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Erschienen in: Environmental Earth Sciences 22/2021

01.11.2021 | Thematic Issue

Appraisal of groundwater contamination and spatial variation using geostatistical modeling in Surguja district of Chhattisgarh, India

verfasst von: Gouri Sankar Bhunia, Pravat Kumar Shit

Erschienen in: Environmental Earth Sciences | Ausgabe 22/2021

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Abstract

In several areas of Chhattisgarh, the disintegration of the content of groundwater by the anthropogenic activities is rising at an alarming pace. However, there is still limited information regarding groundwater quality. The present study develops a geostatistical-based water quality index (WQI) and analyzes the spatial variation of contamination zone within the study area. Water samples were collected and tested for different parameters from 55 different locations based on random sampling method. The physio-chemicals properties of water like pH, conductivity, total dissolved solids, calcium, magnesium, bicarbonate, carbonate, sulfate, chloride, nitrate, and fluoride were used for analysis. Pearson Correlation coefficient analysis showed strong and positive correlation between EC, HCO3, and Cl. Empirical Bayesian kriging (EBK) is used to interpolate the physio-chemical variables. In EBK interpolation, the lowest Root-Mean-Square Error (RMSE) and the standard error values were calculated for EC, HCO3, SO4, NO3, Ca2+, Mg2+, and F using K-Bessel model. The lowest RMSE value was calculated for pH (0.952), Cl(1.016), Na+(0.905), and TH (0.979) using Whittle model of EBK interpolation technique. Results showed that north and north-east of the district are characterized by low groundwater quality and the north-west and central part of the district have very good groundwater quality. The very good WQI is covered by 1989.65 sq km (12.64%) of the study area.

