Full Paper - An International Quarterly Journal of Environmental ...
Full Paper - An International Quarterly Journal of Environmental ... Full Paper - An International Quarterly Journal of Environmental ...
ISSN: 0974 - 0376 NSave Nature to Survive : Special issue, Vol. 1: 105 - 110: 2012 AN INTERNATIONAL QUARTERLY JOURNAL OF ENVIRONMENTAL SCIENCES www.theecoscan.in MUNCIPAL SOLID WASTE DUMPING ON ASHTAMUDI LAKE, KOLLAM, KERALA - AN OVERVIEW L. Razeena Karim et al. KEYWORDS Muncipal soild waste Leachate Anthropogenic effects Eutrophication Proceedings of International Conference on Anthropogenic Impact on Environment & Conservation Strategy (ICAIECS - 2012) November 02 - 04, 2012, Ranchi, organized by Department of Zoology, Ranchi University, Ranchi & Departments of Zoology and Botany, St. Xavier’s College, Ranchi in association with National Environmentalists Association, India www.neaindia.org 105
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ISSN: 0974 - 0376<br />
NSave Nature to Survive<br />
: Special issue, Vol. 1: 105 - 110: 2012<br />
AN INTERNATIONAL QUARTERLY JOURNAL OF ENVIRONMENTAL SCIENCES<br />
www.theecoscan.in<br />
MUNCIPAL SOLID WASTE DUMPING ON ASHTAMUDI LAKE,<br />
KOLLAM, KERALA - AN OVERVIEW<br />
L. Razeena Karim et al.<br />
KEYWORDS<br />
Muncipal soild waste<br />
Leachate<br />
<strong>An</strong>thropogenic effects<br />
Eutrophication<br />
Proceedings <strong>of</strong> <strong>International</strong> Conference on<br />
<strong>An</strong>thropogenic Impact on Environment & Conservation Strategy<br />
(ICAIECS - 2012)<br />
November 02 - 04, 2012, Ranchi,<br />
organized by<br />
Department <strong>of</strong> Zoology, Ranchi University, Ranchi<br />
&<br />
Departments <strong>of</strong> Zoology and Botany,<br />
St. Xavier’s College, Ranchi<br />
in association with<br />
National <strong>Environmental</strong>ists Association, India<br />
www.neaindia.org<br />
105
NSave Nature to Survive<br />
QUARTERLY<br />
L. RAZEENA KARIM*, M. S. VISHNU NAIR AND E. SHERLY WILLIAMS<br />
PG & Research Centre, Department <strong>of</strong> Zoology,<br />
Fatima Mata National College, Kollam – 691 001, Kerala, INDIA<br />
E-mail: razeenashibili@rediffmail.com<br />
ABSTRACT<br />
Careless disposal <strong>of</strong> municipal solid waste on<br />
surface water might affect the physical,<br />
chemical and biological characteristics <strong>of</strong> lake<br />
ecosystem. Ashtamudi lake in the Kollam<br />
district <strong>of</strong> Kerala, India, is the second largest<br />
and deepest wetland ecosystem, not<br />
exceptional one and seriously polluted by<br />
municipal waste disposal. Untreated muncipal<br />
solid waste water on surface water is the<br />
leading cause <strong>of</strong> high biochemical oxygen<br />
demand, nitrate, phosphate and low oxygen<br />
contents on lake. The objective <strong>of</strong> this study<br />
was to evaluate the impact <strong>of</strong> municipal solid<br />
waste on surface water quality <strong>of</strong> Ashtamudi<br />
Lake. The study was undertaken for a period<br />
<strong>of</strong> one year from December 2010 to<br />
November 2011. Three sites were selected<br />
for the present study and twenty one water<br />
quality parameters were estimated. The results<br />
<strong>of</strong> study showed that site Kureepuzha where<br />
MSW is dumped is found to be highly polluted<br />
than other two sites. It is therefore<br />
recommended that the disposal <strong>of</strong> untreated<br />
wastes should be stopped to save the<br />
Ashtamudi lake, the Ramsar site from further<br />
deterioration.<br />
INTRODUCTION<br />
Rapid increase in population and change in life style in India have resulted in a<br />
dramatic increase in the generation <strong>of</strong> municipal solid waste (MSW). It includes<br />
domestic as well as commercial waste that accounts for a relatively small part <strong>of</strong> the<br />
