3AVP Tech. (Site Head), Symbiotec Pharmalab Pvt. Ltd. SEZ Pithampura Dhar, M.P.-India. Email- [email protected]. 1.0 INTRODUCTION. 1.1 Treatment of ...
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com RESEARCH ARTICLE
PHOTO-FENTON AND PHOTO CATALYTIC OXIDATION PROCESS FOR PRETREATMENT OF HIGH COD EFFLUENT OF AN API INDUSTRY AT PLANT SCALE Amit Kumar Tiwari1 Hemant Kumar Sharma2 D.N.Pandya3 1
2
Head EHS Depart ment, Sy mb iotec Pharmalab Pvt. Ltd. Superintending Engineer, MP Pollution Control Board (SEZ Pithampur), Indore, Madhya Pradesh 3 AVP Tech. (Site Head), Sy mbiotec Pharmalab Pvt. Ltd. SEZ Pithampura Dhar, M.P.-India Email- er.ati wari@g mail.com
Manuscript
Abstract:
Info: Manuscript History:
Received: Feb 10, 2015 Final Accepted: April 28, 2015 Published Online: April Issue Key words: API, Advanced oxidation, High COD effluent, Photo-fenton, Photo-catalytic Oxidation
The treatment of high COD value containing effluent of active pharmaceutical ingredient (API) industries has been big global problem due to presence of higher organic load, poor biodegradability and bio-recalcitrant compounds. The present work is aimed at optimization of Photo Fenton and Photo catalytic oxidation process at large scale. The present work evaluates the pretreatment of high COD value containing effluent of 4000 liters to 8000 liters in batch process at industrial scale, to make it amenable for conventional treatment by coagulation-flocculation followed by Activated Sludge Process (Biological - Aerobic treatment). The operational control and process optimization was focused on pH requirement for operation, Chemical Oxygen Demand (COD) reduction, reaction time, hydrogen peroxide & ferrous sulphate (Fenton) dose, UV light, control of residual hydrogen peroxide interferences and point of introduction of titanium oxide for further reduction of COD. The experiments for treatment of segregated high COD value containing effluent stream were conducted at at industrial scale in M/S Symbiotec Pharmalab Ltd. which is an API industry manufacturing cartico- steroids and situated in special economic zone (SEZ ) at Pithampur district Dhar, M.P. Copy Right, IJART, All righ ts reserved.
1.0 INTRODUCTION
high COD load as well as installation,
1.1 Treatment of pharmaceutical bulk drug or
operational trouble and maintenance cost of
Active
(API)
treating the effluent by reverse osmosis (RO)
industry’s effluent to achieve the standards of
followed by multi- effect evaporator (MEE)
treated effluent is a global problem. Although
and (ATFD) treatment has been a big
various technologies are being used to get the
challenge for the API industries. The organic
desired standards of treated effluent, however
chemicals present in high COD stream of
troubles in treating it by conventional
API
treatment methods due to its
completely
Pharmaceutical Ingredient
effluent by
do
not
always
conventional
degrade biological 37
Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
treatment
processes
the
1.3 Photo Fenton (UV + H2O2 & Ferrous
pretreatment of this stream. Therefore, Photo
sulphate) processes for generation of
Fenton (solution of ferrous sulphate and
Hydroxyl Radicals:
hydrogen peroxide with UV light.) and Photo
The formation of hydroxyl radicals (HO• ) by
catalytic oxidation
processes (UV light.
Fenton’s reagent ( solution of Ferrous sulfate
along with titanium oxide acting as photo
and Hydrogen Peroxide) in presence of UV
catalyst)
light
can
even
prove
to
after
be
effective
pretreatment options combined with
lime
can be understood with following
reaction:-
treatment, before subjecting the high COD effluent to Activated Sludge Process (aerobic – biological treatment).
