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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 10 | Oct 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 815
TREATMENT OF DISTILLERY EFFLUENT BY USING ADVANCED
OXIDATION PROCESS
Pooja R1, Dr K M Sham Sundar2
1PG Student, Dept of Civil Engineering, UBDT College of Engineering, Davanagere, Karnataka, India
2Professor, Dept of Civil Engineering, UBDT College of Engineering, Davanagere, Karnataka, India
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract – The project work was carried out to investigate
the Treatment of Distillery Effluent by using Advanced
Oxidation Process (AOPs). Recent trends proposed AOPs for
oxidizing complex organic compounds or recalcitrantorganic
matters present in the Distillery Effluent to simple harmless
compounds. Fenton oxidation process is oneoftheprocessesof
AOPs, combination of Hydrogen peroxide and Ferrous ion
reacts to form active Hydroxyl radical. Electro Fenton Process
is an electrically aided Fenton reaction by the use of
Electrodes. Application of the Response Surface Methodology
(RSM) to check the Electro-Chemical Oxidation of Distillery
Spent wash by using Aluminum electrodes. The Variables
considered for the study are FentonDosage, Reactiontime and
Applied Current. COD, Colour, Turbidity and TDS are the
response factors under consideration.
Key Words: Distillery Effluent, Advanced Oxidation
Process, Electro Fenton Process, RSM, COD.
1. INTRODUCTION
Distillery industries have been around fora longtime,itisan
industry that produces alcohol, rectified spirit, spirit and
ethanol, as well as a large amount of wastewater. Because of
large amount of wastewater produced by the alcohol
industry in India, it is extremely hazardous to the
environment. This distillery wastewater, also known as
distillery effluent, is commonly referred as “Spent wash” or
“Stillage”. This DSW is highly recalcitrant, with high
complexities, it has more BOD, COD, TDS, Turbidity, Colour,
Odour [1]. This molasses based alcoholic distillery industry
produces wastewater, which typically ranges from 10-15
liters per liter of alcohol produced in the distillery industry
process and has characteristics such as dark brown colour,
high BOD and COD values. When untreated Distillery Spent
wash or alcoholic wastewater is discharged into water
bodies or open sources, it can causesevereorunmanageable
environment damage, such as disturbing underground or
surface water and depleting soil properties. Although
distillery wastewater has a negative impact on the
environment. Therefore, proper treatment method is
required to treat the wastewater from the distilleryindustry
before discharge is more required. There are plenty of old
technologies to treat industrial wastewater like Adsorption
method, Physio-chemical method, Membrane technology,
Aerobic treatment, Electro-coagulation method, Advanced
oxidation process, etc. These methods are also used to treat
Spent wash to get better results for removing the
contaminated pollutants present in it [2]. Among all the
methods AOPs are the suitable method to treat DSW. AOPs
have different methods in which Fenton process is the most
effective method to treat spent wash. Fenton process is the
combination of H2O2 and Fe3+ ions which together make
Fenton reagent, effective in treating polluted wastewater to
remove recalcitrant components [2].
2. MATERIALS AND METHODOLOGY
2.1 Materials
To carry out the experiment various glassware, reagents
(Fenton reagents), Chemicalsandsomeinstrumentsareused
in the laboratory.
2.2 Methodology
The method adopted to treat Distillery Effluent is AOPs in
which Electro Fenton process is suitable for the treatment of
Distillery Effluent.
2.3 Electro Fenton Process
The EF process is a type of AOPs that is carried out
electrically using electrodes. This process is simpler than
other methods because it leads to the resurgence of Fenton
reagent products and further aids in the oxidation reaction.
2.4 Experimentation
1. Raw sample (Distillery Effluent) was collected from the
distillery industry and transferred to the laboratory with
suitable conditions for further experimentation.
2. Sample was initially investigated for its basic parameters
like pH, COD, BOD, TDS, EC, Turbidity and Chlorides.
