Skip to main content

Advertisement

Log in

Application of Chemometric Techniques in the Assessment of Groundwater Quality of Udham Singh Nagar, Uttarakhand, India

  • Original Paper
  • Published:
Water Quality, Exposure and Health Aims and scope Submit manuscript

Abstract

In the present study, groundwater quality of district Udham Singh Nagar was evaluated using chemometric techniques viz. cluster, principal component and factor analyses to investigate the spatial variations of the most significant water quality parameters and to determine origin of pollution sources. Water samples collected from 6 sampling sites were analysed for 23 water quality parameters in pre- and post-monsoon seasons during the years 2010 and 2011. The concentration of alkalinity, total hardness, total dissolved solids, calcium, magnesium total coliform and faecal coliform of samples exceeded the Bureau of Indian Standard limits. Correlations among selected water quality parameters were statistically examined. Cluster analysis grouped 6 sampling sites into three clusters, i.e. less, moderate and high polluted, based on similarities of water quality characteristics. The principal component/factor analysis extracted four factors, which explain the ground water quality. Factor 1 (anthropogenic pollution) includes hardness, alkalinity, TDS calcium and magnesium, Factor 2 (hydrogeologic and agricultural pollution) includes turbidity, pH and nitrate, Factor 3 (industrial pollution) comprises \(\hbox {Cl}^{-}\) and Fe, and Factor 4 (agricultural pollution) includes sulphate. Piper diagram illustrated that water samples of the studied area are dominant of \(\mathrm{{Ca}}{-}\mathrm{{Mg}}{-}\mathrm{{HCO}}_{3}\) hydrochemical facies. Moreover, water quality index (WQI) described the suitability of water sources for drinking purpose. Compared to 2010, WQI was higher in 2011, which led most of the sites unsuitable with grade ‘E’. The results revealed that the selected groundwater samples, being used for drinking and domestic purposes, are deteriorating, and thus highlighted the application of proper treatment strategy before domestic water supply.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5

Similar content being viewed by others

References

  • Abdul-Wahab SA, Bakheit CS, Al-Alawi SM (2005) Principal component and multiple regression analysis in modeling of ground-level ozone and factor affecting its concentrations. Environ Model Softw 20(10):1263–1271

    Article  Google Scholar 

  • Acharya GD, Hathi MV, Patel AD, Parmar KC (2008) Chemical properties of groundwater in Bhiloda Taluka region, North Gujarat, India. E J Chem 5(4):792–796

    Article  CAS  Google Scholar 

  • Adekunle IM, Adetunji MT, Gbadebo AM, Banjoko OP (2007) Assessment of groundwater quality in a typical rural settlement in the southwest Nigeria. Int J Environ Res Public Health 4(4):307–318

    Article  CAS  Google Scholar 

  • Adelekan BA, Alawode AO (2011) Contributions of municipal refuse dumps to heavy metals concentrations in soil profile and groundwater in Ibadan Nigeria. J Appl Biosci 40:2727–2737

    Google Scholar 

  • Akoteyon IS, Omotayo AO, Soladoye O, Olaoye HO (2011) Determination of water quality index and suitability of urban river for municipal water supply in Lagos-Nigeria. Eur J Sci Res 54(2):263–271

    Google Scholar 

  • Ator RD (2011) Magnesium deficiency (Hypomagnesemia), symptoms, causes and treatment. http://www.depressionguides.info/magnesium-deficiency/hypomagnesemia

  • Avtar R, Kumar P, Singh CK, Sabu N, Verma RL, Thakur JK, Mukerjee S (2013) Hydrogeochemical assessment of groundwater quality of Bundelkhand, India using statistical approach. Water Qual Expo Health 5(3):105–115

    Article  CAS  Google Scholar 

  • Bakar C, Karaman HI, Baba A, Sengunalp F (2010) Effect of high aluminium concentration in water resources on human health, case study: Biga Peninsula, northwest part of Turkey. Arch Environ Contam Toxicol 58(4):935–944

