Skip to main content
Top
Published in: Sustainable Water Resources Management 1/2024

01-02-2024 | Original Article

Heavy metal pollution indices estimation and principal component analysis to evaluate the groundwater quality for drinking purposes in coalfield region, India

Authors: Vijayendra Pratap Dheeraj, C. S. Singh, Ashwani Kumar Sonkar, Nawal Kishore

Published in: Sustainable Water Resources Management | Issue 1/2024

Log in

Activate our intelligent search to find suitable subject content or patents.

search-config
loading …

Abstract

Open-cast coal mining significantly influences groundwater chemistry day by day through contaminated leachate from overburden dumps. In order to examine this, the groundwater samples from the Korba Coalfield (KCF) region were collected to assess metal toxicity, locate potential sources, and derive metal indices. The concentrations of 10 heavy metals such as Al, Ba, Cd, Cr, Cu, Fe, Mn, Pb, Ni, and Zn were measured out of which few metals such as Al (5.71%), Mn (14.29%), Ni (11.43%), and Zn (2.86%) at a few sites exceeded the World Health Organization (WHO) and Bureau of Indian Standards (BIS) acceptable limits for drinking water. Thus, different methods such as HPI, HEI and MI were used to interpret the pollution index. The findings show that HPI (97.14%) and HEI (94.29%) values are low to medium, while MI (91.43%) is very pure to slightly affected, indicating groundwater are safe for drinking purposes. Furthermore, the scatter plot shows a moderate correlation between HPI and MI (R2 = 0.81), whereas a poor correlation between HEI and MI (R2 = 0.52), and between HPI and HEI (R2 = 0.41), respectively. In addition, PCA generated four PCs (PC1, PC2, PC3, and PC4) with eigenvalues (> 1) of 2.57, 1.818, 1.326, and 1.206 accounting for 25.70%, 18.18%, 13.26%, and 12.06% of the overall variance. Therefore, around 40% of the metals loaded under PC1 and PC2 have a considerably large positive loading, whereas 20% of the large loadings have a significant negative loading (≥ 0.40), responsible for governing the concentration of metals in the groundwater in the examined area. PC3 and PC4, although large and positive loading by two variables each, were insignificant due to lower variance (13.26% and 12.06%). Overall, this current study demonstrates that the quality of groundwater is adequate for drinking uses, except few locations which have high metal concentrations. The variation in the concentration of heavy metals affects the human being as well as animals and causes a number of diseases.

Dont have a licence yet? Then find out more about our products and how to get one now:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Appendix
Available only for authorised users
Literature
go back to reference Ahmed SI, Sonkar AK, Kishore N, Jhariya D (2022) Evaluation of groundwater quality in Jampali Coal Mine, Raigarh, Chhattisgarh, India. Environ Qual Manage 31(3):9–17CrossRef Ahmed SI, Sonkar AK, Kishore N, Jhariya D (2022) Evaluation of groundwater quality in Jampali Coal Mine, Raigarh, Chhattisgarh, India. Environ Qual Manage 31(3):9–17CrossRef
go back to reference Al-Ani MY, Al-Nakib SM, Ritha NM, Nouri AH (1987) Water quality index applied to the classification and Zoning of Al-Jaysh Canal, Baghdad - Iraq. J Environ Sci Health Part A 22(4):305–319 Al-Ani MY, Al-Nakib SM, Ritha NM, Nouri AH (1987) Water quality index applied to the classification and Zoning of Al-Jaysh Canal, Baghdad - Iraq. J Environ Sci Health Part A 22(4):305–319