3. This sample is then added to beaker (1000ml) and placed
on magnetic stirrer by adding Fenton reagent (Hydrogen
peroxide & Ferrous ions in 1:5 ratio). The sample is stirred
well it is allowed to treat for certain time according to the
RSM worksheet data.
4. After the treatment sample is allowed for settlement and
then collected to know the % removal of COD.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 10 | Oct 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 816
5. This process is repeated until the maximum removal
efficiency is occurred. All the readings are recorded for
further analysis and the results are concluded.
Fig -1: Experimental setup of Electro Fenton Process
3. Results and Discussion
Results obtained from this study are discussed below in
this chapter.
3.1 Analysis of basic parameters of Distillery Effluent
Table -1: Initial characteristics of Distillery Effluent
Parameters
Analyzed
Raw Spent
wash values
pH 4.2
TDS (ppm) 138920
BOD (mg/L) 56400
COD (mg/L) 184000
EC (ds/m) 92500
Colour (Pt-Co) 43080
Turbidity (NTU) 6280
Chlorides (mg/L) 10650
3.2 Experimentation of Electro Fenton Process
Sample of Distillery Effluent is treated by considering
various conditions they are varying pH, varying Fenton
dosage, varying reaction timeandbyvaryingappliedcurrent
to remove polluted contaminants (COD, Colour, TDS &
Turbidity).
Parameters monitored after the treatment are COD, Colour,
TDS and Turbidity. Treated sample is examined to note the
% removal of the monitored parameters for varying pH,
Fenton dosage, reaction time and applied current. The
results are tabulated in the table 2 below and the % removal
efficiency is represented graphically.
Table -2: % Removal Efficiency of COD for various factors
Various
Factors
Considered
% Removal efficiency of COD
pH 2.0 2.5 3.0 3.5 4.0
56.52 71.74 91.03 83.69 81.52
Fenton dosage 0.005 0.0075 0.01 0.0125 0.015
71.74 83.69 90.48 87.50 81.52
Reaction time 10 20 30 40 50
56.52 81.52 92.11 91.03 90.76
Applied
current
1.0 1.5 2.0 2.5 3.0
81.52 92.11 93.20 92.93 92.39
The above-mentioned table represents the results obtained
for the % removal efficiency of COD by varyingpH i.e.,from2
to 4 pH, varying Fenton dosage i.e., 0.005 mol/L to 0.015
mol/L, varying reaction time i.e., from 10 mins to 50 mins
and varying applied current i.e., from 1A to 3A.
Chart -1: % Removal efficiency of COD for varying pH
Above graph shows the results obtained for the % removal
efficiency of COD for varying pH from 2.0 to 4.0 pH. The
maximum removal efficiency is observed at pH 3.0. Hence,
maximum efficiency can be obtained at acidic condition.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 10 | Oct 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 817
Chart -2: % Removal efficiency of COD for varying Fenton
dosage
Above graph shows the results obtained for the % removal
efficiency of COD for varying Fenton dosage from 0.005
mol/L to 0.015 mol/L. The maximum removal efficiency is
observed at 0.01 mol/L Fenton dosage.
Chart -3: % Removal efficiency of COD for varying Reaction
time
Above graph shows the results obtained for the % removal
efficiency of COD for varying Reaction time from 10 mins to
50 mins. The maximum removal efficiency is observed at 30
mins.
Chart -4: % Removal efficiency of COD for varying Applied
current
Above graph shows the results obtained for the % removal
efficiency of COD for varying Applied current from 1A to 3A.
The maximum removal efficiency is observed at 2A.
3.3 Response Surface Methodology (RSM)
RSM is a tool that aids in determining the maximum
removal efficiency of responses such as COD, Colour,
Turbidity and Total Dissolved Solids. The significant
parameters are Fenton dosage, Reaction time and applied
current. RSM programming in Minitab 22 was used to plot
the experimental design data, optimization data, graphs,
surface plots and contour plots. RSM includes a number of
optimization tools, including Central Composite Design
(CCD), Box-Behnken Design (BBD) and Full Factorial Design
(FFD). The Box-Behnken Design experimental tool isusedin
this project work to create the relationship between the
Dependent variables or Responses functions and the
independent variables.
