The use of multivariate statistics and hydrogeochemical analyses for the characterization of groundwater mineralization. A case study of El Hadaiek aquifer, Nord-East of Algeria
DOI:
https://doi.org/10.22399/ijcesen.5233Keywords:
groundwater, mineralization, PCR, saturation index, faciesAbstract
A comprehensive understanding of the physicochemical characteristics of water is essential for evaluating its availability and significance. The study area, located in northeastern Algeria, is characterized by intensive groundwater exploitation, particularly for agricultural activities. Therefore, assessing the quality and characteristics of this resource is crucial. This study aims to evaluate groundwater quality in the El Hadaiek aquifer using multivariate statistical methods and hydrogeochemical analyses, with a focus on identifying the contribution of major ions to groundwater mineralization.A systematic investigation of physicochemical parameters was conducted on collected water samples. The results were analyzed using hydrochemical methods, including the Piper diagram, to identify water facies, alongside multivariate statistical techniques. Principal Component Analysis (PCA), combined with varimax rotation, was applied to determine the main processes controlling water mineralization and to identify relationships among water samples. Additionally, the Saturation Index (SI) was calculated to identify the key geochemical reactions governing the system.The results indicate that groundwater in the study area is slightly acidic and highly mineralized. Most measured parameters remain within the limits established by the World Health Organization (WHO). The dominant hydrochemical facies is characterized by sulfate and chloride with calcium and magnesium (Ca–Mg–SO₄–Cl type). Two principal processes control groundwater mineralization: recharge through soil infiltration and water–rock interaction (the primary mechanism for major ion generation), with a lesser contribution from anthropogenic activities.
References
[1] Aghazadeh, N., Chitsazan, M., and Golestan, Y. (2017). Hydrochemistry and quality assessment of groundwater in the Ardabil area, Iran. Applied Wa-ter Science, 7(7), 3599–3616.
https://doi. org/10.1007/s13201-016-0498-9.
[2] Amrani, S., and Hinaje, S. (2014). Hydrodynamisme et minéralisation des eaux souterraines de la nappe phréatique Plio-Quaternaire du plateau Timahdite - Almis Guigou (moyen atlas, Maroc).16.
[1] Appelo, C. A. J., and Postma, D. (2004). Geochemis-try, groundwater and pollution. CRC press.
[3] Belkhiri, L., Boudoukha, A., Mouni, L., and Baouz, T. (2010). Application of multivariate statistical methods and inverse geochemical modeling for characterization of groundwater — A case study: Ain Azel plain (Algeria). Geoderma, 159(3–4), 390-398. https://doi.org/10.1016/j.geoderma.2010.08.016.
[4] Ben Ammar S., Taupin Jean-Denis, Zouari K., Khouat¬mia M., and Ben Assi, M. (2014). Etude géochimi¬que et isotopique d’un aquifère phréatique côtier anthropisé : nappe de Oussja-Ghar El Melah (Tu¬nisie). In : T. M. Daniell (ed.), Van Lanen H.A.J. (co-ed.), Demuth S. (co-ed.), Laaha G. (co-ed.), Servat Eric (co-ed.), Mahé Gil (co-ed.), Boyer Jean- François (co-ed.), Paturel Jean-Emmanuel (co-ed.), Dezetter Alain (co-ed.), Ruelland D. (co-ed.). Hydrology in a changing world : environmental and human dimensions. Wallingford: AISH, p. 269-275. (Publication - AISH ; 363). Friend-Water 2014: Hydrology in a Changing World : Environmental and Human Dimensions, 7., Montpellier (FRA), 2014/10/7-10. ISBN 978-1-907161-41-4. ISSN 0144-7815.
[5] Boubelli, S., (2018). Impact des rejets urbains et domestiques sur la qualité des eaux de l’Oued Saf-Saf: Inventaire et mise en évidence d’une contamination par des polluants organiques et leurs conséquences sur l’environnement
[6] Boucenna, N., (2007). Impact de la décharge publique sur la qualité des eaux souterraines cas de zef- zef (skikda).