go back to reference Ali SM, Pervaiz A, Afzal B, Hamid N, Yasmin A (2014) Open Dumping of Municipal Solid Waste and Its Hazardous Impacts on Soil and Vegetation Diversity at Waste Dumping Sites of Islamabad City. Elsevier, New YorkCrossRef Ali SM, Pervaiz A, Afzal B, Hamid N, Yasmin A (2014) Open Dumping of Municipal Solid Waste and Its Hazardous Impacts on Soil and Vegetation Diversity at Waste Dumping Sites of Islamabad City. Elsevier, New YorkCrossRef
go back to reference APHA (American Public Health Association), 2005. Standard Methods for the Examination of Water and Wastewater, Twentieth Ed., American Public Health Association, American Water Works Association, Water Pollution Control Federation, Washington, DC APHA (American Public Health Association), 2005. Standard Methods for the Examination of Water and Wastewater, Twentieth Ed., American Public Health Association, American Water Works Association, Water Pollution Control Federation, Washington, DC
go back to reference Balakrishnan, A and A Ramu - Journal of Advanced Chemical, and 2016. “Evaluation of Heavy Metal Pollution Index (HPI) of Ground Water in and around the Coastal Area of Gulf of Mannar Biosphere and Palk Strait.” jacsdirectory.com. Balakrishnan, A and A Ramu - Journal of Advanced Chemical, and 2016. “Evaluation of Heavy Metal Pollution Index (HPI) of Ground Water in and around the Coastal Area of Gulf of Mannar Biosphere and Palk Strait.” jacsdirectory.com.
go back to reference Bhuiyan MA, Islam MA, Dampare SB, Parvez L, Suzuki S (2010) Evaluation of hazardous metal pollution in irrigation and drinking water systems in the vicinity of a coal mine area of Northwestern Bangladesh. J Hazard Mater 179:1065–1077CrossRefPubMed Bhuiyan MA, Islam MA, Dampare SB, Parvez L, Suzuki S (2010) Evaluation of hazardous metal pollution in irrigation and drinking water systems in the vicinity of a coal mine area of Northwestern Bangladesh. J Hazard Mater 179:1065–1077CrossRefPubMed
go back to reference BIS (2012). Indian Standards Drinking Water Specifcations, 2012. BIS (2012). Indian Standards Drinking Water Specifcations, 2012.
go back to reference Central Ground Water Board (CGWB), NCCR (2012) Aquifer Systems of Chhattisgarh. Central Ground Water Board, North Central Chhattisgarh Region. Ministry of Water Resources, Government of India, New Delhi. Central Ground Water Board (CGWB), NCCR (2012) Aquifer Systems of Chhattisgarh. Central Ground Water Board, North Central Chhattisgarh Region. Ministry of Water Resources, Government of India, New Delhi.
go back to reference Costa JC, Alves MM, Ferreira EC (2009) Principal component analysis and quantitative image analysis to predict effects of toxics in anaerobic granular sludge. Bioresource Technol 100:1180–1185CrossRef Costa JC, Alves MM, Ferreira EC (2009) Principal component analysis and quantitative image analysis to predict effects of toxics in anaerobic granular sludge. Bioresource Technol 100:1180–1185CrossRef
go back to reference Dheeraj VP, Sonkar AK, Singh CS (2022) Evaluation of groundwater quality using water quality index (WQI) in Ambedkar Nagar City, Uttar Pradesh, India. Lecture Notes Civil Eng 172:429–441CrossRef Dheeraj VP, Sonkar AK, Singh CS (2022) Evaluation of groundwater quality using water quality index (WQI) in Ambedkar Nagar City, Uttar Pradesh, India. Lecture Notes Civil Eng 172:429–441CrossRef