total solid waste stream in developed countries. Accumulation <strong>of</strong> a large amount <strong>of</strong><br />
waste may create several problems to inhabiting populations. Population growth<br />
has been contributing to increase the quality and variety <strong>of</strong> waste. Collection,<br />
transportation and handling <strong>of</strong> the waste must also be properly dealt with, if not,<br />
the waste creates a number <strong>of</strong> problems, many <strong>of</strong> which are related to human<br />
health and environment (Dhere et al., 2008; El-Fadel et al., 1971). It is unfortunately<br />
observed that developing countries where the waste is dumped directly in<br />
unscientific and uncontrolled manners can be detrimental to the urban environment.<br />
MSW leachate contains variety <strong>of</strong> chemicals like detergents, inorganic chemicals<br />
and complex organic chemicals and metals (Cocchi and Scagliarini, 2005). These<br />
components are themselves very much toxic for the environment and additionally<br />
uncontrolled microbial action may result in release <strong>of</strong> more toxic elements which<br />
were not present in a free or reactive form in the waste (Abbasi and Vinithan, 1999;<br />
Fatta, 1999). During infiltration <strong>of</strong> water by rainfall, water already present in the<br />
waste, or water generated by biodegradation cause the leachate to leave the<br />
dumping ground laterally or vertically and find its way into the ground water thereby<br />
causing contamination (Badmus, 2001; Iqbal and Gupta, 2009).<br />
<strong>An</strong>thropogenic inputs frequently cause excessive eutrophication in the aquatic<br />
environment,especially where the circulation was restricted, such as in estuaries<br />
and coastal regions (Kemp and Boynton, 1984; Zwolsman, 1994). Several<br />
alternations in chemical characteristics and water quality in such water bodies<br />
occur as a result <strong>of</strong> varying river flows. These alternations can lead to various<br />
composition, blooms <strong>of</strong> phytoplankton and decrease <strong>of</strong> oxygen concentration<br />
(Sujatha et al., 2009).The objective <strong>of</strong> the study was to evaluate the effect <strong>of</strong> municipal<br />
solid waste dumping on the Ashtamudi lake, Kollam, Kerala.<br />
MATERIALS AND METHODS<br />
*Corresponding author<br />
Study area<br />
The Kollam district is situated in 80º 50’ NL and 76º35’ EL and is 72km north <strong>of</strong><br />
Thiruvananthapuram. Ashtamudi wetland is an estuary, which lies in the Kollam<br />
district. This is the second largest wetland in Kerala with a palm shaped extensive<br />
water body and eight prominent arms, adjoining the Kollam town. Three sites from<br />
the Ashtamudi lake were selected for the present study and each site about 10-<br />
12km away from the bar mouth (Needakkara). The I st site (Venkekkara) where<br />
anthropogenic influx was less and found to be less polluted, the site II (Kureepuzha)<br />
which was the waste dumping site in the Kollam district. The waste dumping site at<br />
Kureepuzha, 1.82 Ha in extent is located 5 km from the Kollam Central Railway<br />
station and site III (Kavanadu). This site is located near the Needakara fishing harbour,<br />
hence most <strong>of</strong> the mechanised fishing trawlers operated in the Needakara zone is<br />
106
MUNICIPAL SOLID WASTE DUMPING ON ASHTAMUDI LAKE<br />
onboard in this site. Oil spillage from mechanised boat is a<br />
major source <strong>of</strong> pollution in this site.<br />
The site II Kureepuzha area lies in between 9°54’ and 9°55’<br />
N L and 76°46’ and 76°48’ E L. The waste produced at<br />
Kollam Corporation was collected from various localities and<br />
was dumped at Kureepuzha waste dumping site. Waste<br />
