Performance and membrane fouling of two types of laboratory-scale
submerged membrane bioreactors for hospital wastewater treatment
at low flux condition
Thanh-Tin Nguyen a, Xuan-Thanh Bui a,*, Thi-Dieu-Hien Vo a, Duy-Dat Nguyen a, Phuoc-Dan Nguyen a,
Hong-Lan-Chi Do b, Huu-Hao Ngo c, Wenshan Guo c
a Faculty of Environment and Natural Resources, University of Technology, Viet Nam National University – Ho Chi
Minh, Viet Nam
b Viet Nam National University – Ho Chi Minh, Viet Nam
c School of Civil and Environmental Engineering, University of Technology Sydney, Australia
*Corresponding author, E-mail address: bxthanh@hcmut.edu.vn (X.-T. Bui)
Abstract
The performance and membrane fouling of a lab-scale submerged sponge-membrane bioreactor (Sponge-MBR) and a
conventional MBR were investigated and compared for hospital wastewater treat- ment at low fluxes of 2–6 LMH.
COD removal by the Sponge-MBR was similar to that of the MBR, while the Sponge-MBR achieved 9–16% removed
more total nitrogen than the MBR. This was due to 60% of total biomass being entrapped in the sponges, which
enhanced simultaneous nitrification denitrification. Additionally, the fouling rates of the Sponge-MBR were 11-, 6.2and 3.8-times less than those of the MBR at flux rates of 2, 4 and 6 LMH, respectively. It indicates the addition of
sponge media into a MBR could effectively reduce the fouling caused by cake formation and absorption of soluble
substances in a low flux scenario.
Keywords: Hospital wastewater; Fouling; Sponge membrane bioreactor; Low flux
1. Introduction
Membrane Bioreactor (MBR) has several advantages compared
to conventional activated sludge (CAS), namely higher quality
effluent, less area requirement, higher biomass concentration and
less sludge production [1,2]. However, membrane fouling is a
major obstacle to the widespread application of MBRs, and it
causes declining permeate flux, increases operational costs and
shortens membrane life [3,4]. The factors affecting membrane fouling can be divided into three overarching types, specifically membrane characteristics, biomass and operating conditions [5]. Many
studies have been conducted on reducing membrane fouling, e.g.
enhancing sludge retention time [6,7], operating MBRs at low flux
[8,9], applying air sparing and back flushing [10], modifying sludge
properties by adding flocculant or adsorbent [11–16], etc. Of these
methods the one attracting much attention is a hybrid membrane
bioreactor (HMBR) using suspended carriers as supporting media
for biofilm development in the membrane tank. Adding sponges
or fluidized media into MBR can reduce membrane fouling by
enhancing the combination of suspended and colloidal particles
on the medium’s surface, and reduce clogging on the membrane
surface by the collision between moving medium and membrane
surface [3,9,17]. Furthermore, adding sponges also improves the
efficiency of biodegradation and enhances the nitrification process
[3].
To treat synthetic wastewater, Khan et al. [18] compared the
performance of a MBR and a Sponge-MBR (sponge volume occupied 15% reactor volume). Results indicated that the Sponge-MBR
effectively removed TN and TP (89% and 58%, respectively), compared to the MBR (74% and 38%, respectively). Liu et al. [3] showed
that the speed of TMP increment in the Sponge-MBR was apparently slowed down. When the TMP reached 20 kPa, the SpongeMBR operated for more than 92 days while the MBR operated for
only 57–65 days. Their study also reported that in the SpongeMBR, the average removals of COD, NH+ -N, TN and TP were
improved by 3.8%, 4.2%, 13.7% and 1.7%, respectively. Yang et al.
[19] conducted a hybrid MBR with porous, flexible suspended carriers to treat terephthalic acid wastewater. The MBR was efficient
in controlling membrane fouling, especially the cake layer on the
membrane, with 86% reduction in cake resistance and 20% of critical flux increase compared to the MBR.