Fe3+ + H2 O
( UV) ( UV)
H2 O2
( UV)
H2 O
1.2
The
pre-oxidation
of
high
COD
Fe2+ + HO• + H+ 2HO• H• + OH•
( wave length < 400 n m)
containing effluent stream by Photo Fenton and Photo catalytic oxidation process is very effective to prevent the shock loading on Activated Sludge treatment Process (ASP) and improve the biodegradability of effluent stream in ASP (Tekin, H, et al. 2005, Tiwari & Upadhyay 2013, Tiwari & Jagan 2013). The Photo Fenton and Photo catalytic oxidation process produces highly reactive hydroxyl radicals which reacts with organic compounds (measured as COD) present in effluent and oxidize them to reduce the COD
The fenton solution produces hydroxyl radicals which have a very high oxidizing potential. They react with COD causing compounds present in effluent and oxidize them into H2 O, CO 2 and other intermediate compound and salts. The oxidizing power of Fenton’s reagent is highly improved by introducing UV light. (Pignatello, 1992; Legrini et al., 1993; Ruppert et al., 1993, Dantas et.al., 2003). 1.4 Photo-catalytic Process (UV+ Titanium Dioxide):
(Dantas et.al., 2003, Fatta-Kassinos et al. 2011;
Klavarioti
et
al.
2009).
This
pretreatment reduces the COD load in the ASP and make the effluent amenable for aerobic biological treatment system i.e. ASP.
Due to UV light illumination, electron- hole pairs are formed in the Titanium dioxide semiconductor
photo-catalyst.
When
a
photon with energy equal to or greater than the materials band gap is absorbed by the semiconductor, an electron is excited from
38 Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
the valence band (vb) to the conduction
Reactions in vale nce band (hvb+)
band (cb), generating a positive hole in the
TiO2 (h vb +) + H2 O TiO2 + H+ + . OH + TiO2 (h vb ) + 2H2 O TiO2 + 2H+ + H2 O2 + TiO2 (h vb ) + OH TiO2 + •OH + TiO2 (h vb ) + H2 O2 HO• + •OH (vb= valence band cb= conduction band ) (Banerjee et.al.2006)
valence band. Due to the generation of positive holes and electrons, oxidationreduction reactions take place at the surface of
semiconductors
(http://en.wikipedia.org/wiki/Photocatalysi s). Holes are positive charges, which when come in contact with water molecules, produce ·OH and H+ ions. Electrons react with dissolved oxygen to form superoxide
1.5 Oxidizable compound by Hydroxyl Radicals: The hydroxyl radicals produced either by Photo Fenton or Photo catalytic processes,
oxidizes
variety of complex
compound e.g. Acids, Alcohols, Aldehydes, Aromatics,
Amines,
Dyes,
Ethers
and
·−
ions (O2 ), which react with water molecules −
to produce hydroxide ions (OH ) and peroxide radicals (·OOH). Peroxide radicals −
combine with H+ ions to form ·OH and OH , −
and holes oxidize OH to ·OH. Thus, all eventually facilitate the formation of ·OH, and these radicals attack the pollutants
ketones (Bigda 1995). The hydroxyl radical (HO•) can attack organic molecules found in highly polluted effluents by radical addition, hydrogen abstraction, electron transfer, and radical combination. Radical addition: R + HO• → ROH where R = reacting organic compound
present in the aqueous solution (Lazar Electron transfer: Results in the formation
et.al.2012). TiO2 + hv (UV)
TiO2 (ecb – + hvb +)
Reactions in conduction band ecb– TiO2 (ecb – ) + O2 TiO2 + • O2 − – • − + TiO2 (ecb ) + O2 + 2H TiO2 + H2 O2 TiO2 (ecb – ) + H2 O2 TiO2 + H- + . OH • . O2 − + H2 O2 OH + OH- + O2 • − + O2 + H HO•2 – • TiO2 (ecb ) + HO 2 TiO2 + HO-2 + HO 2 + H H2 O2 2HO•2 O2 + H2 O2
of ions of a higher valence R n + HO• → Rn-1 + OHHydrogen Abstraction: R + HO• → R. + H2O Radical Combination: HO• + HO• → H2O2 In general, the reaction of HO• with organic compounds, at completion will produce H2 O, CO2 , and salts (www.h2o2.com). In the present work, the oxidizing potential of hydroxyl radicals produced by the Photo 39
Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
Fenton or Photo catalytic process has been
to 10 KLD only and the ph between 3 to 4.
