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Assessment of groundwater quality using Entropy‑Weighted Quality Index (EWQI) and multivariate statistical approaches in Heilongdong Spring Basin, Northern China

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Abstract

Heilongdong Spring Basin (HSB) is an ecologically and economically important area in northern China, with widespread and intensive anthropogenic activities (industrialization, mining, agriculture). To understand the hydrogeochemical characteristics and water quality status of groundwater in various aquifers, 33 groundwater samples were collected and analyzed by Piper diagram, Gibbs diagram, Entropy-Weighted Quality Index (EWQI) and Hierarchical cluster analysis (HCA) in the area. The results indicated that the groundwater was mainly derived from meteoric water, and rock weathering was the dominant source of ions in the area. The majority of the karst groundwater samples (KGWs) fell in the category of HCO3-Ca·Mg and HCO3·SO4-Ca·Mg, the hydrochemical faces of pore groundwater (PGWs) and fissure groundwater (FGWs) samples were mainly SO4·HCO3-Ca type with a few of the HCO3·SO4-Ca·type. According to the EWQI, all the KGWs were within the EWQI of below 100 and were suitable for drinking, while the central and eastern parts of regions have elevated EWQI values, especially 3 samples of KGWs were within the EWQI value in the range of 83–95, closing to the “poor” bracket. In addition, 66.7% of FGWs and all the PGWs were unsuitable for drinking. The HCA results showed that local groundwater quality was mainly controlled by geogenic processes and anthropogenic factors. Especially, the shallow groundwater was more affected by anthropogenic activities. Moreover, it was worth noticing that a few karst groundwater samples were close to shallow groundwater samples, which might be related to coal mining and agricultural activities. The present results provide a scientific basis for the protection and utilization of groundwater in different aquifers.

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Data availability

The datasets generated and/or analyzed during the current study are not publicly available, additional data will be made available from the corresponding authors upon reasonable request.

References

  • Ahmad S, Umar R, Ahmad I (2022) Assessment of groundwater quality using Entropy-Weighted Quality Index (EWQI) and multivariate statistical techniques in Central Ganga plain, India. Environ Dev Sustain 26:1–29

    Article  Google Scholar 

  • Ahmed FT, Khan AHAN, Khan R, Saha SK, Alam FA, Dafader NC, Sultana S, Elius IB, Mamun SA (2021) Characterization of Arsenic contaminated groundwater from central Bangladesh: Irrigation feasibility and preliminary health risks assessment. Environ Nanotechnol Monit Manag 15:100433

    CAS  Google Scholar 

  • Alfaleh A, Khedher N, Alviz-Meza A (2023) Is the entropy-weighted water quality index a suitable index for evaluating the groundwater quality in Ha’il, Saudi Arabia? Water Sci Technol 88(3):778–797

    Article  CAS  Google Scholar 

  • Argamasilla M, Barbera JA, Andreo B (2017) Factors controlling groundwater salinization and hydrogeochemical processes in coastal aquifers from southern Spain. Sci Total Environ 580:50–68

    Article  CAS  Google Scholar 

  • Bai X, Liu Y (2014) Feasibility analysis on resuming flow of large karst spring in Heilongdong. J Groundw Sci Eng 2(2):80–87

    Article  Google Scholar 

  • Barzegar R, Asghari Moghaddam A, Adamowski J, Nazemi AH (2019) Assessing the potential origins and human health risks of trace elements in groundwater: a case study in the Khoy plain, Iran. Environ Geochem Health 41:981–1002

    Article  CAS  Google Scholar 

  • Chiocchini U, Castaldi F, Barbieri M, Eulilli V (2010) A stratigraphic and geophysical approach to studying the deep-circulating groundwater and thermal springs, and their recharge areas, in Cimini Mountains-Viterbo area, central Italy. Hydrogeol J 18:1319–1341

    Article  CAS  Google Scholar 

  • Djellali M, Guefaïfia O, Fehdi C, Djellali A, Hamad A (2023) Assessing the impact of artificial recharge on groundwater in an over-exploited aquifer: a case study in the Cheria Basin, North-East of Algeria. J Groundw Sci Eng 11(3):263–277

    Article  Google Scholar 

  • Fu C, Li X, Ma J, Liu L, Gao M, Bai Z (2018) A hydrochemistry and multi-isotopic study of groundwater origin and hydrochemical evolution in the middle reaches of the Kuye River basin. Appl Geochem 98:82–93

    Article  CAS  Google Scholar 

  • Fu D, Chen S, Chen Y, Yi Z (2022) Development of modified integrated water quality index to assess the surface water quality: a case study of Tuo River, China. Environ Monit Assess 194:333