quantification and characterization surveys conducted in<br />
Kollam indicate that the city generates about 164 MT <strong>of</strong> solid<br />
waste every day, as against the Municipal Corporation<br />
estimates <strong>of</strong> 108 MT per day. The main sources were<br />
households, commercial establishments, hospitals, street<br />
sweeping activities and hotels. The quantity <strong>of</strong> waste generated<br />
from sources other than households is estimated to be about<br />
50 MT <strong>of</strong> waste. A significant portion <strong>of</strong> this waste currently<br />
find its way on the streets or open collection points, causing<br />
severe environmental pollution problem.<br />
Samples were collected in cleaned and dried plastic bottles<br />
for the analysis <strong>of</strong> various physico-chemical parameters.<br />
Temperature <strong>of</strong> samples was determined at the station itself.<br />
The analysis <strong>of</strong> the physico-chemical characteristics <strong>of</strong> water<br />
samples were carried out following the standard procedures.<br />
APHA, 1992; Trivedi and Goel, 1984; Saxena, 1998) The<br />
various parameters analysed were temperature, pH, electrical<br />
conductivity, turbidity, total solids, total dissolved solids, total<br />
suspended solids, total alkalinity, dissolved oxygen,<br />
biochemical oxygen demand, hardness, calcium, magnesium,<br />
chloride, fluoride, nitrate, nitrite, phosphate, sulphate, sodium,<br />
potassium.<br />
RESULTS<br />
The major parameters observed includes temperature,<br />
conductivity, turbidity, pH, dissolved oxygen, TS, TDS, TSS,<br />
alkalinity, calcium, magnesium, sodium, pottasium, chloride,<br />
fluoride and nutrients (nitrite, nitrate, sulphate, phosphate).<br />
Temperature and conductivity: Temperature and conductivity<br />
at the three sites were represented in the Fig. (1a-1c). The<br />
temperature at three sites was found to be between 27ºC and<br />
33ºC. Highest value for temperature (33ºC) was recorded in the<br />
Kureepuzha site during the month <strong>of</strong> February and April. The<br />
value <strong>of</strong> conductivity was found to be in higher side with ranging<br />
from 242 μs/cm -256μs/cm in station 1, 248 μs/cm -269 μs/cm<br />
in station 2 and 240 μs/cm -243.5 μs/cm in station 3.<br />
Turbidity and pH: Turbidity and pH at three sites were<br />
represented in the Fig. (1a-1c). Site Kureepuzha was found to<br />
300<br />
250<br />
200<br />
150<br />
100<br />
50<br />
0<br />
Temp Cond Tur pH<br />
dec jan Feb Mar Apr May June July Aug Sep Oct Nov<br />
Figure 1(b): Temp, conductivity, turbidity and pH at station 2<br />
300<br />
250<br />
200<br />
150<br />
100<br />
50<br />
0<br />
Temp Cond Tur pH<br />
dec jan Feb Mar Apr May June July Aug Sep Oct Nov<br />
Figure 1(c): Temp, conductivity, turbidity and pH at station 3<br />
be more turbid than other two sites. Highest value <strong>of</strong> turbidity<br />
was noticed in the Kureepuzha during the month <strong>of</strong> March<br />
and April (2.4NTU), where as the lowest value was noticed in<br />
the Site Venkekkara (0.5NTU) in the month <strong>of</strong> May. pH was<br />
found to be more or less in the neutral side in all the stations,<br />
but in some months the Site Kurrepuzha showed acidic values.<br />
Dissolved oxygen and biochemical oxygen demand: DO and<br />
BOD in three sites were shown in the Fig (2a-2c).<br />
Comparatively higher values for dissolved oxygen and lower<br />
values for BOD was found in the Venkkakara site while other<br />
two sites showed lower values for DO and higher values for<br />
BOD. Lowest value <strong>of</strong> DO (1.2mgL -1 ) and highest value <strong>of</strong><br />
BOD (9.65mgL -1 ) was shown during the month <strong>of</strong> June by site<br />
Kureepuzha.<br />
TS, TDS, TSS: The value <strong>of</strong> TSS in the three sites was shown in<br />