    Article  CAS  Google Scholar 

  • Balan IN, Shivakumar M, Madan Kumar PD (2012) An assessment of groundwater quality using water quality index in Chennai, Tamil Nadu, India. Chron Young Sci 3(2):146–150

    Article  Google Scholar 

  • Banerjee T, Pandey A, Srivastava RK (2009) Study on variable nature of some groundwater pollutants at surrounding of integrated industrial estate, Pantnagar. J Ecophysiol Occup Health 9(1–2):31–36

    CAS  Google Scholar 

  • Benoff S, Jacob A, Hurley IR (2000) Male infertility and environmental exposure to lead and cadmium. Hum Reprod Update 6(2):107–121

    Article  CAS  Google Scholar 

  • Bhagat RB, Guha M, Chattopadhyay A (2006) Mumbai after 26/7 deluge: issues and concerns in urban planning. Popul Environ 27(4):337–349

    Article  Google Scholar 

  • Bharti N, Katyal D (2011) Water quality indices used for surface water vulnerability assessment. Int J Environ Sci 2(1):154–173

    CAS  Google Scholar 

  • BIS (1991) Specifications for drinking water IS: 10500: 1991. Bureau of Indian Standards, New Delhi

  • Bowman AB, Kwakye GF, Hernandez EH, Aschner M (2011) Role of manganese in neurodegenerative diseases. J Trace Elem Med Biol 25(4):191–203

    Article  CAS  Google Scholar 

  • Boyacioglu H, Boyacioglu H (2008) Water pollution sources assessment by multivariate statistical methods in the Tahtali Basin, Turkey. Environ Geol 54(2):275–282

    Article  Google Scholar 

  • Brown RM, McClelland NI, Deininger RA, Tozer RG (1970) Water quality index: do we dare? Water Sew Works 117(10):339–343

    Google Scholar 

  • Bu H, Tan X, Li S, Zhang Q (2010) Temporal and spatial variations of water quality in the Jinshui River of the South Qinling Mts, China. Ecotoxicol Environ Saf 73(5):907–913

    Article  CAS  Google Scholar 

  • Buck O, Niyogi DK, Townsend CR (2004) Scale-dependence of land use effects on water quality of streams in agricultural catchments. Environ Pollut 130:287–299

    Article  CAS  Google Scholar 

  • Busse M (2013) Sign and symptoms of too much magnesium. http://www.livestrong.com/article/379016-signs-and-symptoms-of-too-much-magnesium

  • CGWB (2011) District profile of Udham Singh Nagar. Central Groundwater Board, Ministry of Water Resources, Government of India. http://cgwb.gov.in/District_Profile/Uttarakhand/UdhamSinghNagar.pdf

  • Daughney CJ, Raiber M, Moreau-Fournier M, Morgenstern U, Raaij R (2012) Use of hierarchical cluster analysis to assess the representativeness of a baseline groundwater quality monitoring network: comparison of New Zealand’s national and regional groundwater monitoring programs. Hydrogeol J 20(1):185–200

    Article  Google Scholar 

  • Dede OT, Telci IT, Aral MM (2013) The use of water quality index models for the evaluation of surface water quality: a case study for Kirmir Basin, Ankara, Turkey. Water Qual Expo Health 5(1):41–56

    Article  CAS  Google Scholar 

  • Dehelean A, Magdas DA (2013) Analysis of mineral and heavy metal content of some commercial fruit juices by inductively coupled plasma mass spectrometry. Sci World J. doi:10.1155/2013/215423

  • Dhakate R, Mahesh J, Sankaran S (2013) Multivariate statistical analysis for assessment of groundwater quality in Talcher Coalfield area, Odisha. J Geol Soc Ind 82(4):403–412

    Article  CAS  Google Scholar 

  • Eaton AD, Clesceri LS, Rice EW, Greenberg AE (2005) Standard methods for the examination of water and waste water. American Public Health Association, Washington, DC

    Google Scholar 

  • Elko L, Rosenbach K, Sinnott J (2003) Cutaneous manifestation of waterborne infection. Curr Infect Dis Rep 5(5):398–406