Hospital wastewater contains harmful pollutants such as pathogenic microorganisms (bacteria and viruses), heavy metal (Pb),
biodegradable organic material (protein, fat, carbohydrates)
[20,21] and pharmaceuticals such as antibiotics, endocrine disrupting compounds (EDCs), residue chemicals (phenol, chloroforms)
[22–24]. Kovalova et al. [23] reported that a pilot-scale MBR could
eliminate approximately 60% of major antibiotics but only 22% of
all measured pharmaceuticals and metabolites in Swiss hospital
wastewater. The pollutants from hospital wastewater can easily
reach water bodies and cause aquatic pollution and human health
problems. Thus, the treatment of hospital wastewater is critical in
order to reduce damage to the environment and protect human
health. In addition, due to the actual situation of hospitals such
as their limited space and population, MBR technology has
emerged as the most suitable technology for hospital wastewater
treatment. The Sponge-MBR is advantageous in terms of functioning as an anti-fouling solution and removing pollutants [1]. While
operating at low flux, MBR can treat wastewater containing high
strength concentrations [9] or pharmaceuticals [24]. The low flux
MBR coupled with sponge media could create the conditions in
which microbial biodiversity could thrive, and long attached biomass retention. This could effectively treat the hospital wastewater
and consequently, the study aims to compare the treatment performance and fouling characteristics of MBR and Sponge-MBR treated
hospital wastewater at low flux conditions.
recorded the trans-membrane pressure (TMP) daily. A schematic
illustration of the MBR systems is presented in Fig. 1.
The seed activated sludge was collected from a full-scale MBR in
Ho Chi Minh City, Vietnam. The amount of the initial mixed liquor
suspended solids (MLSS) was approximately 5000 mg/L. The
sludge retention time (SRT) was maintained at 45 days during
operation. The operating conditions of the MBRs are presented in
Table 1.
The Sponge-MBR used polyethylene cubic sponges with a
porosity of 98% and dimensions of 2 cm x 2 cm x 2 cm. Initially,
the sponges were added in one MBR with the amount of 20% serving as the reactor volume.
2.2. Hospital wastewater
Wastewater was directly collected daily from the equalization
tank of the wastewater treatment plant of a hospital in Ho Chi
Minh City. The hospital is nearby university with 900 beds and
1100 staffs. The influent wastewater then was stored in a 60-L tank
to feed into the MBRs. The composition of wastewater is presented
in Table 2.
2.3. Analytical methods
2. Material and methods
+
2.1. MBRs and operating conditions
Two lab-scale submerged MBRs operated in parallel each with a
working volume of 22 L (L x W x H = 0.28 m x 0.14 m x 0.55 m).
Each PVDF hollow-fiber membrane module (Motimo, China) had a
surface area of 0.5 m2 and pore size of 0.2 lm. The systems were
controlled automatically by timers, solenoid valves and digital
pressure gauges. Air diffusers were placed at the bottom of the reactor and at the rear end of the membrane module for aeration and air
scouring. Dissolved oxygen was maintained at higher than 4 mg/L
by the air blowers with the air supply of 70 L/m3 min. The MBRs’
permeate pumps were operated in a cyclic mode (8 min on/2 min
off). For each permeate flux, the membrane was externally cleaned
by chemicals (0.5% NaOCl) for 4 h. The digital pressure gauges
Parameters of COD, TKN, NH4-N, NO2 -N, NO3 -N, TN, TP, MLSS
and MLVSS were determined according to standard methods
[25]. The biomass attached in sponges was converted into MLSS
concentration. Twice a week, five (5) sponges were collected randomly to analyze sponge MLSS. Sludge in five (5) sponges was
taken out by carefully squeezing solids into a certain volume of distilled water to obtain squeezed solution significantly. Duplicate
sampling for sponge MLSS measurement was applied. Monthly
the number of new sponges were added to compensate the loss
through sampling. The MLSS in sponges was calculated based on
the number of sponges in MBR and suspended solids concentration
in squeezed solution.
A specific fraction of the MBR supernatant was achieved by centrifuging: the mixed liquor sludge sample at 4000 rpm and 4 oC for
10 min (Universal 320, Hettich, Germany). TMP was recorded daily
Fig. 1. Schematic illustration of the MBR systems.
Table 1
Operating conditions of MBRs.
Operating parameters
2 LMH
F/M (kg COD/kg MLSS day)
OLR (kg COD/m3 day)
HRT (h)
4 LMH
Sponge-MBR
MBR
Sponge-MBR
MBR
Sponge-MBR
MBR
0.047 ± 0.01
0.15 ± 0.04
22.0
0.054 ± 0.01
0.072 ± 0.01
0.23 ± 0.07
11.0
0.074 ± 0.02
0.106 ± 0.03
0.39 ± 0.13
7.3
0.123 ± 0.04
Table 2
Composition of used hospital wastewater.
