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International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1199
Chlorine Dose Determination in Water Distribution System of Jabalpur
City using EPANET
Anant Pandey1, Prof. R.K Bhatia2, Dr. Shailza Verma3
1M.E scholar, Jabalpur Engineering College, Jabalpur(M.P)
2Associate Professor, Dept. Of Civil Engineering, Jabalpur Engineering College, Jabalpur(M.P)
3 Assistant Professor, Dept. Of Civil Engineering, Jabalpur Engineering College, Jabalpur(M.P)
---------------------------------------------------------------------***---------------------------------------------------------------------
Abstract: The purpose of this study is to determine free
residual chlorine in water distribution system of Jabalpur
city using EPANET software. Jabalpur Municipal
Corporation has provide hydraulic data which is used in
the present work. For finding out the on-site free residual
chlorine in the system chloroscope is used. Total 540
observed readings are taken on-field using chloroscope. By
comparing the observed readings with predicted values
from EPANET by trial and error methodThe chlorine decay
coefficients are found. This type of study is useful in
understanding the movement of foreign particles in the
water distribution system, to optimise the chlorine dosage
at the water treatment plant and water storing
facilities, to maintain limiting 0.2mg/Lofresidualchlorine
throughout the system.
INTRODUCTION
Water quality is a prime concern in the world. Many
transmittable diseases are waterborne. Water distribution
networks serve many purposes in addition to the provision
of water for human consumption, which often accounts for
less than 2% of the total volume supplied.
People in rural areas obtained water from unprotected
ponds or tanks, wells, cisterns and sometimes streams and
rivers. Mostly this water is unsafe for consumption.
Consequently, the populations suffer from frequent
epidemics.
The objective of any water distribution system is to make
water available to the consumer in proper quantity and
pressure, with acceptable quality in terms of flavour, odour,
appearance and sanitary security.
Preserving the water quality throughout the distribution
system is, therefore, one of the most challenging
technological issues for suppliers. Therefore, source
concentration must be large enough to maintain adequate
residual free chlorineasminimum0.2mg/L(Drinking Water
Specification IS: 10500, 2012). Chlorine disinfection
presents the advantages of efficiency and durability. To
guarantee the water supply system’s disinfection, we needa
residual concentration disinfectant to prevent
recontamination by pathogenic or indicator micro-
organisms, which can originate in the biofilm formed inside
the system, as well as in negative pressure areas. There is a
problem when waterdistributionsystemshaveconsiderable
proportions. Chlorine residual concentration disappears
along the system. Knowing the aspects behind chlorine
decay is in order if we are to develop a strategy capable of
disinfecting a water supply system and, at the same time,
preserving water quality until the pointofuse,withoutusing
more disinfectant than necessary.
Typically, chlorine is added near the final stages of drinking
water treatment plants to disinfect. A certain residual
amount is added to disinfect against any pathogens found in
the inside walls of the distribution system piping. This
residual chlorine is consumed on its journey through the
piping system and the chlorine concentration should be at
low concentrations at the point of consumption.. Computer-
based mathematical models that able to predict the time
history and the spatial distribution of constituents in water
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1200
distribution networks are useful in network design and
operation. Chlorine disinfectants interact with the natural
organic matter in treated water to form disinfection by-
products (DBP). Raising the pH of treated water may assist
in controlling the corrosion but will increase the formation
of trihalomethanes (by products of chlorine disinfectant).
Since the THMs are carcinogenic, this is not desirable. There
is a trade-off between providing enough residual to ensure
the micro-biological safety of the water supplied,andadding
too much disinfectant, which can lead to taste, odour, or by-
product problems (Jea et al., 2012). Longretentiontimes are
very significant with regard to the concentrations of various
contaminates and substances as they propagate throughthe
system.
METHODOLOGY
Total five zones of Jabalpur city are selected for the study .
Water samples are periodically collected on thedayofwater
supply (on every 4th day), taken at 10 random locations
where chlorine concentration is to be analyzed on-site with
chloroscope.
ANALYSIS OF RESIDUAL CHLORINE
First the system hydraulic model (EPANET) is set upwith all
of the pipe, reservoir and junction data. All the data is
obtained from Municipal Corporation, while bulk chlorine
decay coefficient is obtained fromliteratureandsomemodel
runs. Details of the network layout and hydraulics are fed to
the software. Network of the selected zone is prepared.