The RSM software will plot the desired graph based on the
maximum contaminants removed from the treatment
process under good working conditions. RSM Software
includes different graphical representation to show %
removal efficiency of monitored parameters which are
known as plots, they are;
1.Fitted line plot
2.Contour plot
3.Surface plot
Chart – 5: Fitted Line Plot for % Removal Efficiency of
Experimental COD v/s Predicted COD Values
Above plot represents the fitted line plot for % removal
efficiency of COD for experimental and predicted values of
COD.
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056
Volume: 09 Issue: 10 | Oct 2022 www.irjet.net p-ISSN: 2395-0072
© 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 818
Chart – 6: Contour Plots for COD % Removal Efficiency
w.r.t Independent Variables
Above plot represents the contour plot for % removal
efficiency of COD with respect to independent variables such
as Fenton dosage, reaction time and applied current.
Chart – 7: Surface Plots for COD % Removal Efficiency w.r.t
Independent Variables
Above plot represents the surface plot for % removal
efficiency of COD with respect to independent variables such
as Fenton dosage, reaction time and applied current.
4. CONCLUSIONS
According to the study “Treatment of Distillery Effluent
(Spent wash) by using Advanced Oxidation Process”, the
Electro Fenton Oxidation process is used by the application
of Response Surface Methodology (RSM), which includes
Experimental evaluations and Prediction models discussed
in previous. The following conclusions are drawn from the
experimental analysis data and predicted values; the results
are concluded as follows;
The preliminary parameters or characteristic analysis show
that the Distillery effluent or Raw Spent wash containsmore
recalcitrant organicmatters, whichare reducedbyAdvanced
Oxidation Process (AOPs). In the Electro Fenton Oxidation
process, the optimal conditions for maximum removal
efficiency of COD, Colour, Turbidity and TDS were pH = 3.0,
Fenton reagent dosage = 0.01 mol/L (i.e., Fenton dosage of
FeSO4 = 560 mg/L and H2O2 = 1.0 ml), Reaction time = 30
mins and applied current = 2A. Independent variables such
as Fenton dosage, Reaction time and Applied current are
varied to check the maximum removal efficiency with
respect to the independent variables. These independent
variables such as Fenton dosage, reaction time and applied
current will affect the removal efficiency of the responses
such as COD, Colour, Turbidity and TDS. The
experimentation was done by the application of Response
Surface Methodology (RSM) to check the maximum removal
efficiency or the adequacy of the experimentation and the
obtained experimental values.
ACKNOWLEDGEMENT
The Authors acknowledge the assistance of personnel in the
University BDT College of Engineering Davanagere,
Karnataka, India (A Constituent College of Visvesvaraya
Technological University, Belgaum). Author also thankful to
their guide, family and friends.
REFERENCES
[1] Augustine O Ayeni, Opeyemi Adeeyo and Temitayo
Oladimeji (2015), “Distillery Wastewater
Decontamination by the Fenton Advanced Oxidation
Method”, International Journal of Research in
Engineering and Science (IJRES), Vol 3, Issue 2, pp 29-
34.
[2] Rollon A P and Dionisio M G G (2015), “Treatment of
Distillery Wastewater using Combinations of Advanced
Oxidation Processes (UV/O3, UV/H2O2 and H2O2/O3)”,
International Conference on Environmental Scienceand
Technology, pp 1-5.
[3] Vinutha N and Nagarajappa D P (2019), “Fenton’s
Oxidation of Distillery Spent wash”, International
Journal of New Technologies inScienceandEngineering,
Vol 6, Issue 5, pp 1-6.
[4] Vrushali Pawar and Sagar Gawande (2015), “An
Overview of the Fenton Process for Industrial
Wastewater”, IOSR Journal of Mechanical and Civil
Engineering (IOSR-JMCE), pp 127-136.