Parameters
Unit
Average value (max – min)
Temperature
pH
COD
TSS
NH+-N
NO3 -N
TKN
TP
oC
–
mg/L
mg/L
mg/L
mg/L
mg/L
mg/L
29 (28–30)
6.8–8.2
123 (38–224)
75.1 (26.8–124.6)
23.3 (9–38.4)
<0.1
32.3 (19.6–57.1)
3.3 (1.3–5.5)
and fouling rate (dTMP/dt) was determined by estimating the slope
between TMP over time at the linear segment.
Nitrogen balance was calculated using Eq. (1). Nitrogen assimilated into the biomass was estimated based on the assimilated
nitrogen of 12% VSS [26]. Balancing the nitrogen helped to evaluate
the simultaneous nitrification denitrification (SND) that occurred
in the Sponge-MBR:
According to the resistance-in-series model, the resistance of
MBRs can be calculated employing the Darcy equation (Eqs. (2)
and (3)):
J¼
DP
l 0R t
Rt ¼ Rm þ R c þ Rf
6 LMH
ð2Þ
ð3Þ
where J is the permeate flux; DP is trans-membrane pressure
(TMP); l is the viscosity of permeate; Rt is the total resistance;
Rm is the intrinsic membrane resistance; Rc is the cake resistance
and Rf is the fouling resistance which caused by the adsorption of
soluble matters and pore blocking.
Flux (J) and TMP data were used to calculate the component
resistances based on Eqs. (2) and (3). Total resistance (Rt) was calculated from the final flux and TMP values when the operation
ended by the filtration of pure water using the membrane. The
cake resistance (Rc) related to deposition of the cake layer on membrane surface that can be washed out manually under tap water.
Thus, the total of (Rf + Rm) can be obtained by the filtration of pure
water with the membrane after removing the cake layer. Rc can be
evaluated as subtraction of the total resistance (Rt) and the total of
(Rf + Rm). This membrane, then, was chemically cleaned by soaking
it for 4 h in a solution of 0.5% NaOCl and NaOH 4% to determine the
lasting resistance membrane (Rm) by the filtration of pure water.
Finally, the Rf is determined by subtracting this for Rm.
3. Results and discussions
3.1. COD removal
The average COD concentration and removal efficiency during
the operating periods are shown in Fig. 2. Regardless of the variation in raw wastewater (COD = 96–224 mg/L), the average COD
values in the membrane permeate were as low as 11–16 mg/L at
a flux of 2–6 LMH. The permeate COD concentration of both MBRs
reached class A of the Vietnam National Technical Regulation
on health care wastewater - QCVN 28: 2010/BTNMT (50
mgCOD/L). The average COD removal rate of Sponge-MBR and
MBR was about 0.04–0.10 mgCOD/mgMLVSS h at fluxes of 2–6
LMH.
A similar observation was reported by Wen et al. [27], who suggested the COD in the permeate of a MBR treating hospital
wastewater was always less than 30 mg/L with an 80% COD
removal efficiency.
The average COD removal efficiencies of Sponge-MBR were
89 ± 9%, 88 ± 6% and 85 ± 10% for the fluxes of 2, 4 and 6 LMH,
respectively, while those concerning the MBR were 84 ± 10%,
86 ± 6% and 84 ± 10%. This result indicates that the Sponge-MBR’s
removal of COD was quite similar to that of the MBR at the low flux
range with a F/M ratio of 0.05–0.12 day 1. A similar outcome was
reported by Liu et al. [3], who showed that COD removal improved
by only 3.8% in Sponge-MBR compared with the MBR.
3.2. Nitrogen removal
The average concentrations of TKN, NH4-N, NO2 -N, NO3 -N and
TN in membrane permeates are summarized in Table 3. The effluent concentrations of NH+4-N and NO 3 -N in both MBRs meet the
requirements of the Vietnam National Technical Regulation on
health care wastewater - QCVN 28:2010/BTNMT (10 mg NH+ -N/L
and 30 mg NO3 -N/L). In addition, the average NO2 -N in permeates
of both MBRs were approximately 0.2 mg/L. During the operation
period, average ammonia removal efficiencies of 100%, 99% and
99% were observed in both MBRs at fluxes of 2, 4 and 6 LMH,
respectively, with the operating HRTs in the 7.3–22 h range. These
results were in line with those recorded by Liu et al. [3]. There was
no significant improvement between HRTs of 4 h and 8 h in ammonia removal efficiencies, as almost all (99%) had been removed
after 4 h. Results show that like domestic wastewater treatment,
both MBRs could achieve high levels of nitrification when treating
hospital wastewater. Gender et al. [28] stated that the nitrification
capacity of the MBR is greater than the conventional activated
sludge due to higher sludge retention time (SRT). The smaller floc
size in the high sludge age MBR helps microorganisms be exposed
to oxygen and nutrients much more easily.