[7] Boughariou, E., Bahloul, M., Jmal, I., Allouche, N., Mak¬ni, J., Khanfir, H., and Bouri, S. (2018). Hydrochemical and statistical studies of the groundwater salinization combined with MODPATH numerical model: case of the Sfax coastal aquifer, Southeast Tunisia. Arabian Journal of Geosciences, 11(4), 1-13.
[8] Bouteldjaoui, F., Kettab, A., and Bessenasse, M. (2016). Evaluation de la qualité des eaux souter-raines par combinaison des méthodes hydrogéo-chimique, statistiques et géostatistique: Cas de la plaine de Ain Oussera.
https://doi.org/10.13140/ RG.2.2.18487.68004.
[9] Bouteraa, O., Mebarki, A., Bouaicha, F., Nouaceur, Z., and Laignel, B. (2019). Groundwater quality as-sessment using multivariate analysis, geostatistical modeling, and water quality index (WQI): A case of study in the Boumerzoug-El Khroub valley of North¬east Algeria. Acta Geochimica, 38(6), 796–814. https://doi.org/10.1007/s11631-019-00329-x.
[10] Coetsiers, M., and Walraevens, K. (2006). Chemical characterization of the Neogene Aquifer, Belgium. Hydrogeology Journal, 14(8), 1556–1568.
https:// doi.org/10.1007/s10040-006-0053-0.
[11] Dammi Djimi, E. G., Abia, A. L. K., Belibi Belibi, P. D., Takam Soh, P., Che, R. N., Ghogomu, J. N., & Ketcha, J. M. (2021). Multivariate statistical and hydrochemical analysis of drinking water resources in Northern Cameroon watersheds. Water, 13(21), 3055.
[12] Eblin, S. G., Sombo, A. P., Soro, G. M., Aka, N., Kambiré, O., & Soro, N. (2014). Hydrochimie des eaux de surface de la région d’Adiaké (sud-est côtier de la Côte d’Ivoire). Journal of Applied Biosciences, 75, 6259-6271.
[13] Farnham, I. M., Johannesson, K. H., Singh, A. K., Hodge, V. F., and Stetzenbach, K. J. (2003). Factor analytical approaches for evaluating groundwater trace element chemistry data. Analytica Chimica Acta, 490(1–2), 123–138.
https://doi.org/10.1016/ S0003-2670(03)00350-7.
[14] Fenazi, B., Zeddouri, A., & Boucenna, F. (2022). Geochemical and isotopic study of phreatic aquifer in an arid area, case study of El Golea region (Algerian Sahara). Boletín Geológico y Minero, 133(2), 45-63.
[15] Folifac, F., Lifongo, L., Nkeng, G., & Gaskin, S. (2009). Municipal drinking water source protection in low income countries: Case of Buea municipality-Cameroon. Journal of Ecology and the Natural Environment, 1(4), 073-084.
[16] Garrels, R. M., and Mackenzie, F.T. (1967). Origin of the Chemical Compositions of Some Springs and Lakes. Equilibrium Concepts in Natural Water Sys-tems, 222–242. DOI: 10.1021/ba-1967-0067. ch010.
[17] Gouaidia, L., and Laouar, M. (2018). Origine de la mineralisation des eaux souterraines d ’un aquifere dans une zone semi - aride, cas de la nappe de la merdja, nord - est algerien. International Journal of Environment and Water, 6(2), 104–118.
[18] Jamison, D.T.; Nugent, R.; Gelband, H.; Horton, S.; Jha, P.; Laxminarayan, R.; Mock, C.N. Injury Prevention and Environmental Health, 7th ed.; International Bank for Reconstruction and Development/The World Bank: Washington, DC, USA, 2017.
[19] Kabour, A., and Chebbah, L. (2017). Caractérisation hydro-chimique et mise à jour de la salinité des eaux souterraines en région aride: cas de l’aquifère du grès carbonifère de Kénadsa (Sud-Ouest Al¬gérien). Géo-Eco-Trop, 41(1), 99-106.
[20] Ledesma-Ruiz, R., Pasten-Zapata, E., Parra, R., Harter, T., Mahlknecht, J., (2015). Investigation of the geochemical evolution of groundwater under agricultural land: A case study in northeastern Mexico. Journal of Hydrology 521, 410–423.
https:// doi.org/10.1016/j.jhydrol.2014.12.026.