go back to reference Dheeraj VP, Singh CS, Sonkar AK, Kishore N (2023a) Assessment of Surface and Ground Water Quality around Korba Coalfield, India: An Integrated Approach of Water Quality Index, Multivariate Statistics Analysis and GIS. In: Dheeraj VP, Singh CS, Sonkar AK, Kishore N (eds) Sustainable Water Resources Management. Springer, Berlin Dheeraj VP, Singh CS, Sonkar AK, Kishore N (2023a) Assessment of Surface and Ground Water Quality around Korba Coalfield, India: An Integrated Approach of Water Quality Index, Multivariate Statistics Analysis and GIS. In: Dheeraj VP, Singh CS, Sonkar AK, Kishore N (eds) Sustainable Water Resources Management. Springer, Berlin
go back to reference Edet AE, Offiong OE (2002) Evaluation of Water Quality Pollution Indices for Heavy Metal Contamination Monitoring. A Study Case from Akpabuyo-Odukpani Area, Lower Cross River Basin (Southeastern Nigeria). GeoJournal 57(4):295–304CrossRef Edet AE, Offiong OE (2002) Evaluation of Water Quality Pollution Indices for Heavy Metal Contamination Monitoring. A Study Case from Akpabuyo-Odukpani Area, Lower Cross River Basin (Southeastern Nigeria). GeoJournal 57(4):295–304CrossRef
go back to reference Egbueri JC (2020) Groundwater quality assessment using pollution index of groundwater (PIG), ecological risk index (ERI) and hierarchical cluster analysis (HCA): a case study. Groundwater Sustain Develop 10:100292CrossRef Egbueri JC (2020) Groundwater quality assessment using pollution index of groundwater (PIG), ecological risk index (ERI) and hierarchical cluster analysis (HCA): a case study. Groundwater Sustain Develop 10:100292CrossRef
go back to reference Egbueri JC, Mgbenu CN, Chukwu CN (2019) Investigating the hydrogeochemical processes and quality of water resources in ojoto and environs using integrated classical methods. Model Earth Syst Environ 5(4):1443–1461CrossRef Egbueri JC, Mgbenu CN, Chukwu CN (2019) Investigating the hydrogeochemical processes and quality of water resources in ojoto and environs using integrated classical methods. Model Earth Syst Environ 5(4):1443–1461CrossRef
go back to reference Gleeson T, Wada Y, Bierkens MFP, Van Beek LPH (2012) Water balance of global aquifers revealed by groundwater footprint. Nature 488(7410):197–200ADSCrossRefPubMed Gleeson T, Wada Y, Bierkens MFP, Van Beek LPH (2012) Water balance of global aquifers revealed by groundwater footprint. Nature 488(7410):197–200ADSCrossRefPubMed
go back to reference Guan Y, Shao C, Ju M (2014) Heavy metal contamination assessment and partition for industrial and mining gathering areas. Int J Environ Res Public Health 11(7):7286–7303CrossRefPubMedPubMedCentral Guan Y, Shao C, Ju M (2014) Heavy metal contamination assessment and partition for industrial and mining gathering areas. Int J Environ Res Public Health 11(7):7286–7303CrossRefPubMedPubMedCentral
go back to reference Gupta M, Srivastava PK (2010) Integrating GIS and remote sensing for identification of groundwater potential zones in the Hilly Terrain of Pavagarh, Gujarat, India. Water Int 35(2):233–245CrossRef Gupta M, Srivastava PK (2010) Integrating GIS and remote sensing for identification of groundwater potential zones in the Hilly Terrain of Pavagarh, Gujarat, India. Water Int 35(2):233–245CrossRef