    Article  Google Scholar 

  • Fordyce FM, Vrana K, Zhovinsky E, Povoroznuk V, Toth G, Hope BC, Iljinsky U, Baker J (2007) A health risk assessment for fluoride in Central Europe. Environ Geochem Health 29(2):83–102

    Article  CAS  Google Scholar 

  • Forina M, Armanino C, Raggio V (2002) Cluster with dendrogram on interpretation variables. Anal Chim Acta 454(1):13–19

    Article  CAS  Google Scholar 

  • Gaur S, Joshi MC, Joshi HS, Saxena S (2013) Analytical study of water safety parameters in groundwater samples of Uttarakhand in India. Ind J Public Health Res Dev 4(3):185–189

    Article  Google Scholar 

  • Gibrilla A, Bam EKP, Adomako D, Ganyaglo S, Osae S, Akiti TT, Kebede S, Achoribo E et al (2011) Application of water quality index (WQI) and multivariate analysis for groundwater assessment of the Birimian and Cape coast granitoid complex: Densu River Basin of Ghana. Water Qual Expo Health 3(2):63–78

    Article  CAS  Google Scholar 

  • Goonetilleke A, Thomas E, Ginn S, Gilbert D (2005) Understanding the role of land use in urban stormwater quality management. J Environ Manage 74(1):31–42

    Article  CAS  Google Scholar 

  • Heizer WD, Sandler RS, Seal E, Murray SC, Busby MG, Schliebe BG, Pusek SN (1997) Intestinal effect of sulphate in drinking water on normal human subjects. Dig Dis Sci 42(5):1055–1061

    Article  CAS  Google Scholar 

  • Horton RK (1965) An index number system for rating water quality. J Water Pollut Control Fed 37(3):300–305

    Google Scholar 

  • Hyodo K, Suzuki S, Furuya N, Meshizuka K (1980) An analysis of chromium, copper, and zinc in organs of a chromate worker. Int Arch Occup Environ Health 46(2):141–150

    Article  CAS  Google Scholar 

  • Jain CK, Bandhopadhyay A, Bhadra A (2010) Assessment of groundwater quality for drinking purpose, district Nainital, Uttarakhand, India. Environ Monit Assess 166:663–676

    Article  CAS  Google Scholar 

  • Jamaludin N, Sham SM, Ismail SNS (2013) Health risk assessment of nitrate exposure in well water of residents in intensive agriculture area. Am J Appl Sci 10(5):442–448

    Article  CAS  Google Scholar 

  • Juahir H, Zain SM, Yusoff MK, Hanidza TI, Armi AS, Toriman ME, Mokhtar M (2011) Spatial water quality assessment of Langat River Basin (Malaysia) using environmetric techniques. Environ Monit Assess 173:625–641

    Article  Google Scholar 

  • Kamble SR, Vijay R (2010) Assessment of water quality using cluster analysis in coastal region of Mumbai, India. Environ Monit Assess 178:321–332

    Article  Google Scholar 

  • Kamini J, Jayanthi SC, Raghavswamy V (2006) Spatio-temporal analysis of land use in urban Mumbai-using muti sensor satellite data and GIS techniques. J Ind Soc Remote Sens 34(4):385–396

    Article  Google Scholar 

  • Kanmani S, Gandhimathi R (2013) Investigation of physicochemical characteristics and heavy metal distribution profile in groundwater system around the open dump site. Appl Water Sci 3(2):387–399

    Article  CAS  Google Scholar 

  • Kannel PR, Lee S, Kanel SR, Khan SP (2007) Chemometric application in classification and assessment of monitoring locations of an urban river system. Anal Chim Acta 582(2):390–399

    Article  CAS  Google Scholar 

  • Kaown D, Hyun Y, Bae G, Oh CW, Lee K (2012) Evaluation of spatio-temporal trends of groundwater quality in different land uses using Kendall test. Geosci J 16(1):65–75

    Article  CAS  Google Scholar 

  • Kim JO, Muller CW (1987) Introduction to factor analysis: what it is and how to do it. Quantitative applications in the social sciences series. Sage University Press, Newbury Park