The TN removal efficiencies of Sponge-MBR were 52 ± 13%,
36 ± 1% and 25 ± 1% at fluxes of 2, 4 and 6 LMH, respectively, while
those of MBR were 36 ± 7%, 27 ± 5% and 12 ± 1% for the operated
flux range. The average removal efficiencies of TN in the SpongeMBR were 9–16% higher than those in the MBR. This was due to
the effect of sponge media which can create a simultaneous nitrification and denitrification (SND) state for complete nitrogen
removal [29]. Fig. 3 illustrates that the average TN amounts
removed due to SND in the Sponge-MBR were 34%, 25% and 15%
at fluxes of 2, 4 and 6 LMH. Conversely they were only 13%, 6%
and 0.3% in the MBR.
In the sponges, nitrification probably takes place on their surface, whereas anaerobic/anoxic conditions inside the sponge provide a suitable environment for denitrification [30]. A higher HRT
enriches slow growing microorganisms and creates effective contacts between microorganisms and substrates. SND occurs in the
sponge medium because of the biomass captured within the pores
Efficiency (%)
100
180
90
160
80
140
70
120
60
100
50
80
40
60
30
40
20
20
10
Efficiency (%)
COD (mg/L)
COD (mg/l)
200
0
0
Influent SpongeMBR
MBR
Influent SpongeMBR
2LMH
MBR
4LMH
Influent Sponge- MBR
MBR
6LMH
Fig. 2. COD removal in the Sponge-MBR and MBR at various flux.
Table 3
Nitrogen species (mg/L) in the membrane permeates during operation period.
Flux
2 LMH
Reactor
Sponge-MBR
+
NH -N
4
NO3 -N
NO2 -N
TN
4 LMH
MBR
6 LMH
Sponge-MBR
MBR
Sponge-MBR
MBR
0.5 ± 1.0
0.4 ± 1.0
0.3 ± 1.0
0.4 ± 1.0
0.2 ± 1.0
1.0 ± 1.0
16.7 ± 6.0
0.2 ± 0.1
18.5 ± 7.0
18.8 ± 6.0
0.1 ± 0.1
20.8 ± 8.1
16.5 ± 9.1
0.3 ± 0.1
21.9 ± 7.2
19.0 ± 10.0
0.1 ± 0.1
24.5 ± 8.3
21.5 ± 6.0
0.3 ± 0.2
23.3 ± 5.0
26.0 ± 6.1
0.2 ± 0.2
28.7 ± 6.1
TN Out
TN Denitrification
TN Assimilate
100
80
%
60
40
20
0
Sponge-MBR
MBR
Sponge-MBR
2LMH
MBR
Sponge-MBR
4LMH
MBR
6LMH
Fig. 3. Nitrogen balance in Sponge-MBR and MBR.
of the sponge and a limited oxygen concentration inside the pores
[19]. Thanh et al. [31] compared between sponge MBR and MBR
treating catfish pond wastewater. The Sponge-MBR had twice the
TN removal capacity at the same 2, 4 and 8 h HRT compared to
the MBR. However, the low generated biomass due to low F/M
ratio also led to low TP elimination. The TP removal efficiencies
in the Sponge-MBR were 28 ± 12%, 22 ± 10% and 26 ± 11% for the
fluxes of 2, 4 and 6 LMH, respectively, while those in the MBR were
29 ± 16%, 26 ± 11% and 20 ± 15%.
3.3. Biomass characteristics
Biomass fraction between attached and suspended microorganisms impacted on MBR performance and sludge microbiology.