    Article  Google Scholar 

  • Gaikwad S, Gaikwad S, Meshram D, Wagh V, Kandekar A, Kadam A (2020) Geochemical mobility of ions in groundwater from the tropical western coast of Maharashtra, India: Implication to groundwater quality. Environ Dev Sustain 22:2591–2624

    Article  Google Scholar 

  • Gaillardet J, Dupré B, Louvat P, Allegre CJ (1999) Global silicate weathering and CO2 consumption rates deduced from the chemistry of large rivers. Chem Geol 159:3–30

    Article  CAS  Google Scholar 

  • Gao M, Li X, Qian J, Wang Z, Hou X, Fu C, Ma J, Zhang C, Li J (2023a) Hydrogeochemical characteristics and evolution of karst groundwater in Heilongdong Spring Basin, Northern China. Water 15:726

    Article  CAS  Google Scholar 

  • Gao M, Li X, Qian J, Wang Z, Hou X, Gui C, Bai Z, Fu C, Li J, Zuo X (2023b) Hydrochemical characteristics and controlling factors of shallow and deep groundwater in the Heilongdong Spring Basin, Northern China. Sustainability 15:15447

    Article  CAS  Google Scholar 

  • Gibbs RJ (1970) Mechanisms controlling world water chemistry. Science 170:1088–1090

    Article  CAS  Google Scholar 

  • Gulgundi MS, Shetty A (2018) Groundwater quality assessment of urban Bengaluru using multivariate statistical techniques. Appl Water Sci 8:43

    Article  Google Scholar 

  • Hao C, Huang Y, Ma D, Fan X, He P, Sun W (2018) Environmental behaviors of PAHs in Ordovician limestone water of Fengfeng coal mining area in China. Environ Monit Assess 190:701

    Article  Google Scholar 

  • Hao C, Huang Y, He P, Sun W (2019) Isotope drift characteristics in Ordovician limestone karst water caused by coal mining in Northern China. Mine Water Environ 38:507–516

    Article  CAS  Google Scholar 

  • Hao Q, Xiao Y, Chen K, Zhu Y, Li J (2020) comprehensive understanding of groundwater geochemistry and suitability for sustainable drinking purposes in confined aquifers of the Wuyi Region, Central North China Plain. Water 11:3052

    Article  Google Scholar 

  • Hossain S, Anik AH, Khan R, Ahmed FT, Siddique MAB, Khan AHAN, Saha N, Idris AM, Alam M (2022) Public health vulnerability due to the exposure of dissolved metal(oid)s in tap water from a Mega City (Dhaka, Bangladesh): source and quality appraisals. Expo Health 14:713–732

    Article  CAS  Google Scholar 

  • Islam ARMT, Mamun AA, Rahman MM, Zahid A (2020) Simultaneous comparison of modified-integrated water quality and entropy weighted indices: implication for safe drinking water in the coastal region of Bangladesh. Ecol Indic 113:106229

    Article  CAS  Google Scholar 

  • Jha MK, Shekhar A, Jenifer MA (2020) Assessing groundwater quality for drinking water supply using hybrid fuzzy-GIS-based water quality index. Water Res 179:115867

    Article  CAS  Google Scholar 

  • Kumar Joshi SK, Rai SP, Sinha R, Gupta S, Densmore AL, Singh Rawat Y, Shekhar S (2018) Tracing groundwater recharge sources in the northwestern indian alluvial aquifer using water isotopes (δ18O, δ2H and 3H). J Hydrol 559:835–847

    Article  Google Scholar 

  • Li P, Wu J, Qian H, Zhang Y, Yang N, Jing L, Yu P (2016) Hydrogeochemical Characterization of Groundwater in and Around a Wastewater Irrigated Forest in the Southeastern Edge of the Tengger Desert, Northwest China. Expos Health 8:331–348

    Article  CAS  Google Scholar 

  • Li Y, Kang F, An Z (2019) Isotope analysis of nitrate pollution sources in groundwater of Dong’e geohydrological unit. J Groundw Sci Eng 7(2):145–154

    Google Scholar 

  • Liu F, Wang S, Wang L, Shi L, Song X, Yeh TCJ, Zhen P (2019) Coupling hydrochemistry and stable isotopes to identify the major factors affecting groundwater geochemical evolution in the Heilongdong Spring Basin, North China. J Geochem Explor 205:106352