    Google Scholar 

  • Kumar A, Bisht BS, Joshi VD, Singh AK, Talwar A (2010) Physical, chemical and bacteriological study of water from rivers of Uttarakhand. J Hum Ecol 32(3):169–173

    Google Scholar 

  • Kumar D, Ahmed S (2003) Seasonal behavior of spatial variability of groundwater level in a granitic aquifer in monsoon climate. Curr Sci 84(2):188–196

    Google Scholar 

  • Kumar RBB, Divya MP (2012) Spatial evaluation of groundwater in Kazhakuttam block, Thiruvannanthapuram district, Kerala. J Geol Soc India 80(1):48–56

    Article  Google Scholar 

  • Kura NU, Ramli MF, Sulaiman WNA, Ibrahim S, Aris AZ, Mustapha A (2013) Evaluation of factors influencing the groundwater chemistry in a small tropical island of Malaysia. Int J Env Res Public Health 10(5):1861–1881

    Article  CAS  Google Scholar 

  • Kozisek F (2003) Health significance of drinking water calcium and magnesium. Center of Environmental Health, National Institute of Public Health, Prague

    Google Scholar 

  • Laskar HS, Gupta S (2011) Water Quality of Jalingachhara and Baluchuri streams of district Cachar, Assam, North East India. Assam Univ J Sci Technol Biol Environ Sci 7(1):1–9

    Google Scholar 

  • Lawson EO (2011) Physico-chemical parameters and heavy metal contents of water from the Mangrove Swamps of Lagos Lagoon, Lagos, Nigeria. Adv Biol Res 5(1):8–21

    CAS  Google Scholar 

  • Liu CW, Lin KH, Kuo YM (2003) Application of factor analysis in the assessment of groundwater quality in a Blackroot disease area in Taiwan. Sci Total Environ 313:77–89

    Article  CAS  Google Scholar 

  • Love D, Hallbauer D, Amos A, Hranova R (2004) Factor analysis as a tool in groundwater quality management: two southern African case studies. Phys Chem Earth 29:11135–11143

    Article  Google Scholar 

  • Lu KL, Liu CW, Jang CS (2012) Using multivariate statistical methods to assess the groundwater quality in an arsenic-contaminated area of Southwestern Taiwan. Environ Monit Assess 184(10):6071–6085

    Article  CAS  Google Scholar 

  • Lumb A, Sharma TC, Bibeault JF (2011a) A review of genesis and evaluation of water quality index (WQI) and some future directions. Water Qual Expo Health 3(1):11–24

    Article  Google Scholar 

  • Lumb A, Sharma TC, Bibeault JF, Klawunn P (2011b) A comparative study of USA and Canadian water quality index models. Water Qual Expo Health 3(3–4):203–216

    Article  CAS  Google Scholar 

  • Mahapatra SS, Sahu M, Patel RK, Panda BN (2012) Prediction of water quality using principal component analysis. Water Qual Expo Health 4(2):93–104

    Article  CAS  Google Scholar 

  • Mann AG, Tam CC, Higgins CD, Rodrigues LC (2007) The association between drinking water turbidity and gastrointestinal illness: a systematic review. BMC Public Health 7:256–262

    Article  Google Scholar 

  • Milovanoic M (2007) Water quality assessment and determination of pollution sources along the Axios/ Vadar River, Southeastern Europe. Desalination 213(1–3):159–173

    Article  Google Scholar 

  • Myers SA, Nield A, Myers M (2012) Zinc transporters, mechanisms of action and therapeutic utility: implications for type 2 diabetes mellitus. J Nutr Metab. doi:10.1155/2012/173712

  • Napacho ZA, Manyele SV (2010) Quality assessment of drinking water in Temeke district (part II): characterization of chemical parameters. Afr J Environ Sci Technol 4(11):775–789

    CAS  Google Scholar 

  • Nosrati K, Eeckhaut MVD (2012) Assessment of groundwater quality using multivariate statistical analysis in Hashtgerd plain, Iran. Environ Earth Sci 65(1):331–344