Fig. (3a-3c). Total Solid,Total Dissolved Solids and Total<br />
Suspended Solids in three sites <strong>of</strong> the surface water showed<br />
300<br />
250<br />
200<br />
Temp Cond Tur pH<br />
5<br />
4.5<br />
4<br />
3.5<br />
3<br />
DO<br />
BOD<br />
150<br />
100<br />
50<br />
0<br />
dec jan Feb Mar Apr May June July Aug Sep Oct Nov<br />
Figure 1(a): Temp., conductivity, turbidity and pH at station 1<br />
2.5<br />
2<br />
1.5<br />
1<br />
0.5<br />
0<br />
dec jan Feb Mar Apr May June July Aug Sep Oct Nov<br />
Figure 2(a): DO and BOD at station 1<br />
107
L. RAZEENA KARIM et al.,<br />
DO<br />
BOD<br />
TSS Alkalinity Calcium Magnesium Hardness<br />
12<br />
8000<br />
10<br />
7000<br />
6000<br />
8<br />
5000<br />
4000<br />
`<br />
6<br />
3000<br />
4<br />
2000<br />
1000<br />
2<br />
0<br />
5<br />
4.5<br />
4<br />
3.5<br />
3<br />
2.5<br />
2<br />
1.5<br />
1<br />
0.5<br />
0<br />
DO<br />
dec jan Feb Mar Apr May June July Aug Sep Oct Nov<br />
Figure 2(c): DO and BOD at station III<br />
higher values.<br />
Alkalinity and Calcium: The values <strong>of</strong> Alkalinity and Calcium<br />
in three sites were shown in Fig. (3a-3c). Alkalinity was in the<br />
range <strong>of</strong> 950 mgL -1 to 2800mgL -1 in station 1, in station 2 it<br />
was found to be in the range <strong>of</strong> 1000mgL -1 to 2650 mgL -1 . In<br />
5000<br />
4500<br />
4000<br />
3500<br />
3000<br />
2500<br />
2000<br />
1500<br />
1000<br />
500<br />
0<br />
12000<br />
10000<br />
8000<br />
dec jan Feb Mar Apr May June July Aug Sep Oct Nov<br />
Figure 2(b): DO and BOD at station II<br />
BOD<br />
TSS Alkalinity Calcium Magnesium Hardness<br />
dec<br />
jan<br />
Feb<br />
Mar<br />
Apr<br />
May<br />
June<br />
July<br />
Aug<br />
Sep<br />
Oct<br />
Nov<br />
Figure 3(a): TSS, Alkalinity, Calcium, Magnesium, Hardness in station I<br />
TSS Alkalinity Calcium Magnesium Hardness<br />
`<br />
0<br />
station 3 alkalinity ranges between b 1100 mgL -1 to 2600 mgL -<br />
1<br />
. In station 1 the value <strong>of</strong> calcium ranges between 300 mgL -1<br />
to 450 mgL -1 , where as in station 2 it was 327mgL -1 - 440mgL -<br />
1<br />
. A value ranges between 290 mgl -1 to 328mgL -1 was seen in<br />
station 3.<br />
Magnesium and Hardness: The values <strong>of</strong> Magnesium and<br />
hardness in three sites were shown in Fig. (3a-3c).Value <strong>of</strong><br />
magnesium ranges between 318 mgL -1 to 344 mgL -1 in sation<br />
1, 310 mgL -1 -322 mgL -1 in station 2 and 222 mgL -1 -327 mgL -1<br />
in station 3. Station 1, Station 2 and Station 3 showed the<br />
values ranges from 4300 mgL -1 -4750 mgL -1 ,3200 mgL -1 -9400<br />
mgL -1 and 3800 mgL -1 -7250 mgL -1 respectively.<br />
Sodium and potassium: Value <strong>of</strong> sodium ranges between 350<br />
mgL -1 -500 mgL -1 in station 1, 650 mgL -1 -1300 mgL -1 in station<br />
2 and 525 mgL -1 -645 mgL -1 in station 3. In station 1 the value<br />
<strong>of</strong> Potassium ranges between 210 mgL -1 -400 mgL -1 where as<br />
in station 2 and station 3 it was between 350 mgL -1 -525 mgL -<br />
1<br />
and 515 mgL -1 -540 mgL -1 respectively. Results are shown in<br />
Fig (4a- 4c).<br />
7000<br />
6000<br />
5000<br />
dec<br />
jan<br />
Feb<br />
Mar<br />
Apr<br />
May<br />
June<br />
July<br />
Aug<br />
Sep<br />
Oct<br />
Nov<br />
Figure 3(c): TSS, Alkalinity, Calcium, Magnesium, Hardness in station 3<br />
6000<br />
5000<br />
4000<br />
3000<br />
2000<br />
1000<br />
0<br />
Sodium Potassium chloride Fluoride<br />
1 2 3 4 5 6 7 8 9 10 11 12<br />
Figure 4(a): Sodium, Potassium, Chloride and Fluoride in station I<br />
Sodium Potassium chloride Fluoride<br />
6000<br />
`<br />
4000<br />
4000<br />
3000<br />
2000<br />
2000<br />
0<br />
dec<br />
jan<br />
Feb<br />
Mar<br />
Apr<br />
May<br />
June<br />
July<br />