go back to reference Khan R, Israili SH, Ahmad H, Mohan A (2005) Heavy metal pollution assessment in surface water bodies and its suitability for irrigation around the Neyevli Lignite mines and associated industrial complex, Tamil. Springer 24(3):155–161 Khan R, Israili SH, Ahmad H, Mohan A (2005) Heavy metal pollution assessment in surface water bodies and its suitability for irrigation around the Neyevli Lignite mines and associated industrial complex, Tamil. Springer 24(3):155–161
go back to reference Mohamed AE, Rashed MN, Mofty A (2003) Assessment of essential and toxic elements in some kinds of vegetables. Ecotoxicol Environ Saf 55(3):251–260CrossRefPubMed Mohamed AE, Rashed MN, Mofty A (2003) Assessment of essential and toxic elements in some kinds of vegetables. Ecotoxicol Environ Saf 55(3):251–260CrossRefPubMed
go back to reference Momodu MA, Anyakora CA (2010) Heavy metal contamination of ground water: the surulere case study. Res J Environ Earth Sci 2(1):39–43 Momodu MA, Anyakora CA (2010) Heavy metal contamination of ground water: the surulere case study. Res J Environ Earth Sci 2(1):39–43
go back to reference Nouri J, Mahvi AH, Jahed GR, Babaei AA (2008) Regional distribution pattern of groundwater heavy metals resulting from agricultural activities. Environ Geol 55(6):1337–1343ADSCrossRef Nouri J, Mahvi AH, Jahed GR, Babaei AA (2008) Regional distribution pattern of groundwater heavy metals resulting from agricultural activities. Environ Geol 55(6):1337–1343ADSCrossRef
go back to reference Prasad B, Bose JM (2001) Evaluation of the heavy metal pollution index for surface and spring water near a limestone mining area of the lower Himalayas. Environ Geol 41(1–2):183–188ADSCrossRef Prasad B, Bose JM (2001) Evaluation of the heavy metal pollution index for surface and spring water near a limestone mining area of the lower Himalayas. Environ Geol 41(1–2):183–188ADSCrossRef
go back to reference Prasanna MV, Chidambaram S, Shahul Hameed A, Srnivasamoorthy K (2011) Hydrogeochemical analysis and evaluation of groundwater quality in the Gadilam River Basin, Tamil Nadu, India. J Earth Syst Sci 120(1):85–98ADSCrossRef Prasanna MV, Chidambaram S, Shahul Hameed A, Srnivasamoorthy K (2011) Hydrogeochemical analysis and evaluation of groundwater quality in the Gadilam River Basin, Tamil Nadu, India. J Earth Syst Sci 120(1):85–98ADSCrossRef
go back to reference Prasanna MV, Nagarajan R, Chidambaram S, Elayaraja A (2012) Assessment of metals distribution and microbial contamination at selected lake waters in and around Miri City, East Malaysia. Bull Environ Contam Toxicol 89(3):507–511CrossRefPubMed Prasanna MV, Nagarajan R, Chidambaram S, Elayaraja A (2012) Assessment of metals distribution and microbial contamination at selected lake waters in and around Miri City, East Malaysia. Bull Environ Contam Toxicol 89(3):507–511CrossRefPubMed
go back to reference Proshad R, Kormoker T, Islam S (2021) Distribution, source identification, ecological and health risks of heavy metals in surface sediments of the Rupsa River, Bangladesh. Taylor & Francis 40(1):77–101 Proshad R, Kormoker T, Islam S (2021) Distribution, source identification, ecological and health risks of heavy metals in surface sediments of the Rupsa River, Bangladesh. Taylor & Francis 40(1):77–101