explored for the pre-treatment of high COD
The segregated high COD stream is collected
effluent of an API industry at a plant scale.
via a separate drain (other than the drains
2.0 THE EXPERIMENTAL SET-UP:
which carry low COD/ washing effluents). This drain leads the high COD effluent to the
2.1 The high COD stream effluent of M/s
effluent
Symbiotec Pharmalab Pvt. Ltd. is generated
experimental set up is full scale treatment
from production processes. The COD of this
system by Photo Fenton & Photo Catalytic
stream ranges between 39000 mg/l to 80000
pretreatment of the stream near the ETP
mg/l. The average flow/ generation of the
location. The schematic diagram of the
high COD stream at the going production
experimental set up is as per figure1 below:
treatment
plant
(ETP).
The
levels in the industry ranges between 3 KLD
Figure 1
40 Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
2.2
The experiments were conducted from
March
2014
to
August
2014.
The
specification of UVA system used
in
treatment process is mentioned below: Table 1: Specification of UVA system used
mass with help of diffuser. Precautions taken for suspected interferences of residual H2 O2 in COD test (www.h2o2.com). 3.0
3.1 The theoretical dose of H2 O2 required
Important features
1
Model
GI 40 LP
2
5000
3
Flow rate (Liters / hour) Vo ltage
4
Current ( mA )
5A
H2 O2
5
Watts
166
(34)
6
Dimension Φ
OD-200mm, H300mm, L1000mm 125
9 11 12
for the degradation of COD calculated based on the stochiometric equation given below:
230
Maximu m operating pressure (psi) Dosage (μw.sec/cm2.)
8
EXPERIMENTAL
METHODOLOGY:
Sr.No.
7
THE
UV radiat ion wave length (nm) No. of UV lamps SS 316 Electropolished UV radiator dimensions
70,000 μw.sec/cm2 254n m
H2O + ½O2 (32/2) = (COD)
One mole H2 O2 liberates ½ mole of O 2 which is a measure for the oxidation of an equivalent amount of COD. Thus 2.13 mg/l of H2 O 2 is required to produce 1 mg/l of O2 (34/16=2.13) and 1mg/l of O 2 oxidizes
4 997 mm x 185mm x 295 mm
1mg/l of COD theoretically. 3.2
Practically,
cost
of
theoretically
calculated H2 O2 dose for liberation of O 2 for 2.3 The chemicals used in the treatment
the removal of COD, limits the use of H2 O2
process
Sulphate
in full quantity to satisfy complete COD
(FeSO 4.7H2O) of Fisher Scientific with
demand, which necessitates supplementing/
assay 98%, Titanium dioxide (TiO 2 ) of
boosting the oxidation process by dosing
Emplura with assay 98.5% and hydrogen
Ferrous Sulphate along with H2 O2 in
Peroxide (H2 O2 ) of commercial grade
presence
having purity of 50%. Analytical procedures
consideration in mind, H2 O2 doses were
for the determination of chemical oxygen
reduced to only 0.75% of theoretically
demand (COD) were conducted according to
calculated H2 O2 dose supplemented with
Standard Methods. Experimental results for
FeSO 4 @ 1/40th the H2 O2 dose. The FRP
COD were analyzed at regular interval of 24
coated cylindrical reactor of 8000 liters
hours. The oxygen is provided in reaction
capacity was used for the process as shown
were
Ferrous
of
UV
light.
Keeping
this
41 Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
in figure 1 above. The high COD effluent
3.5 In experiments where the resultant COD
received at the experimental site had pH in
value was reduced below 20000 mg/l after
range of 3-4.