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Literatur
Zurück zum Zitat BIS (2012) Indian standard specification for drinking water. Bureau of Indian Standards, New Delhi BIS (2012) Indian standard specification for drinking water. Bureau of Indian Standards, New Delhi
Zurück zum Zitat Deshmukh KK (2012) Studies on chemical characteristics and classification of soils from Sangamner area, Ahmednagar district, Maharashtra, India. Rasayan J Chem 5(1):74–85 Deshmukh KK (2012) Studies on chemical characteristics and classification of soils from Sangamner area, Ahmednagar district, Maharashtra, India. Rasayan J Chem 5(1):74–85
Zurück zum Zitat Dev R, Bali M (2019) Evaluation of groundwater quality and its suitability for drinking and agricultural use in district Kangra of Himachal Pradesh, India. J Saudi Soc Agric Sci 18(4):462–468 Dev R, Bali M (2019) Evaluation of groundwater quality and its suitability for drinking and agricultural use in district Kangra of Himachal Pradesh, India. J Saudi Soc Agric Sci 18(4):462–468
Zurück zum Zitat El Afly M (2012) Integrated geostatistics and GIS techniques forassessing groundwater contamination in Al Arish area, Sinai, Egypt. Arab J Geosci 5(2):197–215CrossRef El Afly M (2012) Integrated geostatistics and GIS techniques forassessing groundwater contamination in Al Arish area, Sinai, Egypt. Arab J Geosci 5(2):197–215CrossRef
Zurück zum Zitat Esmaeili A, Moore F (2012) Hydrogeochemical assessment of groundwater in Isfahan province. Iran Environ Earth Sci 67:107–120CrossRef Esmaeili A, Moore F (2012) Hydrogeochemical assessment of groundwater in Isfahan province. Iran Environ Earth Sci 67:107–120CrossRef
Zurück zum Zitat Jabal MSA, Abustan I, Rozaimy MR, Al-Najar H (2014) Fluoride enrichment in groundwater of semi-arid urban area: Khan Younis City, southern Gaza Strip (Palestine). J Afr Earth Sci 100:259–266CrossRef Jabal MSA, Abustan I, Rozaimy MR, Al-Najar H (2014) Fluoride enrichment in groundwater of semi-arid urban area: Khan Younis City, southern Gaza Strip (Palestine). J Afr Earth Sci 100:259–266CrossRef
Zurück zum Zitat Jacintha TGA, Rawat KS, Mishra A, Singh SK (2016) Hydrogeochemical characterization of groundwater of peninsular Indian region using multivariate statistical techniques. Appl Water Sci 7(6):3001–3013CrossRef Jacintha TGA, Rawat KS, Mishra A, Singh SK (2016) Hydrogeochemical characterization of groundwater of peninsular Indian region using multivariate statistical techniques. Appl Water Sci 7(6):3001–3013CrossRef
Zurück zum Zitat Kaur T, Bhardwaj R, Arora S (2016) Assessment of groundwater quality for drinking and irrigation purposes using hydro-chemical studies in Malwa region, southwestern part of Punjab, India. Appl Water Sci 7:3301–3316CrossRef Kaur T, Bhardwaj R, Arora S (2016) Assessment of groundwater quality for drinking and irrigation purposes using hydro-chemical studies in Malwa region, southwestern part of Punjab, India. Appl Water Sci 7:3301–3316CrossRef
Zurück zum Zitat Kaymaz SM (2018) Mapping water quality by using geostatistical method (Marmaris Bay, Mugla, Turkey). J Marin Biol Aqua Res 1(1):1–3 Kaymaz SM (2018) Mapping water quality by using geostatistical method (Marmaris Bay, Mugla, Turkey). J Marin Biol Aqua Res 1(1):1–3
Zurück zum Zitat Khadri SFR, Pande C, Moharir K (2013) Groundwater quality mapping of PTU-1 watershed in Akola district of Maharashtra India using geographic information system techniques. Int J Sci Eng Res 4:1–17 Khadri SFR, Pande C, Moharir K (2013) Groundwater quality mapping of PTU-1 watershed in Akola district of Maharashtra India using geographic information system techniques. Int J Sci Eng Res 4:1–17
Zurück zum Zitat Krivoruchko K (2012) Empirical Bayesian kriging-implemented in ArcGIS geostatistical analyst. ESRI Press, Redlands Krivoruchko K (2012) Empirical Bayesian kriging-implemented in ArcGIS geostatistical analyst. ESRI Press, Redlands
Zurück zum Zitat Krivoruchko K, Gribov A (2014) Pragmetic Baysian kriging for non-stationary and moderately non-Gaussian data. Mathematics of planet earth. Proceedings of the 15th annual conference of the International association and mathematical geosciences. Springer, pp 61–64. Krivoruchko K, Gribov A (2014) Pragmetic Baysian kriging for non-stationary and moderately non-Gaussian data. Mathematics of planet earth. Proceedings of the 15th annual conference of the International association and mathematical geosciences. Springer, pp 61–64.