    Article  CAS  Google Scholar 

  • Owlia RR, Abrishamchi A, Tajrishy M (2011) Spatial-temporal assessment and redesign of groundwater quality monitoring network: a case study. Environ Monit Assess 172:263–273

    Article  Google Scholar 

  • Pandey J, Shubhashish K, Pandey R (2010) Heavy metal contamination of Ganga river at Varanasi in relation to atmospheric deposition. Trop Ecol 51(2):365–373

    CAS  Google Scholar 

  • Panwar S, Srivastava RK (2012) Assessment of groundwater quality in contiguous of integrated industrial estate, Pantnagar, Uttarakhand. Int J Environ Sci 3(3):1130–1140

    CAS  Google Scholar 

  • Piper AM (1994) A graphic procedure in the geochemical interpretation of water analysis. Trans Am Geophys Union 25:914–928

    Article  Google Scholar 

  • Pollick HF (2004) Water fluoridation and the environment: current perspective in the United States. Int J Occup Environ Health 10(3):343–350

    Article  CAS  Google Scholar 

  • Rajappa B, Manjappa S, Puttaiah ET (2010) Monitoring of heavy metal concentration in groundwater of Hakinaka Taluk, India. Contemp Eng Sci 3(4):183–190

    CAS  Google Scholar 

  • Ravikumar P, Mehmood MA, Somashekar RK (2013) Water quality index to determine the surface water quality of Sankey tank and Mallathahalli lake, Bangalore urban district Karnataka, India. Appl Water Sci 3(1):247–261

    Article  CAS  Google Scholar 

  • Sahu M, Mahapatra SS, Sahu HB, Patel RK (2011) Prediction of water quality index using neuro fuzzy inference system. Water Qual Expo Health 3(3–4):175–191

    Article  CAS  Google Scholar 

  • Sarath Prasanth SV, Magesh NS, Jitheshal KV, Chandrasekar N, Gangadhar K (2012) Evaluation of groundwater quality and its suitability for drinking and agricultural use in the coastal stretch of Alappuzha District, Kerala, India. Appl Water Sci 2(3):165–175

    Article  CAS  Google Scholar 

  • Satarug S, Haswell-Elkins MR, Moore MR (2000) Safe levels of cadmium intake to prevent renal toxicity in human subjects. Br J Nutr 84(6):791–802

    CAS  Google Scholar 

  • Sen Z (2011) Groundwater quality variation assessment indices. Water Qual Expo Health 3(3–4):127–133

    Article  CAS  Google Scholar 

  • Sharma RK, Siddiqui NA, Gautam A, Khati S (2012) Studies of groundwater quality assessment at industrial belt of Kashipur, Uttarakhand, India. Environ Conserv J 13(3):151–157

    Google Scholar 

  • Shrestha S, Kazama F (2007) Assessment of surface water quality using multivariate statistical techniques: a case study of the Fuji River basin, Japan. Environ Model Softw 22(4):464–475

    Article  Google Scholar 

  • Sidle WC, Roose DL, Shanklin DR (2000) Isotopic evidence for naturally occurring sulphate pollution of ponds in the Kankakee river basin, Illinois-Indiana. J Environ Qual 29:1594–1603

    Article  CAS  Google Scholar 

  • Simeonov V, Stratis JA, Samara C, Zachariadis G, Voutsa D, Anthemidis A, Sofoniou M, Kouimtzis T (2003) Assessment of the surface water quality in Northern Greece. Water Res 37(17):4119–4124

    Article  CAS  Google Scholar 

  • Singh KP, Malik A, Mohan D, Sinha S (2004) Multivariate statistical techniques for the evaluation of spatial and temporal variation in water quality of Gomti River (India): a case study. Water Res 38(18):3980–3992

  • Singh KP, Malik A, Sinha S (2005) Water quality assessment and apportionment of pollution source of Gomti River (India) using multivariate statistical techniques: a case study. Anal Chim Acta 538(1–2):355–374