72 hours,
3.3 The experiments were conducted by treating effluent batches of 3500 liters, 4000 liters, 4500 liters, 5000 liters, 6000 liters and 8000 liters. In total 15 sets of experiments were conducted for different waste volumes. The FRP lined reactors were filled with given quantity of the waste stream and dosed with the Fenton reagent having a FeSO 4: H2O 2 in proportion of 1:40. The reactor volume was thoroughly agitated with the help of diffused air from the bottom through a blower. The thoroughly mixed high COD effluent of the reaction tank was circulated through the UV system axially
the experiment was terminated
and the effluent sent for primary treatment and secondary (biological) treatment in the ETP. In experiments where the COD values were not found to be reduced below 20000 ppm, the effluent was subjected to photo catalytic treatment by dosing TiO 2 . The TiO 2 was dosed @ 100 g per 1000 liters of the batch. The COD values were tested after 24 hrs of the TiO 2 dosing i.e. 96 hours after the experiments started. The pH of the effluent was raised up to 9 by lime addition and after retention of 3 hours and COD values were again tested. The experimental results are reported in Table 2.
from bottom to top @ 5 m3/h. 3.4 The COD was monitored after every 24 hours. The theoretical dosages of H2 O 2 were again calculated based on the remaining COD after every 24 hours treatment. Dosing of H2 O2 @ 0.75% of theoretical dose and addition of FeSO 4 @ 1/40th times of the H2 O 2 added was also done after every 24 hours. The agitation and circulation over the UV light was continued. The above process of re dosing of H2 O2 and FeSO 4 was repeated after each 24 hours, till the end of 72 hours of reaction.
42 Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
Table 2: Experimental Results
15
B
C
D
E
F
G
H
I
J
K
L
M
N
O
P
R
S
T
U
8000
72000
230
9.20
40200
44.16
128.42
5.13
30800
57.22
98.4
3.94
26100
63.75
24900
65.41
800
15800
78.05
8000
52000
166.25
6.65
48000
7.69
153.25
6.13
42000
19.23
134.25
5.37
39000
25
37800
27.3
800
30200
41.92
8000
48300
154.25
6.17
41000
15.11
131
5.24
38700
19.87
123.75
4.95
34200
29.19
32300
33.13
800
24500
49.27
8000
56000
179
7.16
27000
51.78
86.25
3.45
20600
63.21
65.75
2.63
15800
71.78
13200
76.43
ET*
ET*
ET*
6000
80200
192.25
7.69
42600
46.88
102
4.08
38700
51.75
92.75
3.71
35700
55.49
33400
58.35
600
15300
80.92
6000
39000
93.5
3.74
20000
48.71
48
1.92
13000
66.66
ET*
ET*
ET*
ET*
ET*
ET*
ET*
ET*
ET*
6000
62800
150.5
6.02
30000
52.23
72
2.88
14000
77.71
ET*
ET*
ET*
ET*
ET*
ET*
ET*
ET*
ET*
6000
54200
130
5.2
22000
59.41
52.7
2.10
13200
75.64
ET*
ET*
ET*
ET*
ET*
ET*
ET*
ET*
ET*
6000
62000
148.5
5.94
35200
43.22
84.25
3.37
28200
54.52
67.5
2.70
14000
77.42
12000
80.64
ET*
ET*
ET*
5000
49000
97.75
3.91
37200
24.08
74.25
2.97
23000
53.06
46
1.84
15600
68.16
13800
71.83
ET*
ET*
ET*
5000
43700
87.25
3.49
24000
45.08
47.92
1.92
17500
59.95
34.9
1.39
14000
67.96
12800
70.71
ET*
ET*
ET*
4500
66000
118.5
4.74
29000
56.06
52.1
2.08
20000
69.69
36
1.44
13000
80.30
11200
83.03
ET*
ET*
ET*
4000
51600
82.5
3.3
28500
44.77
45.52
1.82
19300
62.59
30.82
1.23
14000
72.87
12500
75.77
ET*
ET*
ET*
4000
42000
67
2.68
35000
16.67
56
2.24
16000
61.90
ET*
ET*
ET*
ET*
ET*
ET*
ET*
ET*
ET*
3500
46000
64.25
2.57
22400
51.30
31.25
1.25
16000
65.22
22.5
0.9
13000
71.74
11400
75.22
ET*
ET*
ET*
COD remaining (mg/l) after sample treated with lime at pH 9 COD removal time of and%retention hrs 72 Hrs+ lime 3after treatment