Value of the bulk decay coefficient -1.0 d-1 is selected from
the literatures [(Mohammed et al., 2009), (Rossman 2000)].
The wall decay coefficient is found out by trial and error
method by analyzing the residual chlorine values in the
system (Toru et al., 2008). It is done by computing least
square error between the data obtained from observed
values and software predicted values. These coefficients are
applied for the other zones also,andtheirvalidationpurpose
and good results are obtained. Water samples are
periodically collected on the day of water supply,takenat10
random locations of the zone where chlorine concentration
is to be analyzed on-site with chloroscope.
Orthotolidine solution is used in the analysis. For this, 10 ml
water sample is taken in clean glass tube. 1-2 drops of
orthotolidine solution is mixed in the sample. The yellow
colour would form if residual chlorine is present. Then, this
tube colour is compared with the comparator tubes in the
chloroscope and the reading is noted down. Two sets of
readings are collected on each day of analysis of which one
set contains 10 readings starting from ESR to the 10th
selected node of the study area zone. After collection of 1st
set of readings which takes 1 to 1.5 hour, 2nd set of readings
is taken from ESR to 10th selected node.
RESULT AND DISCUSSION
Total 5 number of zones: - Bhawartaal, Shrinath, Town hall,
Gupteshwar, Futataal of the Jabalpur city are studied and
analyzed for the prediction of residual chlorine in the water
distribution system. The residual chlorine is found out on
site using Chloroscope instrument. The results obtained
from the field tests and that of EPANET software are
calibrated and the coefficient of wall decay is obtainedfor all
these zones along with the minimum initial required
chlorine dosage in the ESR.
The data obtained from observed values andthatofEPANET
software is calibrated to find the Kw value. This Kw value is
then validated by applying it to the other four zones and
satisfactory results are obtained.
From literatures it is found that in most cases, the ideal
calibration is to be done by comparing the predicted and
observed data by use of Root Mean Square Error Method
(RMSE).
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1201
The predicted values for all zones are obtained by varying
the value of Kw as -0.45/day, -0.50/day, -0.55/day, -
0.60/day and Kb= -1/day is kept same for all zones.
RMSE Analysis
The root-mean-square error (RMSE) is a measure of the
differences between values (sample and population values)
predicted by a model or an estimator and the values actually
observed.
These individual differences are called residuals when the
calculations are performed over the data sample that are
used for estimations, and are called prediction errors when
computed out-of-sample.
,
where n= number of readings in a set,
y = observed reading
y^ = predicted reading
From the readings given in the Annexure, following RMSE
values are obtained
Table 1: RMSE obtained for Bhawartaal
Kw, Kb -0.44, -1 -0.51, -1 -0.54, -1 -0.60, -1
% RMSE 3.94 3.81 3.78 3.95
Table 2: RMSE obtained for Shrinath
Kw, Kb -0.44, -1 -0.51, -1 -0.54, -1 -0.60, -1
% RMSE 3.46 3.12 2.94 3.0
Table 3: RMSE obtained for Town hall
Kw, Kb -0.44, -1 -0.51, -1 -0.54, -1 -0.60, -1
% RMSE 3.1 2.73 2.74 2.90
Table 4: RMSE obtained for Gupteshwar
Kw, Kb -0.45, -1 -0.50, -1 -0.55, -1 -0.60, -1
% RMSE 3.28 3.07 2.9 3.43
Table 5: RMSE obtained for Futataal
Kw, Kb -0.44, -1 -0.51, -1 -0.54, -1 -0.60, -1
% RMSE 5.42 5.22 5.23 5.21
Though the differences between the errors for different Kw
values are small, the Kw corresponding to the least RMSE is
of great importance.
Thus from the above data, the value of coefficient of wall
decay Kw= -0.55/day is determined for the Jabalpur City.
MINIMUM INITIALREQUIREDRESIDUALCHLORINEATESR
The minimum initial required residual chlorine at the ESR is
also found out with the help of EPANET software with the
condition to have minimum 0.20 mg/L residual chlorine at
the tap of consumer of the zone with Kb = -0.55/day, Kb= -
1/day.
If the above concentrations are maintained at the respective
ESR, then there will be atleast 0.20 mg/L of residual chlorine
in each house of the zonewhichistheminimumrequirement
according to Indian Standard Drinking Water Specification
(Second Revision IS:10500,2012).
