Abstract
Groundwater contamination has become a serious environmental threat throughout the world in the era of Anthropocene. Thus, the present study examined the groundwater quality for irrigation purposes based on the entropy method and heavy metal pollution indices. To compute the entropy-based groundwater irrigation quality index (EIWQI), physicochemical parameters such as pH, chloride (Cl−) and nitrate (NO3−), irrigation indices including electrical conductivity (EC), sodium absorption ratio (SAR), sodium percentage (%Na), soluble sodium percentage (SSP), residual sodium carbonate (RSC), magnesium hazard (MH), Kelley’s ration (KR), permeability index (PI) and heavy metals such as manganese (Mn), iron (Fe), zinc (Zn) and arsenic (As) have been employed for the 37 sample wells of the Damodar fan delta (DFD), India, which is a semi-critical agriculture-dominated region. Shannon’s entropy method has been used to assign the weights of the different parameters for constructing the EIWQI. The results portray a spatial variation of the irrigation water quality in the DFD. The EIWQI revealed that 27.03%, 59.46%, 8.11%, 2.7% and 2.7% of the sample wells, respectively, contain excellent, good, moderate, poor and very poor quality of irrigation water. On the other hand, heavy metal pollution indices (modified degree of contamination, pollution load index, Nemerow index and modified heavy metal pollution index) show that 15–20% of sample wells of the DFD are contaminated by heavy metal pollution. The pockets of pollution are concentrated in the southwestern, northeastern and central parts of the DFD. The study found that the spatial variation in groundwater quality is controlled by the higher sodium concentration, carbonate weathering and expansion of agricultural and urban-industrial areas.
Similar content being viewed by others
Data availability
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
References
Acharyya SK, Shah BA (2007) Arsenic-contaminated groundwater from parts of Damodar fan-delta and west of Bhagirathi River, West Bengal, India: influence of fluvial geomorphology and Quaternary morphostratigraphy. Environ Geol 52(3):489–501. https://doi.org/10.1007/s00254-006-0482-z
Abdullah TO, Ali SS, Al-Ansari NA, Knutsson S (2019) Hydrogeochemical evaluation of groundwater and its suitability for domestic uses in Halabja Saidsadiq Basin. Iraq Water 11(4):690. https://doi.org/10.3390/w11040690
Adimalla N, Li P, Venkatayogi S (2018) Hydrogeochemical evaluation of groundwater quality for drinking and irrigation purposes and integrated interpretation with water quality index studies. Environmental Processes 5(2):363–383. https://doi.org/10.1007/s40710-018-0297-4
Adimalla N, Dhakate R, Kasarla A, Taloor AK (2020) Appraisal of groundwater quality for drinking and irrigation purposes in Central Telangana India. Groundw Sustain Dev 10:100334. https://doi.org/10.1016/j.gsd.2020.100334
Al Maliki AA, Abbass ZD, Hussain HM, Al-Ansari N (2020) Assessment of the groundwater suitability for irrigation near Al Kufa City and preparing the final water quality maps using spatial distribution tools. Environ Earth Sci 79(13):1–12. https://doi.org/10.1007/s12665-020-09060-w
Aravinthasamy P, Karunanidhi D, Rao NS, Subramani T, Srinivasamoorthy K (2020) Irrigation risk assessment of groundwater in a non-perennial river basin of South India: implication from irrigation water quality index (IWQI) and geographical information system (GIS) approaches. Arab J Geosci 13(21):1–14. https://doi.org/10.1007/s12517-020-06103-1
Arco-Lázaro E, Pardo T, Clemente R, Bernal MP (2018) Arsenic adsorption and plant availability in an agricultural soil irrigated with As-rich water: effects of Fe-rich amendments and organic and inorganic fertilisers. J Environ Manage 209:262–272. https://doi.org/10.1016/j.jenvman.2017.12.042