Zurück zum Zitat Kumar V, Remadevi V (2006) Kriging of groundwater levels—a case study. J Spat Hydrol 6(1):81–92 Kumar V, Remadevi V (2006) Kriging of groundwater levels—a case study. J Spat Hydrol 6(1):81–92
Zurück zum Zitat Kumar RP, Ranjan RK, Ramanathan AL, Singh SK, Srivastava PK (2015) Geochemical modeling to evaluate the mangrove forest water. Arab J Geosci 8:4687–4702CrossRef Kumar RP, Ranjan RK, Ramanathan AL, Singh SK, Srivastava PK (2015) Geochemical modeling to evaluate the mangrove forest water. Arab J Geosci 8:4687–4702CrossRef
Zurück zum Zitat Majumdar D, Gupta N (2000) Nitrate pollution of groundwater and associated human health disorders. Indian J Environ Health 2:28–39 Majumdar D, Gupta N (2000) Nitrate pollution of groundwater and associated human health disorders. Indian J Environ Health 2:28–39
Zurück zum Zitat McLeod L, Bharadwaj L, Epp T, Waldner CL (2017) Use of principal components analysis and kriging to predict groundwater-sourced rural drinking water quality in Saskatchewan. Int J Environ Res Public Health 14(9):1065. https://doi.org/10.3390/ijerph14091065 (PMID:28914824; PMCID:PMC5615602)CrossRef McLeod L, Bharadwaj L, Epp T, Waldner CL (2017) Use of principal components analysis and kriging to predict groundwater-sourced rural drinking water quality in Saskatchewan. Int J Environ Res Public Health 14(9):1065. https://​doi.​org/​10.​3390/​ijerph14091065 (PMID:28914824; PMCID:PMC5615602)CrossRef
Zurück zum Zitat Moharir M, Pande C, Singh SK, Choudhari P, Kishan R, Jeyakumar L (2019) Spatial interpolation approach-based appraisal of groundwater quality of arid regions. J Water Supply Res Technol Aqua 68(6):431–447CrossRef Moharir M, Pande C, Singh SK, Choudhari P, Kishan R, Jeyakumar L (2019) Spatial interpolation approach-based appraisal of groundwater quality of arid regions. J Water Supply Res Technol Aqua 68(6):431–447CrossRef
Zurück zum Zitat Nema MA, Khare D, Adamowski J, Chandniha SK (2018) Spatio-temporal analysis of rainfall trends in Chhattisgarh state, Central India over the last 115 years. J Water Land Dev 36(I–III):117–128CrossRef Nema MA, Khare D, Adamowski J, Chandniha SK (2018) Spatio-temporal analysis of rainfall trends in Chhattisgarh state, Central India over the last 115 years. J Water Land Dev 36(I–III):117–128CrossRef
Zurück zum Zitat Nishanthiny SC, Thushyanthy M, Barathithasan T, Saravanan S (2010) Irrigation water quality based on hydrochemical analysis, Jaffna, Sri Lanka. Am-Eur J Agric Environ Sci 7:100–102 Nishanthiny SC, Thushyanthy M, Barathithasan T, Saravanan S (2010) Irrigation water quality based on hydrochemical analysis, Jaffna, Sri Lanka. Am-Eur J Agric Environ Sci 7:100–102
Zurück zum Zitat Prakash O, Datta B (2014) Optimal monitoring network design for efficient identification of unknown groundwater pollution sources. Int J Geomate 6:785–790 Prakash O, Datta B (2014) Optimal monitoring network design for efficient identification of unknown groundwater pollution sources. Int J Geomate 6:785–790
Zurück zum Zitat Rao DJ, Swami AVVS, Raghu Babu K, Hari BB (2016) Water quality index using gis and suitability for drinking purpose in and around Badvel taluka of Kadapa district, Andhra Pradesh, India. Rasayan J Chem 9(3):444–453 Rao DJ, Swami AVVS, Raghu Babu K, Hari BB (2016) Water quality index using gis and suitability for drinking purpose in and around Badvel taluka of Kadapa district, Andhra Pradesh, India. Rasayan J Chem 9(3):444–453
Zurück zum Zitat Rawat KS, Singh SK (2018) Water quality indices and GIS-based evaluation of a decadal groundwater quality. Geol Ecol Landsc 2(4):240–255CrossRef Rawat KS, Singh SK (2018) Water quality indices and GIS-based evaluation of a decadal groundwater quality. Geol Ecol Landsc 2(4):240–255CrossRef
Zurück zum Zitat Rebolledo B, Gil A, Flotats X, Sánchez JA (2016) Assessment of groundwater vulnerability to nitrates from agricultural sources using a GIS-compatible logic multi-criteria model. J Environ Manag 171:70–80CrossRef Rebolledo B, Gil A, Flotats X, Sánchez JA (2016) Assessment of groundwater vulnerability to nitrates from agricultural sources using a GIS-compatible logic multi-criteria model. J Environ Manag 171:70–80CrossRef