    Article  CAS  Google Scholar 

  • Liu F, Zhen P, Wang S (2022) Groundwater quality assessment and health risks from nitrate contamination in the Heilongdong Spring Basin, a typical headwater basin of the North China Plain. Environ Sci Pollut Res 29:17655–17670

    Article  CAS  Google Scholar 

  • Machiwal D, Cloutier V, Güler C, Kazakis N (2018) A review of GIS-integrated statistical techniques for groundwater quality evaluation and protection. Environ Earth Sci 77:681

    Article  Google Scholar 

  • Mao H, Wang G, Liao F, Shi Z, Huang X, Li B, Yan X (2022) Geochemical evolution of groundwater under the influence of human activities: a case study in the southwest of Poyang Lake Basin. Appl Geochem 140:105299

    Article  CAS  Google Scholar 

  • Marghade D, Malpe DB, Zade AB (2012) Major ion chemistry of shallow groundwater of a fast growing city of Central India. Environ Monit Assess 184:2405–2418

    Article  CAS  Google Scholar 

  • Mazhar I, Hamid A, Afzal S (2019) Groundwater quality assessment and human health risks in Gujranwala District. Pakistan Environ Earth Sci 78:634

    Article  Google Scholar 

  • Mohanty AK, Rao VVSG (2019) Hydrogeochemical, seawater intrusion and oxygen isotope studies on a coastal region in the Puri District of Odisha, India. CATENA 172:558–571

    Article  CAS  Google Scholar 

  • Négrel P, Petelet-Giraud E, Millot R (2016) Tracing water cycle in regulated basin using stable δ18O-δ2H isotopes: the Ebro river basin (Spain). Chem Geol 422:71–81

    Article  Google Scholar 

  • Nguyen TT, Kawamura A, Tong TN, Nakagawa N, Amaguchi H, Gilbuena R (2015) Clustering spatio-seasonal hydrogeochemical data using self-organizing maps for groundwater quality assessment in the Red River Delta. Vietnam J Hydrol 522:661–673

    Article  CAS  Google Scholar 

  • Onwe IM, Unigwe CO, Amah JI, Chima CJ (2023) An integrated indexical approach in assessing physico-chemical water quality for drinking purposes in the Nkalagu area, southeastern Nigeria. Environ Earth Sci 82:138

    Article  CAS  Google Scholar 

  • Pant RR, Zhang F, Rehman FU, Wang GX, Ye M, Zeng C, Tang HD (2017) Spatiotemporal variations of hydrogeochemistry and its controlling factors in the Gandaki River Basin, Central Himalaya Nepal. Sci Total Environ 622–623:770–782

    Google Scholar 

  • Rezaei A, Hassani H (2018) Hydrogeochemistry study and groundwater quality assessment in the north of Isfahan, Iran. Environ Geochem Health 40:583–608

    Article  CAS  Google Scholar 

  • Samantara MK, Padhi RK, Satpathy KK, Sowmya M, Kumaran P (2015) Groundwater nitrate contamination and use of Cl/Br ratio for source appointment. Environ Monit Assess 187:50

    Article  CAS  Google Scholar 

  • Santos SD, Adams EA, Neville G, Wada Y, Sherbinin AD, Bernhardt EM, Adamo SB (2017) Urban growth and water access in sub-Saharan Africa: progress, challenges, and emerging research directions. Sci Total Environ 607–608:497–508

    Article  Google Scholar 

  • Satheeskumar V, Subramani T, Lakshumanan C, Roy PD, Karunanidhi D (2021) Groundwater chemistry and demarcation of seawater intrusion zones in the Thamirabarani delta of south India based on geochemical signatures. Environ Geochem Health 43:757–770

    Article  CAS  Google Scholar 

  • Su H, Kang W, Xu Y, Wang J (2017) Assessment of groundwater quality and health risk in the oil and gas field of Dingbian County, Northwest China. Expo Health 9:227–242

    Article  CAS  Google Scholar 

  • Tziritis E, Skordas K, Kelepertsis A (2016) The use of hydrogeochemical analyses and multivariate statistics for the characterization of groundwater resources in a complex aquifer system. A case study in Amyros River basin, Thessaly, central Greece. Environ Earth Sci 75:339

    Article  Google Scholar 

  • Wang Y, Li P (2022) Appraisal of shallow groundwater quality with human health risk assessment in different seasons in rural areas of the Guanzhong Plain (China). Environ Res 207:112210

    Article  CAS  Google Scholar 

  • Wang D, Wu J, Wang Y, Ji Y (2020) Finding high-quality groundwater resources to reduce the hydatidosis incidence in the Shiqu County of Sichuan Province, China: analysis, assessment, and management. Expo Health 12:307–322