H2O2 dose (kg) (0.75% of theoretical dose) ( After 24 Hrs) COD remaining mg/l after 48 hrs
% COD removal after 96 Hrs
14
COD remaining mg/l (After 96 hrs)
13
Activated TiO2 Added (g)
12
% COD removal after 72 Hrs
11
COD remaining mg/l after 72 hrs
10
H2O2 dose(kg) (0.75% of theoretical dose) (After 48 hrs)
9
FeSO4 Added (g) ( After 48 hrs )
8
% COD removal after 48Hrs
7
FeSO4 added (g) ( After 24 Hrs)
6
% COD removal after 24 Hrs
5
COD remaining (mg/l) after 24 hrs
4
H2O2 dose (kg) (0.75% of theoretical dose) (Zero Hours)
3
FeSO4 added (g) (Zero Hours)
2
Initial COD (mg/l) (Zero Hours)
A 1
Quantity of effluent in the batch. (ltrs)
Experiment. No.
*ET-Experiment Terminated
43 Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
4.0 RESULTS AND DISCUSSIONS:
with/without varying dosages of the Photo-
4.1 Reduction of COD as high as 59.41%
Fenton or Photo catalytic Treatment.
could be achieved in the first 24 hours of the
4.3 However contrary to the observation at
experiment using Photo-Fenton (experiment
point no 4.2 above, the initial COD
8, table 2) which was found to be up to
reduction after 24 hours in experiment no 14
77.71 % (experiment 7, table 2). Barring a
was also low which picked up with time and
few experiments as discussed here in below,
at the end of 48 hours, the COD reduction of
the results of the experiments were found to
61.79% could be achieved.
be encouraging and the experimental data
indicative that certain batches of high COD
provide an avenue to use Photo Fenton
effluent may pose some initial resistance to
/Photo Catalytic methods for the reduction
oxidation
of high COD effluent.
composition, but later the reaction may
4.2 In some experiments (experiment no 2 &3), the reduction in COD was found be
due
to
This is
complex
chemical
speed up. Further investigation in this direction can be taken up by the researchers.
low and the reduction in first 24 hours was
4.4 More reduction in initial COD value was
not even up to 20% . As the experiment
observed in first 24 hrs of Fenton dosing. In
continued further, the reduction after 72
later stages of Fenton dosing after each 24
hours was only 25% and 29.19%. The
hrs intervals, the COD reduction was
further addition of photo catalytic TiO2 was
comparatively low. It indicates that the COD
also not able to reduce the COD values
reduction
below 20000 ppm. These two experiments
reaction kinetics resembles to follow first
point
complex
order reaction kinetics, however further
in the
investigations are essential to fortify this
out
towards
certain
chemicals/ refractory chemicals
effluent batch which did not degrade even
in
the
present
experiments
inference.
after 96 hours. Further investigations is required to establish as to what complex chemicals pose difficulty in COD reduction using Photo Fenton and Photo catalytic methods,
whether
in
such
cases
the
treatment be continued beyond 96 hours
4.5
The addition of Photo Catalyst TiO 2
along with UV light in reaction mass was also found to play positive role as Fenton reagent played with UV light. Further investigations are recommended to ascertain the role of Photo Catalyst TiO 2 by reversing 44
Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
the order of the chemical addition i.e. adding
4.8
TiO2 first and using Photo Fenton in the
recommended to find out the optimum
later stages of experiment.