International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056
Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072
© 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1202
Table 6: Minimum Initial Required Residual Chlorine at ESR
Conclusion
 The initial minimum residual chlorineattheESRfor
zone 14 is found to be 1 mg/L with need of external
disinfection at node 16 only.
 The initial minimum residual chlorineattheESRfor
zone 15 is found to be 0.5 mg/L.
 The initial minimum residual chlorineattheESRfor
zone 10-A is found to be 0.5 mg/L.
 The initial minimum residual chlorineattheESRfor
zone 5-A is found to be 0.4 mg/L.
 The initial minimum residual chlorineattheESRfor
zone 2 is found to be 0.4 mg/L.
REFERENCES
1. Adeniran, A.E. and Oyelowo, M.A.,2013,AnEPANET
Analysis of Water Distribution Network of the
University of Lagos, Nigeria, Journal of Engineering
Research, Vol. 18, No. 2, pp. 69-83.
2. Andrei, M.G. and Sanda, C.G., 2012, Chlorine
Concentration Decay in The Water Distribution
System of A Town With 50000 Inhabitants, U.P.B.
Sci. Bull., Series D, Vol. 74, ISSN 1454-2358.
3. Arunkumar, M. and Mariappan, V.E., 2011, Water
Demand Analysis of Municipal Water Supply Using
EPANET Software, International Journal onApplied
Bioengineering, Vol. 5, No.1.
4. Babaei, N., Tabesh, N. and Nazif,S.,2012,Optimizing
Pump Performance Considering the Qualitative
Constraints in Water Distribution Networks,
International Conference on Ecological,
Environmental and Biological Sciences,ISSN:0378-
4738
5. Clark, R.M., 1998, Chlorine Demand and THM
Formation Kinetics: A Second Order Model, Journal
of Environmental Engineering ASCE 124(1), 16-24.
ZONE MINIMUM INITIAL
REQUIRED RESIDUAL
CHLORINE AT ESR
Bhawartaal 1 mg/L
Shrinaath 0.4 mg/L
Town hall 0.5 mg/L
Gupteshwar 0.5 mg/L
Futataal 0.4 mg/L

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  • 1. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1199 Chlorine Dose Determination in Water Distribution System of Jabalpur City using EPANET Anant Pandey1, Prof. R.K Bhatia2, Dr. Shailza Verma3 1M.E scholar, Jabalpur Engineering College, Jabalpur(M.P) 2Associate Professor, Dept. Of Civil Engineering, Jabalpur Engineering College, Jabalpur(M.P) 3 Assistant Professor, Dept. Of Civil Engineering, Jabalpur Engineering College, Jabalpur(M.P) ---------------------------------------------------------------------***--------------------------------------------------------------------- Abstract: The purpose of this study is to determine free residual chlorine in water distribution system of Jabalpur city using EPANET software. Jabalpur Municipal Corporation has provide hydraulic data which is used in the present work. For finding out the on-site free residual chlorine in the system chloroscope is used. Total 540 observed readings are taken on-field using chloroscope. By comparing the observed readings with predicted values from EPANET by trial and error methodThe chlorine decay coefficients are found. This type of study is useful in understanding the movement of foreign particles in the water distribution system, to optimise the chlorine dosage at the water treatment plant and water storing facilities, to maintain limiting 0.2mg/Lofresidualchlorine throughout the system. INTRODUCTION Water quality is a prime concern in the world. Many transmittable diseases are waterborne. Water distribution networks serve many purposes in addition to the provision of water for human consumption, which often accounts for less than 2% of the total volume supplied. People in rural areas obtained water from unprotected ponds or tanks, wells, cisterns and sometimes streams and rivers. Mostly this water is unsafe for consumption. Consequently, the populations suffer from frequent epidemics. The objective of any water distribution system is to make water available to the consumer in proper quantity and pressure, with acceptable quality in terms of flavour, odour, appearance and sanitary security. Preserving the water quality throughout the distribution system is, therefore, one of the most challenging technological issues for suppliers. Therefore, source concentration must be large enough to maintain adequate residual free chlorineasminimum0.2mg/L(Drinking Water Specification IS: 10500, 2012). Chlorine disinfection presents the advantages of efficiency and durability. To guarantee the water supply system’s disinfection, we needa residual concentration disinfectant to prevent recontamination by pathogenic or indicator micro- organisms, which can originate in the biofilm formed inside the system, as well as in negative pressure