  • Srivastava PK, Mukerjee S, Gupta M, Singh SK (2012) Characterizing monsoonal variation on water quality index of river Mahi in India using geographical information system. Water Qual Expo Health 2(3–4):193–203

    Google Scholar 

  • Suk H, Lee K (1999) Characterization of a groundwater hydrochemical system through mullivariate analysis: clustering into groundwater zones. Groundwater 37(3):358–366

    Article  CAS  Google Scholar 

  • Theron J, Cloete TE (2002) Emerging waterborne infection: contributing factors, agents and detection tools. Crit Rev Microbiol 28(1):1–26

    Article  CAS  Google Scholar 

  • Tyagi S, Dobhal R, Kimothi PC, Adlakha LK, Singh P, Uniyal DP (2013) Studies of river water quality using river bank filtration in Uttarakhand, India. Water Qual Expo Health 5(3):139–148

    Article  CAS  Google Scholar 

  • USEPA (1999) Drinking water and Health. EPA816-k-99-001. Water Resource Centre, Washington, DC

  • Vasanthavigar M, Srinivasamoorthy K, Vijayaragavan K, Ganthi RR, Chidambaram S, Anandhan P, Manivannan R, Vasudevan S (2010) Application of water quality index for groundwater quality assessment: Thirumanimuttar sub-basin, Tamilnadu, India. Environ Monit Assess 171:595–609

    Article  CAS  Google Scholar 

  • Vega M, Pardo R, Barrado E, Deban L (1998) Assessment of seasonal and polluting effects on the quality of river water by exploratory data analysis. Water Res 32:3581–3592

    Article  CAS  Google Scholar 

  • Wadie STA, Abduljalil ADSG (2010) Assessment of hydrochemical quality of groundwater under some area within Sana’s secretariat. Ecl Quim 35(1):77–84

    Article  Google Scholar 

  • Watts DL (1990) The nutritional relationship of manganese. J Orthomol Med 5(4):219–222

    Google Scholar 

  • Wayland K, Long D, Hyndman D, Pijanowski B, Woodhams S, Haack K (2003) Identifying relationships between baseflow geochemistry and land use with synoptic sampling and R-mode factor analysis. J Environ Qual 32:180–190

    Article  CAS  Google Scholar 

  • WHO (2003a) Chloride in drinking water: background document for preparation of WHO guidelines for drinking water quality. World Health Organization, Geneva

  • WHO (2003b) Sodium in drinking water: background document for preparation of WHO guidelines for drinking water quality. World Health Organization, Geneva

  • WHO (2004) Guidelines for drinking water quality. World Health Organization, Geneva

  • WHO (2011) Hardness in drinking water: background document for preparation of WHO guidelines for drinking water quality. World Health Organization, Geneva

  • Wunderlin DA, Pilar DM, Valeria AM, Fabiana PS, Cecilia HA, Bistoni MA (2001). Pattern recognition techniques for the evaluation of spatial and temporal variations in water quality. a case study: Suquia River Basin (Cordoba-Argentina). Water Res 35:2881–2894

  • Ye J, Wang S, Barger M, Mark B, Vincent C, Shi X (2000) Activation of androgen response element by cadmium: a potential mechanism for a carcinogenic effect of cadmium in the prostate. J Environ Pathol Toxicol Oncol 19(3):275–280

    CAS  Google Scholar 

Download references

Acknowledgments

Authors are thankful to the Water Technology Initiative (WTI) Programme, Department of Science and Technology (DST), Govt. of India, New Delhi and Uttarakhand State Council for Science & Technology (UCOST), Dehradun, Uttarakhand for financial assistance provided for this work.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Prashant Singh.

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Seth, R., Mohan, M., Dobhal, R. et al. Application of Chemometric Techniques in the Assessment of Groundwater Quality of Udham Singh Nagar, Uttarakhand, India. Water Qual Expo Health 6, 199–216 (2014). https://doi.org/10.1007/s12403-014-0127-5

Download citation

  • Received:

  • Revised:

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s12403-014-0127-5

Keywords

Navigation