Balasubramani K, Murthy KR, Gomathi M, Kumaraswamy K (2020) Integrated assessment of groundwater resources in a semi-arid watershed of South India: implications for irrigated agriculture. GeoJournal 85(6):1701–1723. https://doi.org/10.1007/s10708-019-10050-0
Barik R, Pattanayak SK (2019) Assessment of groundwater quality for irrigation of green spaces in the Rourkela city of Odisha, India. Groundw Sustain Dev 8:428–438
Bauder TA, Waskom R, Sutherland P, Davis J, Follett R, Soltanpour P (2011) Irrigation water quality criteria service in action; no 0506, pp 1–4
Bhattacharyya K (2011) The Lower Damodar River, India: understanding the human role in changing fluvial environment. Springer, Berlin
Bilali AE, Taleb A (2020) Prediction of irrigation water quality parameters using machine learning models in a semi-arid environment. J Saudi Soc Agric Sci 19(7):439–451. https://doi.org/10.1016/j.jssas.2020.08.001
Bozdağ A (2014) Combining AHP with GIS for assessment of irrigation water quality in Çumra irrigation district (Konya), Central Anatolia Turkey. Environ Earth Sci 73(12):8217–8236. https://doi.org/10.1007/s12665-014-3972-4
CGWB (2006) Dynamic ground water resources of India. Faridabad: Ministry of Water Resources, River Development & Ganga Rejuvenation Government of India. Accessed on 6 Nov 2021. http://cgwb.gov.in/Documents/Dynamic-GW-Resources-2004.pdf
CGWB (2017) Dynamic ground water resources of India. Faridabad: Ministry of Water Resources, River Development & Ganga Rejuvenation Government of India. Accessed on 6 Nov 2021. http://cgwb.gov.in/GW-Assessment/GWRA-2017-National-Compilation.pdf
CGWB (2020) Ground Water Year Book of West Bengal & Andaman & Nicobar Islands (2019–2020). Kolkata: Ministry of Water Resources, River Development & Ganga Rejuvenation Government of India. Accessed on 6 Nov 2021. http://cgwb.gov.in/Regions/ER/Reports/GWYB%202019-2020%20WB%20&%20AN.pdf
Chaturvedi A, Bhattacharjee S, Singh AK, Kumar V (2018) A new approach for indexing groundwater heavy metal pollution. Ecol Indic 87:323–331. https://doi.org/10.1016/j.ecolind.2017.12.052
Chen FW, Liu CW (2012) Estimation of the spatial rainfall distribution using inverse distance weighting (IDW) in the middle of Taiwan. Paddy Water Environ 10(3):209–222. https://doi.org/10.1007/s10333-012-0319-1
Das J, Rahman AS, Mandal T, Saha P (2021) Exploring driving forces of large-scale unsustainable groundwater development for irrigation in lower Ganga River basin in India. Environ Dev Sustain 23(5):7289–7309. https://doi.org/10.1007/s10668-020-00917-5
Das S, Sarkar R (2021) Monitoring and evaluating the spatiotemporal variations of the water quality of a stretch of the Bhagirathi-Hugli River, West Bengal, India, using geospatial technology and integrated statistical methods. Environ Sci Pollut Res 28(13):15853–15869. https://doi.org/10.1007/s11356-020-11655-6
District Statistical Officer (2021) Agricultural information, Burdwan, http://bardhaman.nic.in/agri/agriculture.htm. Accessed on 26 Mar 2021
Doneen LD (1962) The influence of crop and soil on percolating water. In Proc. 11961 Biennial conference on Groundwater recharge. pp 156–163
Dwivedi PR, Augur MR, Agrawal A (2014) Analysis of water quality using physico-chemical parameters in Charcha colliery, Korea district, Chhattisgarh India. Recent Res Sci Technol 6(1):48–50
El Behairy RA, El Baroudy AA, Ibrahim MM, Kheir A, Shokr MS (2021) Modelling and assessment of irrigation water quality index using GIS in semi-arid region for sustainable agriculture. Wat Air and Soil Poll 232(9):1–19. https://doi.org/10.1007/s11270-021-05310-0
Eldaw E, Huang T, Mohamed AK, Mahama Y (2021) Classification of groundwater suitability for irrigation purposes using a comprehensive approach based on the AHP and GIS techniques in North Kurdufan Province Sudan. Appl Water Sci 11(7):1–19. https://doi.org/10.1007/s13201-021-01443-z
FAO (1985) Water quality for agriculture. Food and Agriculture Organization of the United Nations, Rome