areas. There is a problem when waterdistributionsystemshaveconsiderable proportions. Chlorine residual concentration disappears along the system. Knowing the aspects behind chlorine decay is in order if we are to develop a strategy capable of disinfecting a water supply system and, at the same time, preserving water quality until the pointofuse,withoutusing more disinfectant than necessary. Typically, chlorine is added near the final stages of drinking water treatment plants to disinfect. A certain residual amount is added to disinfect against any pathogens found in the inside walls of the distribution system piping. This residual chlorine is consumed on its journey through the piping system and the chlorine concentration should be at low concentrations at the point of consumption.. Computer- based mathematical models that able to predict the time history and the spatial distribution of constituents in water
  • 2. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1200 distribution networks are useful in network design and operation. Chlorine disinfectants interact with the natural organic matter in treated water to form disinfection by- products (DBP). Raising the pH of treated water may assist in controlling the corrosion but will increase the formation of trihalomethanes (by products of chlorine disinfectant). Since the THMs are carcinogenic, this is not desirable. There is a trade-off between providing enough residual to ensure the micro-biological safety of the water supplied,andadding too much disinfectant, which can lead to taste, odour, or by- product problems (Jea et al., 2012). Longretentiontimes are very significant with regard to the concentrations of various contaminates and substances as they propagate throughthe system. METHODOLOGY Total five zones of Jabalpur city are selected for the study . Water samples are periodically collected on thedayofwater supply (on every 4th day), taken at 10 random locations where chlorine concentration is to be analyzed on-site with chloroscope. ANALYSIS OF RESIDUAL CHLORINE First the system hydraulic model (EPANET) is set upwith all of the pipe, reservoir and junction data. All the data is obtained from Municipal Corporation, while bulk chlorine decay coefficient is obtained fromliteratureandsomemodel runs. Details of the network layout and hydraulics are fed to the software. Network of the selected zone is prepared. Value of the bulk decay coefficient -1.0 d-1 is selected from the literatures [(Mohammed et al., 2009), (Rossman 2000)]. The wall decay coefficient is found out by trial and error method by analyzing the residual chlorine values in the system (Toru et al., 2008). It is done by computing least square error between the data obtained from observed values and software predicted values. These coefficients are applied for the other zones also,andtheirvalidationpurpose and good results are obtained. Water samples are periodically collected on the day of water supply,takenat10 random locations of the zone where chlorine concentration is to be analyzed on-site with chloroscope. Orthotolidine solution is used in the analysis. For this, 10 ml water sample is taken in clean glass tube. 1-2 drops of orthotolidine solution is mixed in the sample. The yellow colour would form if residual chlorine is present. Then, this tube colour is compared with the comparator tubes in the chloroscope and the reading is noted down. Two sets of readings are collected on each day of analysis of which one set contains 10 readings starting from ESR to the 10th selected node of the study area zone. After collection of 1st set of readings which takes 1 to 1.5 hour, 2nd set of readings is taken from ESR to 10th selected node. RESULT AND DISCUSSION Total 5 number of zones: - Bhawartaal, Shrinath, Town hall, Gupteshwar, Futataal of the Jabalpur city are studied and analyzed for the prediction of residual chlorine in the water distribution system. The residual chlorine is found out on site using Chloroscope instrument. The results obtained from the field tests and that of EPANET software are calibrated and the coefficient of wall decay is obtainedfor all these zones along with the minimum initial required chlorine dosage in the ESR. The data obtained from observed values andthatofEPANET software is calibrated to find the Kw value. This Kw value is then validated by applying it to the other four zones and satisfactory results are obtained. From literatures it is found that in most cases, the ideal calibration is to be done by comparing the predicted and observed data by use of Root Mean Square Error Method (RMSE).