go back to reference Ravikumar P, Somashekar RK (2017) Principal component analysis and hydrochemical facies characterization to evaluate groundwater quality in Varahi River Basin, Karnataka State, India. Appl Water Sci 7(2):745–755ADSCrossRef Ravikumar P, Somashekar RK (2017) Principal component analysis and hydrochemical facies characterization to evaluate groundwater quality in Varahi River Basin, Karnataka State, India. Appl Water Sci 7(2):745–755ADSCrossRef
go back to reference Reiners WA, Marks RH, Vitousek PM (1975) Heavy metals in subalpine and alpine soils of new hampshire. JSTOR 26:264 Reiners WA, Marks RH, Vitousek PM (1975) Heavy metals in subalpine and alpine soils of new hampshire. JSTOR 26:264
go back to reference Satapathy I, Syed TH (2015) Characterization of groundwater potential and artificial recharge sites in Bokaro District, Jharkhand (India), using remote sensing and GIS-based techniques. Environmental Earth Sciences 74(5):4215–4232ADSCrossRef Satapathy I, Syed TH (2015) Characterization of groundwater potential and artificial recharge sites in Bokaro District, Jharkhand (India), using remote sensing and GIS-based techniques. Environmental Earth Sciences 74(5):4215–4232ADSCrossRef
go back to reference Shaibur, M. R., Ahmmed, I., Sarwar, S., Karim, R., Hossain, M. M., Islam, M. S., ... & Ambade, B. (2023) “Groundwater Quality of Some Parts of Coastal Bhola District, Bangladesh: Exceptional Evidence.” mdpi.comMR Shaibur, I Ahmmed, S Sarwar, R Karim, MM Hossain, MS Islam, MS Shah, AS KhanUrban Science, 2023•mdpi.com. https://www.mdpi.com/2413-8851/7/3/71. Shaibur, M. R., Ahmmed, I., Sarwar, S., Karim, R., Hossain, M. M., Islam, M. S., ... & Ambade, B. (2023) “Groundwater Quality of Some Parts of Coastal Bhola District, Bangladesh: Exceptional Evidence.” mdpi.comMR Shaibur, I Ahmmed, S Sarwar, R Karim, MM Hossain, MS Islam, MS Shah, AS KhanUrban Science, 2023•mdpi.com. https://​www.​mdpi.​com/​2413-8851/​7/​3/​71.
go back to reference Singh G, Kamal RK (2017) Heavy metal contamination and its indexing approach for groundwater of Goa Mining Region, India. Appl Water Sci 7(3):1479–1485ADSCrossRef Singh G, Kamal RK (2017) Heavy metal contamination and its indexing approach for groundwater of Goa Mining Region, India. Appl Water Sci 7(3):1479–1485ADSCrossRef
go back to reference South Eastern Coalfields Limited, Bilaspur. 2012. Report on Vegetation Cover Mapping of Korba Coalfield Based on Satellite Data of the Year 2012. South Eastern Coalfields Limited, Bilaspur. 2012. Report on Vegetation Cover Mapping of Korba Coalfield Based on Satellite Data of the Year 2012.
go back to reference Stallard RF, Edmond JM (1983) Geochemistry of the Amazon 2. The influence of geology and weathering environment on the dissolved load. J Geophys Res 88(C14):9671–9688ADSCrossRef Stallard RF, Edmond JM (1983) Geochemistry of the Amazon 2. The influence of geology and weathering environment on the dissolved load. J Geophys Res 88(C14):9671–9688ADSCrossRef
go back to reference Tauqeer, H. M., Fatima, M., Rashid, A., Shahbaz, A. K., Ramzani, P. M. A., Farhad, M., ... & Iqbal, M. (2021). “The Current Scenario and Prospects of Immobilization Remediation Technique for the Management of Heavy Metals Contaminated Soils.” Approaches to the Remediation of Inorganic Pollutants: 155–85. Tauqeer, H. M., Fatima, M., Rashid, A., Shahbaz, A. K., Ramzani, P. M. A., Farhad, M., ... & Iqbal, M. (2021). “The Current Scenario and Prospects of Immobilization Remediation Technique for the Management of Heavy Metals Contaminated Soils.” Approaches to the Remediation of Inorganic Pollutants: 155–85.