[5] Zhang H, Rin X and Wu X (2011), “Applications of
Response Surface Methodology (RSM) inElectroFenton
Process”, Vol 188, Issue X, pp 261-268.

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Treatment of Distillery Effluent Using Advanced Oxidation Process (AOP

  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 10 | Oct 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 815 TREATMENT OF DISTILLERY EFFLUENT BY USING ADVANCED OXIDATION PROCESS Pooja R1, Dr K M Sham Sundar2 1PG Student, Dept of Civil Engineering, UBDT College of Engineering, Davanagere, Karnataka, India 2Professor, Dept of Civil Engineering, UBDT College of Engineering, Davanagere, Karnataka, India ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract – The project work was carried out to investigate the Treatment of Distillery Effluent by using Advanced Oxidation Process (AOPs). Recent trends proposed AOPs for oxidizing complex organic compounds or recalcitrantorganic matters present in the Distillery Effluent to simple harmless compounds. Fenton oxidation process is oneoftheprocessesof AOPs, combination of Hydrogen peroxide and Ferrous ion reacts to form active Hydroxyl radical. Electro Fenton Process is an electrically aided Fenton reaction by the use of Electrodes. Application of the Response Surface Methodology (RSM) to check the Electro-Chemical Oxidation of Distillery Spent wash by using Aluminum electrodes. The Variables considered for the study are FentonDosage, Reactiontime and Applied Current. COD, Colour, Turbidity and TDS are the response factors under consideration. Key Words: Distillery Effluent, Advanced Oxidation Process, Electro Fenton Process, RSM, COD. 1. INTRODUCTION Distillery industries have been around fora longtime,itisan industry that produces alcohol, rectified spirit, spirit and ethanol, as well as a large amount of wastewater. Because of large amount of wastewater produced by the alcohol industry in India, it is extremely hazardous to the environment. This distillery wastewater, also known as distillery effluent, is commonly referred as “Spent wash” or “Stillage”. This DSW is highly recalcitrant, with high complexities, it has more BOD, COD, TDS, Turbidity, Colour, Odour [1]. This molasses based alcoholic distillery industry produces wastewater, which typically ranges from 10-15 liters per liter of alcohol produced in the distillery industry process and has characteristics such as dark brown colour, high BOD and COD values. When untreated Distillery Spent wash or alcoholic wastewater is discharged into water bodies or open sources, it can causesevereorunmanageable environment damage, such as disturbing underground or surface water and depleting soil properties. Although distillery wastewater has a negative impact on the environment. Therefore, proper treatment method is required to treat the wastewater from the distilleryindustry before discharge is more required. There are plenty of old technologies to treat industrial wastewater like Adsorption method, Physio-chemical method, Membrane technology, Aerobic treatment, Electro-coagulation method, Advanced oxidation process, etc. These methods are also used to treat Spent wash to get better results for removing the contaminated pollutants present in it [2]. Among all the methods AOPs are the suitable method to treat DSW. AOPs have different methods in which Fenton process is the most effective method to treat spent wash. Fenton process is the combination of H2O2 and Fe3+ ions which together make Fenton reagent, effective in treating polluted wastewater to remove recalcitrant components [2]. 2. MATERIALS AND METHODOLOGY 2.1 Materials To carry out the experiment various glassware, reagents (Fenton reagents), Chemicalsandsomeinstrumentsareused in the laboratory. 2.2 Methodology The method adopted to treat Distillery Effluent is AOPs in which Electro Fenton process is suitable for the treatment of Distillery Effluent. 2.3 Electro Fenton Process The EF process is a type of AOPs that is carried out electrically using electrodes. This process is simpler than other methods because it leads to the resurgence of Fenton reagent products and further aids in the oxidation reaction. 2.4 Experimentation 1. Raw sample (Distillery Effluent) was collected from the distillery industry and transferred to the laboratory with suitable conditions for further experimentation. 2. Sample was initially investigated for its basic parameters like pH, COD, BOD, TDS, EC, Turbidity and Chlorides. 3. This sample is then added to beaker (1000ml) and placed on magnetic stirrer by adding Fenton reagent (Hydrogen peroxide & Ferrous ions in 1:5 ratio). The sample is stirred well it is allowed to treat for certain time according to the RSM worksheet data. 4. After the treatment sample is allowed for settlement and then collected to know the % removal of COD.