Aug<br />
Sep<br />
Oct<br />
Nov<br />
1000<br />
0<br />
1 2 3 4 5 6 7 8 9 10 11 12<br />
Figure 3(b): TSS, Alkalinity, Calcium, Magnesium, Hardness in station II<br />
Figure 4(b): Sodium, Potassium, Chloride and Fluoride in station II<br />
108
MUNICIPAL SOLID WASTE DUMPING ON ASHTAMUDI LAKE<br />
7000<br />
6000<br />
5000<br />
4000<br />
3000<br />
2000<br />
1000<br />
Sodium Potassium chloride Fluoride<br />
Nutrients: The value <strong>of</strong> Nitrate ranged between 1.2 mgL -1 -<br />
2.4mgL -1 in station1, 3.1mgL -1 -3.8mgL -1 in station 2 and<br />
3.0mgL -1 -6.9mgL -1 . In value <strong>of</strong> nitrite was found to be 0.02mgL -<br />
1<br />
in station 1, 0.03mgL -1 -0.09mgL -1 in station 2 and 0.02mgL -1 -<br />
0.08mgL -1 in station 3. The value <strong>of</strong> Sulphate was found to be<br />
70mgL -1 -98mgL -1 in case <strong>of</strong> station 1, 80mgL -1 -160mgL -1 in<br />
station 2 and 80mgL -1 -120mgL -1 in station 3.The station 1<br />
showed a value <strong>of</strong> 0.10mgL -1 -0.17mgL -1 in station 1, whereas<br />
station 2 and station 3 were in the range <strong>of</strong> 0.12mgL -1 -0.16mgL -<br />
1<br />
and 0.11mgL -1 -0.13mgL -1 respectively. Results are shown in<br />
Fig. (5a- 5c).<br />
0<br />
Chloride and fluoride: Chloride showed a value <strong>of</strong> 2200mgL -<br />
1<br />
-4532mgL -1 in station 1,4332mgL -1 -5625mgL -1 in station 2 and<br />
4200mgL -1 -6100mgL -1 in station 3. The value <strong>of</strong> fluoride was<br />
found to be 0.97mgL -1 -189mgL -1 in station 1, 1.7-2.8 in station<br />
2 and 1.3mgL -1 to 1.6mgL -1 in station 3. Results are shown in<br />
Fig. (4a - 4b).<br />
100<br />
90<br />
80<br />
70<br />
60<br />
50<br />
40<br />
30<br />
20<br />
10<br />
0<br />
Nitrate Nitrite Sulphate Phosphate<br />
dec<br />
jan<br />
Feb<br />
Mar<br />
Apr<br />
May<br />
June<br />
July<br />
Aug<br />
Sep<br />
Oct<br />
Nov<br />
Figure 5(a): Nitrate, nitrite, sulphate, phosphate in station I<br />
180<br />
160<br />
140<br />
120<br />
100<br />
80<br />
60<br />
40<br />
20<br />
0<br />
1 2 3 4 5 6 7 8 9 10 11 12<br />
Figure 4 (c): Sodium, potassium, chloride and fluoride in station III<br />
Nitrate Nitrite Sulphate Phosphate<br />
dec<br />
jan<br />
Feb<br />
Mar<br />
Apr<br />
May<br />
June<br />
July<br />
Aug<br />
Sep<br />
Oct<br />
Nov<br />
Figure 5(b): Nitrate, nitrite, sulphate, phosphate in station II<br />
140<br />
120<br />
100<br />
80<br />
60<br />
40<br />
20<br />
0<br />
Nitrate Nitrite Sulphate Phosphate<br />
dec<br />
jan<br />
Feb<br />
Mar<br />
Apr<br />
May<br />
June<br />
July<br />
Aug<br />
Sep<br />
Oct<br />
Nov<br />
Figure 5(c): Nitrate, nitrite, sulphate, phosphate in station III<br />
DISCUSSION<br />
The temperature <strong>of</strong> the three sites in the present study was<br />
found to be highest in pre monsoon followed by monsoon<br />
and post monsoon. This result was in accorfance to many<br />
earlier works (George Thomas, 2006). The high temperature<br />
in backwater is due to the heating effect <strong>of</strong> sunlight. Conductivity<br />
was found to be higher in the site 2 and site 3 and it may<br />
be due to the influence <strong>of</strong> waste dumping and other pollutants.<br />
In case <strong>of</strong> pH Site 1 showed somewhat neutral values<br />
where as site 2, the pH value was in the acidic side. The<br />
changes in the pH were enhanced by the Solid waste influence<br />
due to the leaching property. Similar findings were reported<br />
by Sreebha (2000) in her studies in municipal solid<br />
waste <strong>of</strong> Thiruvananthapuram district. In the estuarine water<br />
turbidity values showed variation among seasons. Dissolved<br />
oxygen was essential for the metabolism <strong>of</strong> all aquatic organisms<br />
with aerobic respiratory chemistry. Site 2, which was the<br />