go back to reference Tirkey P, Bhattacharya T, Chakraborty S, Baraik S (2017) Assessment of groundwater quality and associated health risks: a case study of Ranchi City, Jharkhand, India. Elsevier Tirkey P, Bhattacharya T, Chakraborty S, Baraik S (2017) Assessment of groundwater quality and associated health risks: a case study of Ranchi City, Jharkhand, India. Elsevier
go back to reference Tiwari AK, Singh PK, Singh AK, De Maio M (2016) Estimation of heavy metal contamination in groundwater and development of a heavy metal pollution index by using GIS technique. Springer 96(4):508–515 Tiwari AK, Singh PK, Singh AK, De Maio M (2016) Estimation of heavy metal contamination in groundwater and development of a heavy metal pollution index by using GIS technique. Springer 96(4):508–515
go back to reference Tiwary RK (2001) Environmental impact of coal mining on water regime and its management. Water Air Soil Pollut 132(1–2):185–199ADSCrossRef Tiwary RK (2001) Environmental impact of coal mining on water regime and its management. Water Air Soil Pollut 132(1–2):185–199ADSCrossRef
go back to reference Turan V (2019) Confident performance of chitosan and pistachio shell biochar on reducing Ni bioavailability in soil and plant plus improved the soil enzymatic activities, antioxidant. Ecotoxicol Environ Safety 183:109594CrossRefPubMed Turan V (2019) Confident performance of chitosan and pistachio shell biochar on reducing Ni bioavailability in soil and plant plus improved the soil enzymatic activities, antioxidant. Ecotoxicol Environ Safety 183:109594CrossRefPubMed
go back to reference Turan V (2020) Potential of pistachio shell biochar and dicalcium phosphate combination to reduce Pb speciation in spinach, improved soil enzymatic activities, plant nutritional. Chemosphere 245:125611ADSCrossRefPubMed Turan V (2020) Potential of pistachio shell biochar and dicalcium phosphate combination to reduce Pb speciation in spinach, improved soil enzymatic activities, plant nutritional. Chemosphere 245:125611ADSCrossRefPubMed
go back to reference Turan V (2022) Calcite in combination with olive pulp biochar reduces Ni mobility in soil and its distribution in chili plant. Int J Phytorem 24(2):166–176MathSciNetCrossRef Turan V (2022) Calcite in combination with olive pulp biochar reduces Ni mobility in soil and its distribution in chili plant. Int J Phytorem 24(2):166–176MathSciNetCrossRef
go back to reference Turan V, Khan SA, Iqbal M, Ramzani PMA, Fatima M (2018a) Promoting the productivity and quality of Brinjal aligned with heavy metals immobilization in a wastewater irrigated heavy metal polluted soil with biochar and chitosan. Ecotoxicol Environ Safety 161:409–419CrossRefPubMed Turan V, Khan SA, Iqbal M, Ramzani PMA, Fatima M (2018a) Promoting the productivity and quality of Brinjal aligned with heavy metals immobilization in a wastewater irrigated heavy metal polluted soil with biochar and chitosan. Ecotoxicol Environ Safety 161:409–419CrossRefPubMed
go back to reference Turan V, Ramzani PMA, Ali Q, Abbas F, Iqbal M, Irum A, Khan WUD (2018b) Alleviation of nickel toxicity and an improvement in zinc bioavailability in sunflower seed with chitosan and biochar application in PH adjusted nickel contaminated soil. Archiv Agronomy Soil Sci 64(8):1053–1067CrossRef Turan V, Ramzani PMA, Ali Q, Abbas F, Iqbal M, Irum A, Khan WUD (2018b) Alleviation of nickel toxicity and an improvement in zinc bioavailability in sunflower seed with chitosan and biochar application in PH adjusted nickel contaminated soil. Archiv Agronomy Soil Sci 64(8):1053–1067CrossRef
go back to reference Uddin MG, Moniruzzaman M, Quader MA, Hasan MA (2018) Spatial variability in the distribution of trace metals in groundwater around the Rooppur nuclear power plant in Ishwardi, Bangladesh. Groundwater Sustain Develop 7:220–231CrossRef Uddin MG, Moniruzzaman M, Quader MA, Hasan MA (2018) Spatial variability in the distribution of trace metals in groundwater around the Rooppur nuclear power plant in Ishwardi, Bangladesh. Groundwater Sustain Develop 7:220–231CrossRef