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 10 | Oct 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 816 5. This process is repeated until the maximum removal efficiency is occurred. All the readings are recorded for further analysis and the results are concluded. Fig -1: Experimental setup of Electro Fenton Process 3. Results and Discussion Results obtained from this study are discussed below in this chapter. 3.1 Analysis of basic parameters of Distillery Effluent Table -1: Initial characteristics of Distillery Effluent Parameters Analyzed Raw Spent wash values pH 4.2 TDS (ppm) 138920 BOD (mg/L) 56400 COD (mg/L) 184000 EC (ds/m) 92500 Colour (Pt-Co) 43080 Turbidity (NTU) 6280 Chlorides (mg/L) 10650 3.2 Experimentation of Electro Fenton Process Sample of Distillery Effluent is treated by considering various conditions they are varying pH, varying Fenton dosage, varying reaction timeandbyvaryingappliedcurrent to remove polluted contaminants (COD, Colour, TDS & Turbidity). Parameters monitored after the treatment are COD, Colour, TDS and Turbidity. Treated sample is examined to note the % removal of the monitored parameters for varying pH, Fenton dosage, reaction time and applied current. The results are tabulated in the table 2 below and the % removal efficiency is represented graphically. Table -2: % Removal Efficiency of COD for various factors Various Factors Considered % Removal efficiency of COD pH 2.0 2.5 3.0 3.5 4.0 56.52 71.74 91.03 83.69 81.52 Fenton dosage 0.005 0.0075 0.01 0.0125 0.015 71.74 83.69 90.48 87.50 81.52 Reaction time 10 20 30 40 50 56.52 81.52 92.11 91.03 90.76 Applied current 1.0 1.5 2.0 2.5 3.0 81.52 92.11 93.20 92.93 92.39 The above-mentioned table represents the results obtained for the % removal efficiency of COD by varyingpH i.e.,from2 to 4 pH, varying Fenton dosage i.e., 0.005 mol/L to 0.015 mol/L, varying reaction time i.e., from 10 mins to 50 mins and varying applied current i.e., from 1A to 3A. Chart -1: % Removal efficiency of COD for varying pH Above graph shows the results obtained for the % removal efficiency of COD for varying pH from 2.0 to 4.0 pH. The maximum removal efficiency is observed at pH 3.0. Hence, maximum efficiency can be obtained at acidic condition.
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 10 | Oct 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 817 Chart -2: % Removal efficiency of COD for varying Fenton dosage Above graph shows the results obtained for the % removal efficiency of COD for varying Fenton dosage from 0.005 mol/L to 0.015 mol/L. The maximum removal efficiency is observed at 0.01 mol/L Fenton dosage. Chart -3: % Removal efficiency of COD for varying Reaction time Above graph shows the results obtained for the % removal efficiency of COD for varying Reaction time from 10 mins to 50 mins. The maximum removal efficiency is observed at 30 mins. Chart -4: % Removal efficiency of COD for varying Applied current Above graph shows the results obtained for the % removal efficiency of COD for varying Applied current from 1A to 3A. The maximum removal efficiency is observed at 2A. 3.3 Response Surface Methodology (RSM) RSM is a tool that aids in determining the maximum removal efficiency of responses such as COD, Colour, Turbidity and Total Dissolved Solids. The significant parameters are Fenton dosage, Reaction time and applied current. RSM programming in Minitab 22 was used to plot the experimental design data, optimization data, graphs, surface plots and contour plots. RSM includes a number of optimization tools, including Central Composite Design (CCD), Box-Behnken Design (BBD) and Full Factorial Design (FFD). The Box-Behnken Design experimental tool isusedin this project work to create the relationship between the Dependent variables or Responses functions and the independent variables. The RSM software will plot the desired graph based on the maximum contaminants removed from the treatment process under good working conditions. RSM Software includes different graphical representation to show % removal efficiency of monitored parameters which are known as plots, they are; 1.Fitted line plot 2.Contour plot 3.Surface plot Chart – 5: Fitted Line Plot for % Removal Efficiency of Experimental COD v/s Predicted COD Values Above plot represents the fitted line plot for % removal efficiency of COD for experimental and predicted values of COD.