Ganiyu SA, Badmus BS, Olurin OT, Ojekunle ZO (2018) Evaluation of seasonal variation of water quality using multivariate statistical analysis and irrigation parameter indices in Ajakanga area, Ibadan. Nigeria Appl Water Sci 8(1):1–15. https://doi.org/10.1007/s13201-018-0677-y
Gao Y, Qian H, Ren W, Wang H, Liu F, Yang F (2020) Hydrogeochemical characterization and quality assessment of groundwater based on integrated-weight water quality index in a concentrated urban area. J Clean Prod 260:121006. https://doi.org/10.1016/j.jclepro.2020.121006
Gazzaz NM, Yusoff MK, Ramli MF, Juahir H, Aris AZ (2015) Artificial neural network modeling of the water quality index using land use areas as predictors. Water Environ Res 87(2):99–112. https://doi.org/10.2175/106143014X14062131179276
Gharibi H, Mahvi AH, Nabizadeh R, Arabalibeik H, Yunesian M, Sowlat MH (2012) A novel approach in water quality assessment based on fuzzy logic. J Environ Manag 112:87–95. https://doi.org/10.1016/j.jenvman.2012.07.007
Ghazaryan K, Movsesyan H, Gevorgyan A, Minkina T, Sushkova S, Rajput V, Mandzhieva S (2020) Comparative hydrochemical assessment of groundwater quality from different aquifers for irrigation purposes using IWQI: A case-study from Masis province in Armenia. Groundw Sustain Dev 11:100459. https://doi.org/10.1016/j.gsd.2020.100459
Gibbs RJ (1970) Mechanisms controlling world water chemistry. Science 170(3962):1088–1090. https://doi.org/10.1126/science.170.3962.1088
Gidey A (2018) Geospatial distribution modeling and determining suitability of groundwater quality for irrigation purpose using geospatial methods and water quality index (WQI) in Northern Ethiopia. Appl Water Sci 8(3):1–16. https://doi.org/10.1007/s13201-018-0722-x
Gowd SS (2005) Assessment of groundwater quality for drinking and irrigation purposes: a case study of Peddavanka watershed, Anantapur District, Andhra Pradesh. India Environ Geol 48(6):702–712. https://doi.org/10.1007/s00254-005-0009-z
Haghnazar H, Cunningham JA, Kumar V, Aghayani E, Mehraein M (2022a) COVID-19 and urban rivers: effects of lockdown period on surface water pollution and quality—a case study of the Zarjoub River, north of Iran. Environ Sci Pollut Res 1-17 https://doi.org/10.1007/s11356-021-18286-5
Haghnazar H, Johannesson KH, González-Pinzón R, Pourakbar M, Aghayani E, Rajabi A, Hashemi AA (2022b) Groundwater geochemistry, quality, and pollution of the largest lake basin in the Middle East: Comparison of PMF and PCA-MLR receptor models and application of the source-oriented HHRA approach. Chemosphere 288:132489. https://doi.org/10.1016/j.chemosphere.2021.132489
Hasan MSU, Rai AK (2020) Groundwater quality assessment in the Lower Ganga Basin using entropy information theory and GIS. J Clean Prod 274:123077. https://doi.org/10.1016/j.jclepro.2020.123077
Honarbakhsh A, Tahmoures M, Tashayo B, Mousazadeh M, Ingram B, Ostovari Y (2019) GIS-based assessment of groundwater quality for drinking purpose in northern part of Fars province Marvdasht. J Water Supply: Res Technol-AQUA 68(3):187–196. https://doi.org/10.2166/aqua.2019.119
Horton RK (1965) An index number system for rating water quality. J Water Pollut Control Fed 37(3):300–306
Ibrahim MN (2019) Assessing groundwater quality for drinking purpose in Jordan: application of water quality index. J Ecol Eng 20(3). https://doi.org/10.12911/22998993/99740
Islam A, Ghosh S (2021a) Community-based riverine flood risk assessment and evaluating its drivers: evidence from Rarh Plains of India. Appl Spat Anal Policy 1-47 https://doi.org/10.1007/s12061-021-09384-5
Sarkar B, Islam A, Majumder A (2021) Seawater intrusion into groundwater and its impact on irrigation and agriculture: Evidence from the coastal region of West Bengal, India. Reg Stud Mar Sci 44, 101751. https://www.sciencedirect.com/science/article/abs/pii/S2352485521001432
Indian Institute of Technology Kanpur (2015) Results of the water quality parameters of the institute. Accessed on 26 Dec 2021. https://iitk.ac.in/iwd/wq/Dec-2015.pdf.