dosage of the H2 O2 , the proportion of H2 O2 :
4.6
Reaction time was maintained 1 to 4
days for maximum utilization of hydroxyl radicals and to reduce the consumption of H2 O 2 which played important role for oxidation process. The reductions in COD value were observed as reaction time was increased
(Tiwari
&
Upadhyay 2013,
Further
investigations
are
also
FeSO 4 in the Fenton reagent, optimum dosage of the photo catalyst TiO2, the exposure time and dose of UV light required to decompose the high COD effluent so as to have proper operational control on the treatment process. 4.9
The results indicate that effluent
Paphane and Ramirez 2013, Ma Y. S.
characteristics and its complexity can also
et.al.2012, Upadhyay &Mistry 2012, Tiwari
play a notable role which may have limiting
and
effects on the degradability & oxidation
Jagan
investigation
2013).
However
are
recommended
further for
optimization of the reaction time. 4.7 It was observed that there is interference of residual H2 O2 in COD test which was eliminated by addition of sodium bisulphate (traces) and lime by raising the pH up to 9 of the sample before COD analysis. By removing the H2 O2 interference before COD test (experiment No. 1 to 5, 9 to 13 and 15) showed 3.5 % to 12% reduction in COD value. The interference in COD test due residual H2 O 2 detected by adding 2 to 4 drops of Starch Indicator (S.I.) in sample so sample colour turned to ink blue which indicated that residual un reacted H2 O2 are present in sample which may further react with potassium dichromate in COD test and as a result show falls high COD (h2o2.com).
process.
Elemental
analysis
can
be
conducted for every effluent batch to know the actual chemical composition in effluent which will further open up avenues of investigation for the optimization of the experimented treatment method. 5.0 CONCLUSION: Pretreatment of complex and high COD effluent
of
active
pharma
ingradient
industry, before subjecting it to primary and secondary (biological – ASP) treatment using Photo Fenton and Photo catalytic Oxidation in combination is very effective in reduction of COD. The experiments were conducted at a full scale and this method is being used in the industry M/s Symbiotec Pharmalab Ltd. The method can be further 45
Tiwari, A. K., Sharma, H. K. & Pandya, D. N. (2015)
ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
investigated by the researchers/ industries
KLD: Kiloliter/day
for application elsewhere in other industrial
HO•: Hydroxyl radical
effluents.
However
there
are
minor
operational & maintenance issues like TiO 2
API: Active Pharmaceutical Ingredients
addition which sticks on UV lamps which
SEZ: Special Economic Zone
require frequent cleaning. On the contrary
REFERENCES:
when Photo Fenton alone is used, no such
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problem arises. In nut shell the pre treatment
chemistry for wastewater treatment,
of high COD effluent of an API industry can
Chem. Eng. Progr., 91: 62-66.
be under taken by using these chemicals in
2. Banerjee et.al. (2006), Physics and
combination with UV light.
Chemistry of Photo-catalytic Titanium
ACKNOWLEDGEMENT: The authors
dioxide: Visualization of bactericidal
are highly thankfull to the management,
activity using atomic force microscopy.
officers and staff of the M/s Symbiotec
Current Science Vol.90, No.10,2006
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Fenton
co-operation, suggestions, technical support
wastewater,
and necessary resources to undertake this
Technology Maringá, v. 25, no. 1, p.
work.
91-95, 2003
Abbreviation: COD: Chemical Oxygen demand
oxidation Acta
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D,
of
tannery
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MI,
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FeSO 4 : Ferrous sulphate
D
H2 O 2 : Hydrogen Peroxide
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(2009)
Removal
of
residual
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ISSN: 2347-7490 International Journal of Advanced Research and Technology (2015), Volume 3, Issue 1, pp.37-47 Journal homepage: http://www.ijartjournal.com
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