  • 3. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1201 The predicted values for all zones are obtained by varying the value of Kw as -0.45/day, -0.50/day, -0.55/day, - 0.60/day and Kb= -1/day is kept same for all zones. RMSE Analysis The root-mean-square error (RMSE) is a measure of the differences between values (sample and population values) predicted by a model or an estimator and the values actually observed. These individual differences are called residuals when the calculations are performed over the data sample that are used for estimations, and are called prediction errors when computed out-of-sample. , where n= number of readings in a set, y = observed reading y^ = predicted reading From the readings given in the Annexure, following RMSE values are obtained Table 1: RMSE obtained for Bhawartaal Kw, Kb -0.44, -1 -0.51, -1 -0.54, -1 -0.60, -1 % RMSE 3.94 3.81 3.78 3.95 Table 2: RMSE obtained for Shrinath Kw, Kb -0.44, -1 -0.51, -1 -0.54, -1 -0.60, -1 % RMSE 3.46 3.12 2.94 3.0 Table 3: RMSE obtained for Town hall Kw, Kb -0.44, -1 -0.51, -1 -0.54, -1 -0.60, -1 % RMSE 3.1 2.73 2.74 2.90 Table 4: RMSE obtained for Gupteshwar Kw, Kb -0.45, -1 -0.50, -1 -0.55, -1 -0.60, -1 % RMSE 3.28 3.07 2.9 3.43 Table 5: RMSE obtained for Futataal Kw, Kb -0.44, -1 -0.51, -1 -0.54, -1 -0.60, -1 % RMSE 5.42 5.22 5.23 5.21 Though the differences between the errors for different Kw values are small, the Kw corresponding to the least RMSE is of great importance. Thus from the above data, the value of coefficient of wall decay Kw= -0.55/day is determined for the Jabalpur City. MINIMUM INITIALREQUIREDRESIDUALCHLORINEATESR The minimum initial required residual chlorine at the ESR is also found out with the help of EPANET software with the condition to have minimum 0.20 mg/L residual chlorine at the tap of consumer of the zone with Kb = -0.55/day, Kb= - 1/day. If the above concentrations are maintained at the respective ESR, then there will be atleast 0.20 mg/L of residual chlorine in each house of the zonewhichistheminimumrequirement according to Indian Standard Drinking Water Specification (Second Revision IS:10500,2012).
  • 4. International Research Journal of Engineering and Technology (IRJET) e-ISSN: 2395 -0056 Volume: 04 Issue: 03 | Mar -2017 www.irjet.net p-ISSN: 2395-0072 © 2017, IRJET | Impact Factor value: 5.181 | ISO 9001:2008 Certified Journal | Page 1202 Table 6: Minimum Initial Required Residual Chlorine at ESR Conclusion  The initial minimum residual chlorineattheESRfor zone 14 is found to be 1 mg/L with need of external disinfection at node 16 only.  The initial minimum residual chlorineattheESRfor zone 15 is found to be 0.5 mg/L.  The initial minimum residual chlorineattheESRfor zone 10-A is found to be 0.5 mg/L.  The initial minimum residual chlorineattheESRfor zone 5-A is found to be 0.4 mg/L.  The initial minimum residual chlorineattheESRfor zone 2 is found to be 0.4 mg/L. REFERENCES 1. Adeniran, A.E. and Oyelowo, M.A.,2013,AnEPANET Analysis of Water Distribution Network of the University of Lagos, Nigeria, Journal of Engineering Research, Vol. 18, No. 2, pp. 69-83. 2. Andrei, M.G. and Sanda, C.G., 2012, Chlorine Concentration Decay in The Water Distribution System of A Town With 50000 Inhabitants, U.P.B. Sci. Bull., Series D, Vol. 74, ISSN 1454-2358. 3. Arunkumar, M. and Mariappan, V.E., 2011, Water Demand Analysis of Municipal Water Supply Using EPANET Software, International Journal onApplied Bioengineering, Vol. 5, No.1. 4. Babaei, N., Tabesh, N. and Nazif,S.,2012,Optimizing Pump Performance Considering the Qualitative Constraints in Water Distribution Networks, International Conference on Ecological, Environmental and Biological Sciences,ISSN:0378- 4738 5. Clark, R.M., 1998, Chlorine Demand and THM Formation Kinetics: A Second Order Model, Journal of Environmental Engineering ASCE 124(1), 16-24. ZONE MINIMUM INITIAL REQUIRED RESIDUAL CHLORINE AT ESR Bhawartaal 1 mg/L Shrinaath 0.4 mg/L Town hall 0.5 mg/L Gupteshwar 0.5 mg/L Futataal 0.4 mg/L