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395-0056 Volume: 09 Issue: 10 | Oct 2022 www.irjet.net p-ISSN: 2395-0072 © 2022, IRJET | Impact Factor value: 7.529 | ISO 9001:2008 Certified Journal | Page 818 Chart – 6: Contour Plots for COD % Removal Efficiency w.r.t Independent Variables Above plot represents the contour plot for % removal efficiency of COD with respect to independent variables such as Fenton dosage, reaction time and applied current. Chart – 7: Surface Plots for COD % Removal Efficiency w.r.t Independent Variables Above plot represents the surface plot for % removal efficiency of COD with respect to independent variables such as Fenton dosage, reaction time and applied current. 4. CONCLUSIONS According to the study “Treatment of Distillery Effluent (Spent wash) by using Advanced Oxidation Process”, the Electro Fenton Oxidation process is used by the application of Response Surface Methodology (RSM), which includes Experimental evaluations and Prediction models discussed in previous. The following conclusions are drawn from the experimental analysis data and predicted values; the results are concluded as follows; The preliminary parameters or characteristic analysis show that the Distillery effluent or Raw Spent wash containsmore recalcitrant organicmatters, whichare reducedbyAdvanced Oxidation Process (AOPs). In the Electro Fenton Oxidation process, the optimal conditions for maximum removal efficiency of COD, Colour, Turbidity and TDS were pH = 3.0, Fenton reagent dosage = 0.01 mol/L (i.e., Fenton dosage of FeSO4 = 560 mg/L and H2O2 = 1.0 ml), Reaction time = 30 mins and applied current = 2A. Independent variables such as Fenton dosage, Reaction time and Applied current are varied to check the maximum removal efficiency with respect to the independent variables. These independent variables such as Fenton dosage, reaction time and applied current will affect the removal efficiency of the responses such as COD, Colour, Turbidity and TDS. The experimentation was done by the application of Response Surface Methodology (RSM) to check the maximum removal efficiency or the adequacy of the experimentation and the obtained experimental values. ACKNOWLEDGEMENT The Authors acknowledge the assistance of personnel in the University BDT College of Engineering Davanagere, Karnataka, India (A Constituent College of Visvesvaraya Technological University, Belgaum). Author also thankful to their guide, family and friends. REFERENCES [1] Augustine O Ayeni, Opeyemi Adeeyo and Temitayo Oladimeji (2015), “Distillery Wastewater Decontamination by the Fenton Advanced Oxidation Method”, International Journal of Research in Engineering and Science (IJRES), Vol 3, Issue 2, pp 29- 34. [2] Rollon A P and Dionisio M G G (2015), “Treatment of Distillery Wastewater using Combinations of Advanced Oxidation Processes (UV/O3, UV/H2O2 and H2O2/O3)”, International Conference on Environmental Scienceand Technology, pp 1-5. [3] Vinutha N and Nagarajappa D P (2019), “Fenton’s Oxidation of Distillery Spent wash”, International Journal of New Technologies inScienceandEngineering, Vol 6, Issue 5, pp 1-6. [4] Vrushali Pawar and Sagar Gawande (2015), “An Overview of the Fenton Process for Industrial Wastewater”, IOSR Journal of Mechanical and Civil Engineering (IOSR-JMCE), pp 127-136. [5] Zhang H, Rin X and Wu X (2011), “Applications of Response Surface Methodology (RSM) inElectroFenton Process”, Vol 188, Issue X, pp 261-268.