go back to reference Uddin MG, Nash S, Olbert AI (2021) A review of water quality index models and their use for assessing surface water quality. Ecol Indicators 122:107218CrossRef Uddin MG, Nash S, Olbert AI (2021) A review of water quality index models and their use for assessing surface water quality. Ecol Indicators 122:107218CrossRef
go back to reference Uddin MG, Diganta MTM, Sajib AM, Hasan MA, Moniruzzaman M, Rahman A, Moniruzzaman M (2023a) Assessment of hydrogeochemistry in groundwater using water quality index model and indices approaches. Heliyon 9:e19668CrossRefPubMedPubMedCentral Uddin MG, Diganta MTM, Sajib AM, Hasan MA, Moniruzzaman M, Rahman A, Moniruzzaman M (2023a) Assessment of hydrogeochemistry in groundwater using water quality index model and indices approaches. Heliyon 9:e19668CrossRefPubMedPubMedCentral
go back to reference Uddin, M. G., Nash, S., Diganta, M. T. M., Rahman, A., & Olbert, A. I. (2023). “A Comparison of Geocomputational Models for Validating Geospatial Distribution of Water Quality Index.” Computational Statistical Methodologies and Modeling for Artificial Intelligence: 243–76. Uddin, M. G., Nash, S., Diganta, M. T. M., Rahman, A., & Olbert, A. I. (2023). “A Comparison of Geocomputational Models for Validating Geospatial Distribution of Water Quality Index.” Computational Statistical Methodologies and Modeling for Artificial Intelligence: 243–76.
go back to reference Varshney R, Modi P, Sonkar AK, Singh P, Jamal A (2022) Assessment of surface water quality in and around Singrauli coalfield, India and its remediation: an integrated approach of GIS, water quality index, multivariate statistics and phytoremediation. Arab J Geosci 15(18):1530CrossRef Varshney R, Modi P, Sonkar AK, Singh P, Jamal A (2022) Assessment of surface water quality in and around Singrauli coalfield, India and its remediation: an integrated approach of GIS, water quality index, multivariate statistics and phytoremediation. Arab J Geosci 15(18):1530CrossRef
go back to reference Venkatramanan S, Chung SY, Kim TH, Prasanna MV, Hamm SY (2015) Assessment and distribution of metals contamination in groundwater: a case study of Busan City, Korea. Water Qual Expo Health 7(2):219–225CrossRef Venkatramanan S, Chung SY, Kim TH, Prasanna MV, Hamm SY (2015) Assessment and distribution of metals contamination in groundwater: a case study of Busan City, Korea. Water Qual Expo Health 7(2):219–225CrossRef
go back to reference Vongdala, N., Tran, H. D., Xuan, T. D., Teschke, R., & Khanh, T. D. (2019). “Heavy Metal Accumulation in Water, Soil, and Plants of Municipal Solid Waste Landfill in Vientiane, Laos.” mdpi.com. https://www.mdpi.com/384812. Vongdala, N., Tran, H. D., Xuan, T. D., Teschke, R., & Khanh, T. D. (2019). “Heavy Metal Accumulation in Water, Soil, and Plants of Municipal Solid Waste Landfill in Vientiane, Laos.” mdpi.com. https://​www.​mdpi.​com/​384812.
go back to reference World Health Organization, 2022. Guidelines for Drinking-Water Quality: Incorporating the First and Second Addenda. World Health Organization, 2022. Guidelines for Drinking-Water Quality: Incorporating the First and Second Addenda.
Metadata
Title
Heavy metal pollution indices estimation and principal component analysis to evaluate the groundwater quality for drinking purposes in coalfield region, India
Authors
Vijayendra Pratap Dheeraj
C. S. Singh
Ashwani Kumar Sonkar
Nawal Kishore
Publication date
01-02-2024
Publisher
Springer International Publishing
Published in
Sustainable Water Resources Management / Issue 1/2024
Print ISSN: 2363-5037
Electronic ISSN: 2363-5045
DOI
https://doi.org/10.1007/s40899-023-01013-y

Other articles of this Issue 1/2024

Sustainable Water Resources Management 1/2024 Go to the issue