Fig. 4 shows the MLSS concentrations of MBRs and the ratio of
sponge MLSS over total MLSS in Sponge-MBR during the operation’s duration. The biomass concentration fluctuated between
4889 and 6978 mg/L in the Sponge-MBR and between 3720 and
5825 mg/L in the MBR. At fluxes of 2 and 6 LMH, the MLSS concentrations of Sponge-MBR were higher than those of the MBR. The
MLSS concentrations at a flux of 4 LMH were the same in both
MBRs due to the Sponge-MBR’s influent pump having broken down
for days during this period (day 93, 94, 102, 114, and 135). In general, the Sponge-MBR demonstrated superior biomass retention
compared to the MBR. This was due to a large amount of biomass
attached in the sponges. At the flux of 2 LMH, the sludge concentration of both MBR fluctuated due to the oscillation of influent
COD concentration. Additionally, the low operated F/M ratio of
the MBRs led to the produced biomass not being able to compensate for the excess biomass.
The average MLVSS/MLSS ratio of the Sponge-MBR was 0.6 and
similar to the MBR. However, the average ratio of 0.64 (0.52–0.79)
of the sponge-attached biomass was higher than that of suspended
biomass of 0.56 (0.49–0.63).
MLSS_MBR
2 LMH
7000
MLSS (mg/L)
MLSSin Sponge/ MLSS total
4 LMH
Break-down of influent pump
6 LMH
1.2
6000
1
5000
0.8
4000
0.6
3000
0.4
2000
0.2
1000
0
0
5
27
41
61
81
93
109
136
148
162
MLSS in Sponge/MLSS total
MLSS_Sponge-MBR
8000
177
Day
Fig. 4. MLSS concentration and biomass fraction in MBRs.
MBR (2LMH)
Sponge-MBR (2LMH)
Sponge-MBR (4LMH)
MBR(4LMH)
Sponge-MBR (6LMH)
MBR (6LMH)
50
45
Chemical cleaning
TMP (kPa)
40
35
30
25
20
15
10
5
0
0
10
20
30
40
50
60
70
80
90
Time (day)
1
Fouling rate (kPa/day)
Sponge-MBR
0.87
MBR
0.74
0.8
0.6
0.33
0.4
0.23
0.12
0.2
0.03
0
2LMH
4LMH
6LMH
Fig. 5. Evolution of trans-membrane pressure (TMP) (above) and fouling rates of MBRs (below).
3.4. Membrane fouling
Fig. 5 demonstrates TMP development of the MBRs during the
period of operation. There was a significant difference in TMP fluctuations between the two MBRs. The TMP of the Sponge-MBR
increased from 0.6 to 3.2 kPa in 85 days (2 LMH); 4.1 to 7.7 kPa
in 30 days (4 LMH); 6.4 to 14.4 kPa in 35 days (6 LMH), respectively. Nevertheless, the TMP of the MBR developed from 0.6 to
1.00E+14
Rt
Rc
Rf
Rm
8.00E+13
Resistance (m )
Fig. 4 shows that the MLSS in the sponges increased in the first
30 days of operation; the ratio of MLSSsponge/MLSStotal also
increased during this period and reached about 0.6. Then this ratio
stabilized in the next operation period. This means 20% sponge of
reactor volume contained up to 60% of total biomass in the
Sponge-MBR. In the last 15 days at 6 LMH flux, the ratio tended
to decline from 0.55 to 0.50 due to MLSS in the sponges being saturated in the 17,000–18,000 mg/L range. From this period, the suspended biomass increased continuously. In this study, yield
coefficient of 0.64 mgVSS/mgCOD in the Sponge-MBR was higher
than that of 0.41 mgVSS/mgCOD in the MBR. This means that the
attached biomass in the sponges seemed to be more active than
the suspended biomass.
6.00E+13
4.00E+13
2.00E+13
0.00E+00
SpongeMBR
MBR
2LMH
SpongeMBR
MBR
SpongeMBR
4LMH
Fig. 6. Membrane resistances.
6LMH
MBR
MBR
Permeate_MBR
Sponge-MBR
Permeate _Sponge-MBR
0.35
4 LMH
2 LMH
UVA
(1/cm)
0.3
0.25
0.2
0.15
0.1
0.05
0
0
10
20
30
40
50
60
70
80
90
100
110
120
130
Time (day)
Fig. 7. UVA254 value in membrane supernatant and permeate of MBRs during operation.
28.6 kPa in 85 days (2 LMH); 4.8 to 26.9 kPa in 30 days (4 LMH);
and 13.9 to 44.2 kPa in 36 days (6 LMH).