Islam A, Ghosh S (2021b) Economic transformation in the wake of flood: a case of the lower stretch of the Mayurakshi River Basin, India. Environ Dev Sustain 1-41 https://doi.org/10.1007/s10668-021-01310-6
Kavurmacı M, Karakuş CB (2020) Evaluation of irrigation water quality by data envelopment analysis and analytic hierarchy process-based water quality indices: the case of Aksaray City. Turkey Wat Air and Soil Poll 231(2):1–17. https://doi.org/10.1007/s11270-020-4427-z
Keesari T, Ramakumar KL, Chidambaram S, Pethperumal S, Thilagavathi R (2016) Understanding the hydrochemical behavior of groundwater and its suitability for drinking and agricultural purposes in Pondicherry area, South India—a step towards sustainable development. Groundw Sustain Dev 2:143–153. https://doi.org/10.1016/j.gsd.2016.08.001
Kelley WP, Brown SM, Leibig GI (1940) Chemical effects of saline irrigation water on soils. Soil Sci 49:95–107
Kelley WP (1951) AIkali soils: their formation, properties and reclamation. Reinhold Publishing Company. New York
Khanoranga, Khalid S (2019) An assessment of groundwater quality for irrigation and drinking purposes around brick kilns in three districts of Balochistan province, Pakistan, through water quality index and multivariate statistical approaches. J Geochem Explor 197:14-26. https://doi.org/10.1016/j.gexplo.2018.11.007
Khadija D, Hicham A, Rida A, Hicham E, Nordine N, Najlaa F (2021) Surface water quality assessment in the semi-arid area by a combination of heavy metal pollution indices and statistical approaches for sustainable management. Environ Challenges 5:100230. https://doi.org/10.1016/j.envc.2021.100230
Kumar SK, Logeshkumaran A, Magesh NS, Godson PS, Chandrasekar N (2015) Hydro-geochemistry and application of water quality index (WQI) for groundwater quality assessment, Anna Nagar, part of Chennai City, Tamil Nadu, India. Appl Water Sci 5:335–343. https://doi.org/10.1007/s13201-014-0196-4
Kumari MKN, Sakai K, Kimura S, Yuge K, Gunarathna MHJP (2019) Classification of groundwater suitability for irrigation in the Ulagalla tank Cascade landscape by GIS and the analytic hierarchy process. Agronomy 9(7):351. https://doi.org/10.3390/agronomy9070351
Kurdi M, Eslamkish T (2017) Hydro-geochemical classification and spatial distribution of groundwater to examine the suitability for irrigation purposes (Golestan Province, north of Iran). Paddy Water Environ 15(4):731–744. https://doi.org/10.1007/s10333-017-0587-x
Szabolcs I (1964) The influence of irrigation water of high sodium carbonate content on soils. Agrokémia és talajtan 13:237-246. http://real.mtak.hu/96046/1/at_1964_13_SUPP_237-246.pdf
Lee HC, Chang CT (2018) Comparative analysis of MCDM methods for ranking renewable energy sources in Taiwan. Renew Sust Energ Rev 92:883–896. https://doi.org/10.1016/j.rser.2018.05.007
Liu S, Zhang Y, Bi S, Zhang X, Li X, Lin M, Hu G (2015) Heavy metals distribution and environmental quality assessment for sediments off the southern coast of the Shandong Peninsula. China Mar Pollut Bull 100(1):483–488. https://doi.org/10.1016/j.marpolbul.2015.09.028
Luo Y, Xiao Y, Hao Q, Zhang Y, Zhao Z, Wang S, Dong G (2021) Groundwater geochemical signatures and implication for sustainable development in a typical endorheic watershed on Tibetan plateau. Environ Sci Pollut Res 1-18https://doi.org/10.1007/s11356-021-14018-x
Mahammad S, Islam A (2021a) Evaluating the groundwater quality of Damodar Fan Delta (India) using fuzzy-AHP MCDM technique. Appl Water Sci 11(7):1–17. https://doi.org/10.1007/s13201-021-01408-2
Mahammad S, Islam A (2021b) Identification of palaeochannels using optical images and radar data: a study of the Damodar fan delta, India. Arab J Geosci 14:1–22. https://doi.org/10.1007/s12517-021-07818-5
Majumder A, Sivaramakrishnan L (2014) Ground water budgeting in alluvial Damodar fan delta: a study in semi-critical Pandua block of West Bengal, India. Int J Geol Earth Environ Sci 4(3):23–37
