of electric field
the experimental removal decreased in the following
order: ZFS=C:parvum;OFFexp 4ZMgO=PSL;OFF
exp 4ZMgO=C:parvum;OFFexp 4
ZCS=PSL;OFFexp 4ZFS=PSL;OFF
exp :Whereas, in the presence of
field, it decreased in the following order:
ZCS=PSL;ONexp 4ZMgO=PSL;ON
exp 4ZMgO=C:parvum;ONexp 4ZFS=PSL;ON
exp 4
ZFS=C:parvum;ONexp :
Trajectory calculations qualitatively
explained the experimental trends.
The method offers advantage over conventional
filtration in that the removal efficiency in the presence
of an electric field is relatively insensitive to variation in
particle size and concentration. As a result, particles of
various size, including C. parvum, can be removed with
relatively high efficiency. The method can be used as a
good augmenting treatment method in water treatment
plants. Also, it can be particularly appropriate for
groundwaters, where chemical coagulation-based sys-
tems would be impractical and undesirable. Also the
method could have a potential application in rural
package treatment units and can be operated economic-
ally using solar or wind energy sources. On the other
hand, the technique is restricted in its application to low
to medium conductivity suspensions, if it is to be an
energy efficient method. Variability of zeta potential of
particles could also be an issue.
Acknowledgements
The work was done at Washington University and
was supported by a contract from USEPA, Grant#2C-
R135-NAEX-Washington University.
References
Dai, X., Hozalski, R.M., 2002. Effect of NOM and biofilm on
the removal of Cryptosporidium parvum oocysts in rapid
filters. Water Res. 36, 3523–3532.
Dugan, N.R., Fox, K.R., Owens, J.H., Miltner, R.J., 2001.
Controlling Cryptosporidium oocysts using conventional
treatment. J. AWWA 93 (12), 64–76.
Dutari, G., 2000. Characterization of fundamental filtration
mechanisms of Cryptosporidium parvum as a waterborne
particle, in Civil and Environmental Engineering. University
of Cincinnati, Cincinnati.
Flagan, R.C., Seinfield, J.H., 1988. Fundamentals of
Air Pollution Engineering. Prentice-Hall, Englewood
Cliffs, NJ.
Fogel, D., Isaacrenton, J., Guasparini, R., Moorehead, W.,
Ongerth, J., 1993. Removing giardia and Cryptosporidium
by slow sand filtration. J. AWWA 85 (11), 77–84.
Fowkes, F.M., Anderson, F.W., Berger, J.E., 1970. Bimetallic
coalescers: electrophoretic coalescence of emulsions in beds
of mixed-metal granules. Environ. Sci. Technol. 4, 510–514.
Fox, K.R., Lytle, D.A., 1996. Milwakee’s crypto outbreak:
investigations and recommendations. J. AWWA 88 (9),
87–94.
Frey, M.M., Hancock, C., Logsdon, G.S., 1995. Critical
evaluation of Cryptosporidium research and research needs.
AWWA Research Foundation and American Water Works
Association, Denver, CO.
Hayes, E.B., Matte, T.D., Obrien, T.R., Mckinley, T.W.,
Logsdon, G.S., Rose, J.B., Ungar, B.L.P., Word, D.M.,
Pinsky, P.F., Cummings, M.L., Wilson, M.A., Long, E.G.,
Hurwitz, E.S., Juranek, D.D., 1989. Large community
outbreak of Cryptosporidiosis due to contamination of a
filtered public water-supply. N. Engl. J. Med. 320 (21),
1372–1376.
Huck, P.M., Coffey, B.M., Emelko, M.B., Maurizio, D.D.,
Slawson, R.M., Anderson, W.B., Van den Oever, J.,
Douglas, I.P., O’Melia, C.R., 2002. Effects of filter
operation in Cryptosporidium removal. J. AWWA 94 (6),
97–111.
Judd, S.J., Solt, G.S., 1989. Filtration of aqueous suspensions
through fibrous media under the influence of an electric
field. Colloids Surf. 39 (1–3), 189–206.
Judd, S.J., Solt, G.S., 1991. Electrophoretically-assisted depth
filtration of aqueous suspensions through various fibrous
media. Chem. Eng. Sci. 46 (2), 419–428.
Kraemer, H.F., Johnstone, H.F., 1955. Collection of aerosol
particles in presence of electrostatic fields. Ind. Eng. Chem.
47 (12), 2426–2434.
Kulkarni, P., Sureshkumar, R., Biswas, P., 2003. Multiscale
simulation of irreversible deposition in the presence of
double layer interactions. J. Colloid Interface Sci. 260 (1),
36–48.
Kulkarni, P., Sureshkumar, R., Biswas, P., 2005. A multiscale
approach to model multilayer colloidal deposition in porous
media. Environ. Sci. Technol., in review.
Kulkarni, P., Dutari, G., Biswas, P., Haught, R., 2004. Gravity
settling characteristics of Cryptosporidium parvum oocysts in
aqueous suspension using in-situ static light scattering.
Colloids Surf. A 233 (1–3), 1–10.
Liberman, S.J., Inoue, M., Mason, S.G., 1974. Electrochemical
filtration of dilute colloidal hydrosols. J. Colloid Interface
Sci. 48 (3), 172–175.
Lockhart, N.C., 1983a. Dielectrophoresis in suspensions.
Powder Technol. 3, 17–22.
Lockhart, N.C., 1983b. Electroosmotic dewatering of clays. III
Influence of clay type, exchangable cations and electrode
materials. Colloids Surf. 6, 253–269.
Medema, G.J., Schets, F.M., Teunis, P.F.M., Havelaar, A.H.,
1998. Sedimentation of free and attached Cryptosporidium
ARTICLE IN PRESSP. Kulkarni et al. / Water Research 39 (2005) 1047–10601060
oocyst and Giardia cyst in water. Appl. Environ. Microbiol.
64 (11), 4460–4466.
Moulik, S.P., 1971. Physical aspects of electrofiltration.
Environ. Sci. Technol. 5 (9), 771–776.
Nielsen, K.A., Hill, J.C., 1976. Capture of particles on spheres
by intertial and electrostatic forces. Ind. Eng. Chem.
Fundam. 15, 157–163.
Nieminski, E.C., Ongerth, J.E., 1995. Removing giardia and
Cryptosporidium by conventional treatment and direct
filtration. J. AWWA 87 (9), 96–106.
Ongerth, J.E., Pecoraro, J.P., 1995. Removing Cryptosporidium
parvum using multimedia filters. J. AWWA 87, 83–89.
Plummer, J.D., Edzwald, J.K., Kelley, M.B., 1995. Removing
Crytposporidium parvum by dissolved air floatation.
J. AWWA 87 (9), 85–95.
Ptasinki, K.J., Kerkhof, P.J., 1992. Electrical field driven
separations: phenomenon and applications. Sep. Sci.
Technol. 27 (8–9), 995–1021.
Rajagopalan, R., Tien, C., 1976. Trajectory analysis of deep-
bed filtration with the sphere-in-cell porous media model.
AIChE 22 (3), 523–533.
Shapiro, M., Laufer, G., Gutfinger, C., 1983. Electric forces in
aerosol filtration in fibrous and granular filters—a para-
metric study. Atmos. Environ. 17 (3), 477–484.
Yao, K., Habibian, M., O’melia, C., 1971. Water and waste-
water filtration: concepts and applications. Environ. Sci.
Technol. 5 (11), 1105–1112.
Zhang, S., Tan, R.B.H., Neoh, K.G., Tien, C., 2000. Electro-
fitration of aqueous suspensions. J. Colloid Interface Sci.
228, 393–404.