The fouling rates of Sponge-MBR were observed to be lower
than those of the MBR throughout the operation. At the fluxes of
2, 4 and 6 LMH, the fouling rates of the Sponge-MBR were 0.03,
0.12, and 0.23 kPa/day whereas the fouling rates of the MBR were
0.33, 0.74, 0.87 kPa/day, respectively. Hence, the fouling rates of
the MBR were 11, 6.2 and 3.8 times higher at fluxes of 2, 4 and
6 LMH. These results indicated that the Sponge-MBR could reduce
membrane fouling efficiently. Other studies have documented similar results [3,6,19] asserted that to reach TMP of 20 kPa the MBR
had to operate for 57–65 days whereas the Sponge-MBR functioned for more than 92 days.
Fig. 6 depicts the membrane resistance after the operation has
ceased. The results demonstrated that the total membrane resistance (Rt) values of the Sponge-MBR were much lower than that
of the MBR. At the end of each operated flux, Rt of Sponge-MBR
at fluxes of 2, 4 and 6 LMH were 3.07 x 1012 (1/m), 2.87 x 1012
(1/m), and 3.62 x 1012 (1/m), respectively. Those of the MBR were
4.93 x 1013 (1/m), 4.85 x 1013 (1/m) and 9.95 x 1013 (1/m). It was
found that the major resistance component in the Sponge-MBR
was the resistance of intrinsic membrane (Rm) while the main
resistance component of the MBR was cake resistance (Rc). At the
fluxes of 2, 4 and 6 LMH, the cake resistances of the Sponge-MBR
were 14%, 13% and 18% of total resistance whereas those of the
MBR were 85%, 89% and 91% of total resistance. Thus, the addition
of sponge media in the MBR could solve the problem of cake fouling efficiently compared to the MBR. The results also demonstrated
a collision between the moving sponges and membrane fibers
could, firstly, enhance friction and secondly, reduce the formation
of biofilm on the surface of the membrane fibers. Similarly, Yang
et al. [19] reported that Sponge-MBR was efficient in controlling
membrane fouling, especially the cake layer on the membrane.
The result was 86% reduction in cake resistance and an increase
by 20% of the critical flux compared to the MBR.
In addition, ultra violet absorbance (UVA254) of membrane
supernatant and permeate of both MBRs were measured to confirm
that irreversible fouling occurred due to absorption of soluble matters into the membrane. The UVA254 value indicated the presence
of double bond linkage substances such as protein, humic acid
and fulvic acid. Fig. 7 shows that the average UVA254 values in
supernatant and permeate of the MBR (0.214 ± 0.041 cm 1 and
0.108 ± 0.045 cm 1) were higher than those of the Sponge-MBR
± 0.031 cm 1 and 0.083 ± 0.028 cm 1). This result reveals
that the absorbance values of the membrane permeate or membrane supernatant in MBR were higher than those in the SpongeMBR. It also confirms that the sponges could help eliminate soluble
organic matters effectively. Furthermore, the UVA254 values in the
membrane permeate were always lower than those in both MBRs’
membrane supernatant. This indicated that the soluble organic
matters were trapped in the membrane and could then cause
irreversible fouling. As a consequence, the sponges can reduce fouling by preventing cake formation and absorption of soluble substances on to the membrane.
4. Conclusions
Based on this study’s results, some important assertions can be
made as follows:
• Adding sponges into MBR (20% volume) could enhance TN
removal by 9–16% at fluxes as low as 2–6 LMH.
• The movement of sponges caused friction force to membrane
surface during operation, preventing cake formation on the
membrane and reducing cake resistance, and therefore control
fouling. The Sponge-MBR’s cake resistance was only 13–18%
of the total resistance while that of the MBR represented 85–
91% under the low flux range.
• Soluble substances being absorbed into the membrane contributed to irreversible fouling for both the Sponge-MBR and
MBR. It was observed that the Sponge-MBR generated less soluble matters in both supernatant and permeate compared to
MBR.
Acknowledgements
This research is funded by Vietnam National University – Ho Chi
Minh City under grant number B2014-20-03. The authors also like
to thank for the research grant from National Foundation for
Science and Technology Development (NAFOSTED) No. 105.992015.16, Ministry of Science and Technology, Vietnam and
Ministry of Science and Technology in South Korea through the
Institute of Science and Technology for Sustainability (UNU & GIST
Joint Programme). This study has been conducted under the framework of CARE-RESCIF initiative.
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