Mallick S, Niyogi D (1972) Application of geomorphology in groundwater prospecting in the alluvial plains around Burdwan, West Bengal. Indian Geohydrology 8(2):86-98
Margat J, Van der Gun J (2013) Groundwater around the world: a geographic synopsis. CRC Press, Boca Raton, FL, USA
Maskooni EK, Naseri-Rad M, Berndtsson R, Nakagawa K (2020) Use of heavy metal content and modified water quality index to assess groundwater quality in a semiarid area. Water 12(4):1115. https://doi.org/10.3390/w12041115
Milovanovic M (2007) Water quality assessment and determination of pollution sources along the Axios/Vardar River Southeastern Europe. Desalination 213(1–3):159–173. https://doi.org/10.1016/j.desal.2006.06.022
Mirza A, Rahman MT, Saadat M, Islam MS, Al-mansur MA, Ahmed S (2017) Groundwater characterization and selection of suitable water type for irrigation in the western region of Bangladesh. Appl Water Sci 7(1):233
Mthembu PP, Elumalai V, Senthilkumar M, Wu J (2021) Investigation of geochemical characterization and groundwater quality with special emphasis on health risk assessment in alluvial aquifers, South Africa. Int J Environ Sci Technol 1-20https://doi.org/10.1007/s13762-021-03129-0
Naidu S, Gupta G, Singh R, Tahama K, Erram VC (2021) Hydrogeochemical processes regulating the groundwater quality and its suitability for drinking and irrigation purpose in parts of coastal Sindhudurg District Maharashtra. J Geol Soc India 97(2):173–185. https://doi.org/10.1007/s12594-021-1649-7
Narasaiah V, Rao BV (2021) Groundwater quality of a hard rock aquifer in the Subledu Basin of Khammam district. India Appl Water Sci 11(6):1–21. https://doi.org/10.1007/s13201-021-01424-2
Nas B, Berktay A (2010) Groundwater quality mapping in urban groundwater using GIS. Environ Monit Assess 160(1):215–227. https://doi.org/10.1007/s10661-008-0689-4
Niyogi D (1975) Quaternary Geology of the coastal plain ofWest Bengal and Orissa. Indian J Earth Sci 2:51–61
Oukil A, Soltani AA, Boutaghane H, Abdalla O, Bermad A, Hasbaia M, Boulassel MR (2021) A Surrogate Water Quality Index to assess groundwater using a unified DEA-OWA framework. Environ Sci Pollut Res 1-28https://doi.org/10.1007/s11356-021-13758-0
Pal T, Mukherjee PK (2009) Study of subsurface geology in locating arsenic-free groundwater in Bengal delta, West Bengal. India Environ Geol 56(6):1211–1225
Pal T, Mukherjee PK (2010) Search for groundwater arsenic in Pleistocene sequence of the Damodar River flood plain. West Bengal Indian J Geosci 64(1–4):109–112
Paliwal KV (1972) Irrigation with saline water, Water Tech. Center. Indian Agric. Res. Inst. New Delhi Monogram no. 2 (New series), p. 198.
Panneerselvam B, Muniraj K, Thomas M, Ravichandran N, Bidorn B (2021) Identifying influencing groundwater parameter on human health associate with irrigation indices using the Automatic Linear Model (ALM) in a semi-arid region in India. Environ Res 202:111778. https://doi.org/10.1016/j.envres.2021.111778
Piper AM (1944) A graphic procedure in the geochemical interpretation of water-analyses. EOS Trans Am Geophys Union 25(6):914–928. https://doi.org/10.1029/TR025i006p00914
Prasanna MV, Praveena SM, Chidambaram S, Nagarajan R, Elayaraja A (2012) Evaluation of water quality pollution indices for heavy metal contamination monitoring: a case study from Curtin Lake, Miri City East Malaysia. Environl Earth Sci 67(7):1987–2001. https://doi.org/10.1007/s12665-012-1639-6
Raghunath HM (1987) Ground water: hydrogeology, ground water survey and pumping tests, rural water supply and irrigation systems. New Age International, New Delhi, India. https://books.google.com.et/books?id=jdp0w5NVw-cC&printsec=frontcover#v=onepage&q&f=false
Ramakrishnaiah CR, Sadashivaiah C, Ranganna G (2009) Assessment of water quality index for the groundwater in Tumkur Taluk, Karnataka State. India E- J Chem 6(2):523–530. https://doi.org/10.1155/2009/757424
Ramesh K, Elango L (2012) Groundwater quality and its suitability for domestic and agricultural use in Tondiar river basin, Tamil Nadu India. Environ Monit Assess 184(6):3887–3899. https://doi.org/10.1007/s10661-011-2231-3