    Article  CAS  Google Scholar 

  • Wang C, Liao F, Wang G, Qu S, Mao H, Bai Y (2023) Hydrogeochemical evolution induced by long-term mining activities in a multi-aquifer system in the mining area. Sci Total Environ 854:158806

    Article  CAS  Google Scholar 

  • Wang S (2020) Research on Groundwater Circulation and Hydrochemical Formation Mechanism in the Heilongdong Spring Basin. Dissertation, Hebei University of Engineering (in Chinese)

  • West AG, February EC, Bowen GJ (2014) Spatial analysis of hydrogen and oxygen stable isotopes (“isoscapes”) in ground water and tap water across South Africa. J Geochem Explor 145:213–222

    Article  CAS  Google Scholar 

  • Wu C, Wu X, Qian C, Zhu G (2018) Hydrogeochemistry and groundwater quality assessment of high fluoride levels in the Yanchi endorheic region, Northwest China. Appl Geochem 98:404–417

    Article  CAS  Google Scholar 

  • Wu C, Fang C, Wu X, Zhu G, Zhang Y (2021) Hydrogeochemical characterization and quality assessment of groundwater using self-organizing maps in the Hangjinqi gasfield area, Ordos Basin, NW China. Geosci Front 12:781–790

    Article  CAS  Google Scholar 

  • Yang J, Ye M, Tang Z, Jiao T, Song X, Pei Y, Liu H (2020) Using cluster analysis for understanding spatial and temporal patterns and controlling factors of groundwater geochemistry in a regional aquifer. J Hydrol 583:124594

    Article  CAS  Google Scholar 

  • Yang Y, Li P, Elumalai V, Ning J, Xu F, Mu D (2023) Groundwater quality assessment using EWQI with updated water quality classifcation criteria: a case study in and around Zhouzhi County, Guanzhong Basin (China). Expos Health 15:825–840

    Article  CAS  Google Scholar 

  • Zhang C, Li X, Ma J, Wang Z, Hou X (2022a) Stable isotope and hydrochemical evolution of shallow groundwater in mining area of the Changzhi Basin, northern China. Environ Earth Sci 81:294

    Article  CAS  Google Scholar 

  • Zhang J, Chen L, Hou X, Li J, Ren X, Lin M, Zhang M, Wang Y, Tian Y (2022b) Effects of multi-factors on the spatiotemporal varia-tions of deep confined groundwater in coal mining regions, north china. Sci Total Environ 823:153741

    Article  CAS  Google Scholar 

  • Zhang L, Li P, He X (2022c) Interactions between surface water and groundwater in selected tributaries of the Wei River (China) revealed by hydrochemistry and stable isotopes. Hum Ecol Risk Asses 1:79–99

    Google Scholar 

  • Zhang X, Zhao R, Wu X, Mu W (2022d) Hydrogeochemistry, identification of hydrogeochemical evolution mechanisms, and assessment of groundwater quality in the southwestern Ordos Basin, China. Environ Sci Pollut Res 29:901–921

    Article  CAS  Google Scholar 

  • Zhu G, Wu X, Ge JP, Liu F, Zhao W, Wu C (2020) Influence of mining activities on groundwater hydrochemistry and heavy metal migration using a self-organizing map (SOM). J Clean Prod 257:120664

    Article  CAS  Google Scholar 

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Acknowledgements

This work was supported by the China Geological Survey’s project (Grant No. DD20190252, DD20221812, DD20230539), the National Key Research and Development Project of China (Grant No. 2022YFC3003301) and the Fundamental Research Funds for the Chinese Academy of Geosciences (No. SK202310).

Funding

This research was funded by the China Geological Survey’s project (Grant No. DD20190252, DD20221812, DD20230539), the National Key Research and Development Project of China (Grant No. 2022YFC3003301).

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Writing—original draft, MG; reviewing and editing, MG, JQ, XL and ZW; methodology, MG, XL, ZW and CZ; investigation, data collection, and conceptualization, MG, ZW, XH, CG, ZB, JL, and XZ. All authors have read and agreed to the submitted version of the manuscript.

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Correspondence to Xiangquan Li or Zhenxing Wang.

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Gao, M., Qian, J., Li, X. et al. Assessment of groundwater quality using Entropy‑Weighted Quality Index (EWQI) and multivariate statistical approaches in Heilongdong Spring Basin, Northern China. Environ Earth Sci 83, 196 (2024). https://doi.org/10.1007/s12665-024-11458-9

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