Zurück zum Zitat Rehman F, Cheema T, Lisa M, Azeem T, Ali NA, Khan Z, Rehman F, Ur RS (2018) Statistical analysis tools for the assessment of groundwater chemical variations in Wadi Bani Malik area Saudi Arabia. Glob Nest J 20:1–8 Rehman F, Cheema T, Lisa M, Azeem T, Ali NA, Khan Z, Rehman F, Ur RS (2018) Statistical analysis tools for the assessment of groundwater chemical variations in Wadi Bani Malik area Saudi Arabia. Glob Nest J 20:1–8
Zurück zum Zitat Samantara MK, Padhi RK, Sowmya M, Kumaran P, Satpathy KK (2017) Heavy metal contamination, major ion chemistry and appraisal of the groundwater status in coastal aquifer, Kalpakkam, Tamil Nadu, India. Groundw Sustain Dev 5:49–58CrossRef Samantara MK, Padhi RK, Sowmya M, Kumaran P, Satpathy KK (2017) Heavy metal contamination, major ion chemistry and appraisal of the groundwater status in coastal aquifer, Kalpakkam, Tamil Nadu, India. Groundw Sustain Dev 5:49–58CrossRef
Zurück zum Zitat Singh CK, Shashtri S, Mukherjee S (2011) Integrating multivariate statistical analysis with GIS for geochemical assessment of groundwater quality in Shiwaliks of Punjab, India. Environ Earth Sci 62:1387–1405CrossRef Singh CK, Shashtri S, Mukherjee S (2011) Integrating multivariate statistical analysis with GIS for geochemical assessment of groundwater quality in Shiwaliks of Punjab, India. Environ Earth Sci 62:1387–1405CrossRef
Zurück zum Zitat Singh VK, Bikundia DS, Sarswat A, Mohan D (2012) Groundwater quality assessment in the village of Lutfullapur Nawada, Loni, district Ghaziabad, Uttar Pradesh, India. Environ Monit Assess 184(7):4473–4488CrossRef Singh VK, Bikundia DS, Sarswat A, Mohan D (2012) Groundwater quality assessment in the village of Lutfullapur Nawada, Loni, district Ghaziabad, Uttar Pradesh, India. Environ Monit Assess 184(7):4473–4488CrossRef
Zurück zum Zitat UNICEF (2019) Progress on household drinking water, sanitation and hygiene 2000–2017. Special focus on inequalities. New York: United Nations Children’s Fund (UNICEF) and World Health Organization 2019. UNICEF (2019) Progress on household drinking water, sanitation and hygiene 2000–2017. Special focus on inequalities. New York: United Nations Children’s Fund (UNICEF) and World Health Organization 2019.
Zurück zum Zitat Verma P, Singh PK, Sinha RR et al (2020) Assessment of groundwater quality status by using water quality index (WQI) and geographic information system (GIS) approaches: a case study of the Bokaro district, India. Appl Water Sci 10:27CrossRef Verma P, Singh PK, Sinha RR et al (2020) Assessment of groundwater quality status by using water quality index (WQI) and geographic information system (GIS) approaches: a case study of the Bokaro district, India. Appl Water Sci 10:27CrossRef
Zurück zum Zitat WHO (2011) Guidelines for drinking-water quality. World Health Organization WHO (2011) Guidelines for drinking-water quality. World Health Organization
Zurück zum Zitat Yadav KK, Gupta N, Kumar V, Sharma S, Arya S (2015) Water quality assessment of Pahuj river using water quality index at Unnao Balaji, MP, India. Int J Sci Basic Appl Res 19(1):241–250 Yadav KK, Gupta N, Kumar V, Sharma S, Arya S (2015) Water quality assessment of Pahuj river using water quality index at Unnao Balaji, MP, India. Int J Sci Basic Appl Res 19(1):241–250
Zurück zum Zitat Yadav KK, Gupta N, Kumar V, Choudhary P, Khan SA (2018) GIS-based evaluation of ground water geochemistry and statistical determination of the fate of contaminants in shallow aquifers from different functional areas of Agra city, India: levels and spatial distributions. RSC Adv 8:15876–15889CrossRef Yadav KK, Gupta N, Kumar V, Choudhary P, Khan SA (2018) GIS-based evaluation of ground water geochemistry and statistical determination of the fate of contaminants in shallow aquifers from different functional areas of Agra city, India: levels and spatial distributions. RSC Adv 8:15876–15889CrossRef
Metadaten
Titel
Appraisal of groundwater contamination and spatial variation using geostatistical modeling in Surguja district of Chhattisgarh, India
verfasst von
Gouri Sankar Bhunia
Pravat Kumar Shit
Publikationsdatum
01.11.2021
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 22/2021
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-021-10003-2

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