Richards LA (1954) Diagnosis and improvement of saline and alkaline soils. United States Salinity Laboratory Staff. United States Department of Agriculture, Washington. https://www.ars.usda.gov/ARSUserFiles/20360500/hb60_pdf/hb60complete.pdf
Rudra K (2010) Banglar Nadikatha (In Bengali). A.P. Printers, Sahitya Sansad, Kolkata
Sengupta S (1972) Geological framework of the Bhagirathi-Hooghly basin. In: Bagchi KG (ed) The Bhagirathi-Hooghly Basin, RD Press, Kolkata, pp 3–8
Shannon CE (1948) A mathematical theory of communications. Bell Syst Tech J 27:379–423. https://doi.org/10.1002/j.1538-7305.1948.tb00917.x
Sharma N, Vaid U, Sharma SK (2021) Assessment of groundwater quality for drinking and irrigation purpose using hydrochemical studies in Dera Bassi town and its surrounding agricultural area of Dera Bassi Tehsil of Punjab. India SN Appl Sci 3:245. https://doi.org/10.1007/s42452-021-04199-y
Singh AP, Dhadse K, Ahalawat J (2019) Managing water quality of a river using an integrated geographically weighted regression technique with fuzzy decision-making model. Environ Monit Assess 191(6):1–17. https://doi.org/10.1007/s10661-019-7487-z
Singh KK, Tewari G, Kumar S (2020). Evaluation of groundwater quality for suitability of irrigation purposes: a case study in the Udham Singh Nagar, Uttarakhand. J Chem 2020 https://doi.org/10.1155/2020/6924026
Sridharan M, Nathan DS (2018) Chemometric tool to study the mechanism of arsenic contamination in groundwater of Puducherry Region, South East Coast of India. Chemosphere 208:303–315. https://doi.org/10.1016/j.chemosphere.2018.05.083
Srivastava SK (2019) Assessment of groundwater quality for the suitability of irrigation and its impacts on crop yields in the Guna district, India. Agric Water Manag 216:224–241. https://doi.org/10.1016/j.agwat.2019.02.005
Steube C, Richter S, Griebler C (2009) First attempts towards an integrative concept for the ecological assessment of groundwater ecosystems. Hydrogeol J 17(1):23–35. https://doi.org/10.1007/s10040-008-0346-6
Zhou Y, Li P, Chen M, Dong Z, Lu C (2021) Groundwater quality for potable and irrigation uses and associated health risk in southern part of Gu’an County North China Plain. Environ Geochem Health 43(2):813–835. https://doi.org/10.1007/s10653-020-00553-y
Li P, Qian H, Wu J, Zhang Y, Zhang H (2013) Major ion chemistry of shallow groundwater in the Dongsheng Coalfield, Ordos Basin, China. Mine Water Environ 32:195-206. https://doi.org/10.1007/s10230-013-0234-8
Sarkar B, Islam A (2021) Assessing the suitability of groundwater for irrigation in the light of natural forcing and anthropogenic influx: a study in the Gangetic West Bengal, India. Environ Earth Sci 80(24): 1-19. https://link.springer.com/article/10.1007/s12665-021-10087-w
Sarkar B, Islam A (2019) Assessing the suitability of water for irrigation using major physical parameters and ion chemistry: a study of the Churni River, India. Arab J Geosci 12(20), 1-16. https://link.springer.com/article/10.1007/s12517-019-4827-9
Subramani T, Elango L, Damodarasamy SR (2005) Groundwater quality and its suitability for drinking and agricultural use in Chithar River Basin, Tamil Nadu. India Environ Geol 47(8):1099–1110. https://doi.org/10.1007/s00254-005-1243-0
Tijani MN (1994) Hydrogeochemical assessment of groundwater in Moro area, Kwara State. Nigeria Environ Geol 24(3):194–202. https://doi.org/10.1007/BF00766889
Tiwari AK, Singh AK, Singh AK, Singh MP (2017) Hydrogeochemical analysis and evaluation of surface water quality of Pratapgarh district, Uttar Pradesh. India Appl Water Sci 7(4):1609–1623. https://doi.org/10.1007/s13201-015-0313-z
Todd DK, Mays LW (2004) Groundwater hydrology. John Wiley & Sons
Tiri A, Belkhiri L, Mouni L (2018) Evaluation of surface water quality for drinking purposes using fuzzy inference system. Groundw Sustain Dev 6:235–244. https://doi.org/10.1016/j.gsd.2018.01.006