sampling station near the waste disposal site shows low value<br />
<strong>of</strong> DO throughout the year. Sunil (2000) observed a similar<br />
result in the Kureepuzha region. Pulharya et al. (1993) reported<br />
a high value <strong>of</strong> BOD due to the presence <strong>of</strong> sewage<br />
outfall and higher activities <strong>of</strong> human beings. Similar findings<br />
were obtained at site 2. The higher value <strong>of</strong> TDS indicated the<br />
presence <strong>of</strong> cations and anions in the water (Harter, 2003). In<br />
all the sites variable values for sodium were reported. This<br />
was in agreement with Goel et al. (1986).The higher values <strong>of</strong><br />
potassium was due to the influence <strong>of</strong> various types <strong>of</strong> pollutants<br />
from different sources. The higher concentration <strong>of</strong> chloride<br />
was reported at Paravoor canal by Santhosh (2002). The<br />
leaching <strong>of</strong> rock particle was also the reason for high concentration<br />
<strong>of</strong> chloride in aquatic water (Khan and Siddique, 1974).<br />
Nutrients (nitrate, nitrite, sulphate and phosphate) were found<br />
to be present in all the three sites, but the higher values were<br />
shown by site 2 followed by site 3. Pollution from various<br />
sources in the Ashtamudi lake may be the reason for the presence<br />
<strong>of</strong> nutrients in the surface water. Nutrient enrichment<br />
and consequent eutrophications was one <strong>of</strong> the major threats<br />
to Indian rivers (Gopal, 2003).<br />
CONCLUSIONS<br />
The present study shows that the Ashtamudi lake is polluted<br />
by several anthropogenic influx, particularly that <strong>of</strong> solid waste<br />
dumping in its banks. A healthy ecosystem makes no waste as<br />
the discards <strong>of</strong> one species become food for the next, in an<br />
endless cycle. The modern society interupts these cycles<br />
which leads to harmful effects. The socio economic develop-<br />
109
L. RAZEENA KARIM et al.,<br />
ment <strong>of</strong> the state in recent years focuses more towards sectors<br />
<strong>of</strong> health, education, tourism and agriculture. Most <strong>of</strong> our<br />
health care institutions lack good sanitations practices and<br />
were devoid <strong>of</strong> any environmental policy and hence prone to<br />
high risks. The continued upgradation <strong>of</strong> environmental conditions<br />
at par with development interventions was particularly<br />
essential at tourist destinations and tourist related activities to<br />
achieve a win win situation. The biodegradable part <strong>of</strong> the<br />
municipal solid waste is the prime raw material for production<br />
<strong>of</strong> organic manure. Considering the escalating hidden cost<br />
and environmental constraints for management <strong>of</strong> increasing<br />
quantity <strong>of</strong> waste, it is imperative that a consumer state like<br />
Kerala think beyond mere management <strong>of</strong> waste.<br />
ACKNOWLEDGEMENT<br />
Thanks to Department <strong>of</strong> Science and Technology, New Delhi<br />
for proving the financial support for procuring the s<strong>of</strong>tware’s<br />
and other equipments in the project.<br />
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APHA. 1992. Standard Methods for the Examination <strong>of</strong> water and<br />
Waste Water. 16 th Ed. American Public Health Association,<br />
Washington D.C, U.S.A.<br />
Badmus, B. S. 2001. Leachate contamination effect on ground water<br />
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Cocchi, D. and Scagliarini, M. 2005. Modelling the Effect <strong>of</strong> Salinity<br />
on the Multivariate Distribution <strong>of</strong> Water Quality Index. J. Mathematics<br />
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