[21] Marghade, D., Malpe, D. B., & Zade, A. B. (2012). Major ion chemistry of shallow groundwater of a fast growing city of Central India. Environmental Monitoring and Assessment, 184(4), 2405-2418.
[22] Melouah, O., and Zerrouki, H. (2020). Hydrochemical study of sources salinity in shallow water springs of northern algerian Sahara. Journal of Fundamental and Applied Sciences, 12(1), 291-317.
[23] Nyam, F. E. A., Yomba, A. E., Tchikangoua, A. N., Bounoung, C. P., & Nouayou, R. (2020). Assessment and characterization of groundwater quality under domestic distribution using hydrochemical and multivariate statistical methods in Bafia, Cameroon. Groundwater for Sustainable Development, 10, 100347.
[24] Nguyen, B.T.; Minh, T.; Nguyen, T.; Bach, Q.
(2020) Assessment of groundwater quality based on principal component analysis and pollution source-based examination: A case study in Ho Chi Minh City, Vietnam. Environ. Monit. Assess., 192, 382–395.
[25] Parkhurst, D. L., and Appelo, C. A. J. (1999). User’s guide to PHREEQC, ver. 2. A computer program for speciation, batch-reaction, one-dimensional trans-port, and inverse geochemical calculations. Inves-tigations Report 99-4259. US Geological Survey Water-Resources.
[26] Paul, L. C., Suman, A. A., and Sultan, N. (2013). Methodological analysis of principal component analysis (PCA) method. International Journal of Computational Engineering & Management, 16(2), 32-38.
[28] Piper, A. M. (1944). Agraphical procedure in the geochemical interpretation of water analysis. Transactions of the American Geophysical Union, 25, 914–928.
[29] Reyes-toscano, C.A.; Alfaro-cuevas-villanueva, R.; Morton-bermea, O.; Hern, E.; Buenrostro-delgado, O.; Ávila-Olivera, J.A.(2020) Hydrogeochemical Characteristics and Assessment of Drinking Water Quality in the Urban Area of Zamora, Mexico. Water,12, 556.
[30] Salman, A. S., Zaidi, F. K., and Hussein, M. T. (2015). Evaluation of groundwater quality in northern Saudi Arabia using multivariate analysis and stochastic statistics. Environmental Earth Sciences, 74(12), 7769-7782.
[31] Samaneh, N., Karimpour, M. H., Shafaroudi, A. M., Santos, J. F., Mathur, R., & Ribeiro, S. (2018). U–Pb geochronology, Sr–Nd isotopic compositions, geochemistry and petrogenesis of Shah Soltan Ali granitoids, Birjand, Eastern Iran. Geochemistry, 78(3), 299-313.
[32] Tomaz, A.; Palma, P.; Fialho, S.; Lima, A.; Alvarenga, P.; Potes, M.; Salgado, R.( 2020) Spatial and temporal dynamics of irrigation water quality under drought conditions in a large reservoir in Southern Portugal. Environ. Monit. Assess., 192, 76–93
[33] .Vadiati, M., Asghari-Moghaddam, A., Nakhaei, M., Adamowski, J., & Akbarzadeh, A. H. (2016). A fuzzy-logic based decision-making approach for identification of groundwater quality based on groundwater quality indices. Journal of Environmental Management, 184, 255-270.
[34] Varol, M., Gökot, B., Bekleyen, A., and Şen, B. (2012). Spatial and temporal variations in surface water quality of the dam reservoirs in the Tigris River basin, Turkey. Catena, 92, 11-21.
[35] WHO 2017. Guidelines for Drinking-Water Quality: Fourth Edition Incorporating the First Addendum. World Health Organization, Geneva, Switzerland.
[36] WWAP (United NationsWorld Water Assessment Programme). The United Nations World Water Development Report 2015: Water for a Sustainable World; UNESCO: Paris, France, 2015. Available online: https://unesdoc.unesco.org/ark:/48223/pf0000231823.
[37] Zekâi ¸(2015) Sen Groundwater Quality. In Practical and Applied Hydrogeology; Elsevier: Amsterdam, The Netherlands,; pp. 1–61.
http://fivethirtyeight.com/features/how-long-can-a-spinoff-like-better-call-saul-last/
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