Tripathi SD, Aravindakshan PK, Ayyappan S, Jena JK, Muduli HK, Chandra S, Pani KCI (2000) New high in carp production in India through intensive polyculture. J Aquacult Trop 15(2):119–128
Troudi N, Hamzaoui-Azaza F, Tzoraki O, Melki F, Zammouri M (2020) Assessment of groundwater quality for drinking purpose with special emphasis on salinity and nitrate contamination in the shallow aquifer of Guenniche (Northern Tunisia). Environ Monit Assess 192(10):1–19. https://doi.org/10.1007/s10661-020-08584-9
Tyagi S, Sharma B, Singh P, Dobhal R (2013) Water quality assessment in terms of water quality index. Am J Water Resour 1(3):34–38. https://doi.org/10.12691/ajwr-1-3-3
USSL (1954) Diagnosis and improvement of saline and alkali soils, United States Department of Agriculture, Agricultural handbook No.60, Washington, D.C, 147p
Wagh VM, Mukate SV, Panaskar DB, Muley AA, Sahu UL (2019) Study of groundwater hydrochemistry and drinking suitability through Water Quality Index (WQI) modelling in Kadava river basin. India SN Appl Sci 1(10):1–16. https://doi.org/10.1007/s42452-019-1268-8
Wilcox L (1955) Classification and use of irrigation waters (Circular No. 969). United States Department of Agriculture, Washington DC, USA. https://ia803201.us.archive.org/10/items/classificationus969wilc/classificationus969wilc.pdf
Wilcox L (1948) The quality of water for irrigation use (Technical Bulletin 1962). United State Department of Agriculture, Washington DC, USA. https://ageconsearch.umn.edu/record/170282/files/tb962.pdf
Zemunac R, Savic R, Blagojevic B, Benka P, Bezdan A, Salvai A (2021) Assessment of surface and groundwater quality for irrigation purposes in the Danube-Tisa-Danube hydrosystem area (Serbia). Environ Monit Assess 193(8):1–19. https://doi.org/10.1007/s10661-021-09294-6
Zhang Q, Qian H, Xu P, Hou K, Yang F (2021) Groundwater quality assessment using a new integrated-weight water quality index (IWQI) and driver analysis in the Jiaokou Irrigation District China. Ecotoxicol Environ Saf 212:111992. https://doi.org/10.1016/j.ecoenv.2021.111992
Zhao X, Guo H, Wang Y, Wang G, Wang H, Zang X, Zhu J (2021) Groundwater hydrogeochemical characteristics and quality suitability assessment for irrigation and drinking purposes in an agricultural region of the North China plain. Environ Earth Sci 80(4):1–22. https://doi.org/10.1007/s12665-021-09432-w
Acknowledgements
The authors would like to acknowledge the Central Ground Water Board, Government of India for providing the groundwater quality data on the open-access website. The author would also acknowledge the Handling Editor and the three anonymous reviewers for their constructive comments that helped us a lot to improve this paper.
Funding
This work was supported by the University Grants Commission, Govt. of India (Grant No. 19806 (NET-JUNE 2015 dated 23, June 2016) awarded to the first author to carry out his PhD research work.
Author information
Authors and Affiliations
Contributions
Sadik Mahammad: conceptualization, methodology, writing original manuscript and software. Aznarul Islam: methodology, reviewing and editing and supervision. Pravat Kumar Shit: methodology and reviewing and editing.
Corresponding author
Ethics declarations
Ethics approval and consent to participate
Not applicable.
Consent for publication
Not applicable.
Conflict of interests
The authors declare no competing interests.
Additional information
Responsible Editor: Xianliang Yi
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Supplementary Information
Below is the link to the electronic supplementary material.
Rights and permissions
About this article
Cite this article
Mahammad, S., Islam, A. & Shit, P.K. Geospatial assessment of groundwater quality using entropy-based irrigation water quality index and heavy metal pollution indices. Environ Sci Pollut Res 30, 116498–116521 (2023). https://doi.org/10.1007/s11356-022-20665-5
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s11356-022-20665-5