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Imaging seawater flow in porous media under climate change water stress using geophysics: a case study of Menzel Horr coastline in Northeastern Tunisia, Mediterranean basin

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Abstract

The Menzel Horr coastal aquifer in Northeastern Tunisia, Mediterranean basin, suffers for decades, from severe water resource depletion and seawater intrusion due to overexploitation. To address this issue, the study focused on using geophysical subsurface imaging techniques to understand seawater flow in porous media and define the geological framework of the study area. Regional ground gravity data supported by a seismic reflection profile was analyzed to highlight the structural control of the Plio-Quaternary to Miocene aquifer system in this region. The study area is located above a hidden folded structure called “the Menzel Horr pop-up” affected by three major faults. In a second step, a time domain electromagnetic (TDEM) survey integrated with an electrical resistivity tomography (ERT) profile was conducted. These surveys were calibrated using detailed well log lithostratigraphy, to dissociate the deep clayey substratum from the sandy shallow aquifer and were able to detect the brackish water signature that impacted the sandy/sandstone aquifer. Finally, at a local scale, a set of nine ERT profiles were performed along the coastline with the Wenner–Schlumberger array to image the porous zone in the first 20 m of depth. The obtained data were smoothed and filtered then inversed. The density transition zone between freshwater/saltwater was imaged as a distinct plume of seawater. Finally, a “Pseudo-3D” electrical resistivity image was built aiming to provide a very useful tool to help hydrogeologists develop effective strategies for managing and conserving water resources and mitigating seawater intrusion in the Menzel Horr coastal aquifer.

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References

  • Aarhus GeoSoftware (2017) Aarhus SPIA. Aarhus GeoSoftware, Aarhus C

    Google Scholar 

  • Abdelkader R, Larbi D, Rihab H, Fethi B, Chemseddine F, Azzedine H (2012) Geochemical characterization of groundwater from shallow aquifer surrounding Fetzara Lake NE Algeria. Arab J Geosci 5(1):1–13

    Article  Google Scholar 

  • Abdennadher J, Boukthir M (2006) Numerical simulation of the barotropic tides in the Tunisian Shelf and the Strait of Sicily. J Mar Syst 63:162–182. https://doi.org/10.1016/j.jmarsys.2006.07.001

    Article  Google Scholar 

  • Abu Heen Z, Muhsen S (2016) Application of vertical Electrical sounding for delineation of sea water intrusion into the freshwater aquifer of southern governorate of Gaza strip Palestine. IUG J Nat Sci IUGNS 24(2):07–20p

    Google Scholar 

  • Atoui A, Brahim M, Sammari C, Aleya L (2016) Surface sediment dynamics along the shore of Hammamet Gulf (Tunisia, southern Mediterranean). J Afr Earth Sci 121:168–179. https://doi.org/10.1016/j.jafrearsci.2016.06.001

    Article  Google Scholar 

  • Azaiez H, Gabtni H, Chabaane A, Bedir M (2020) Geophysical study of Hammam Sidi Maamar geothermal site in Central Tunisia for sustainable development. J Afr Earth Sci. https://doi.org/10.1016/j.jafrearsci.2020.103897

    Article  Google Scholar 

  • Balwant P, Jyothi V, Pujari PR (2021) Integrated hydrochemical and ERT approach for seawater intrusion study in a coastal aquifer: a case study from Jafrabad Town, Gujarat State India. Environ Monit Assess 193:558. https://doi.org/10.1007/s10661-021-09251-3

    Article  Google Scholar 

  • Bear J, Cheng A, Sorek S, Ouazar D, Herrera I (1999) Seawater intrusion in coastal aquifers. Concepts, methods and practices. Kluwer Academic Publishers

    Book  Google Scholar 

  • Bédir M, Arbi A, Khomsi S, Houatmia F, Aissaoui MN (2016) Seismic tectono-stratigraphy of fluvio-deltaic to deep marine Miocene silicoclastic hydrocarbon reservoir systems in the Gulf of Hammamet, northeastern Tunisia. Arab J Geosci 9(19):726. https://doi.org/10.1007/s12517-016-2745-7

    Article  Google Scholar 

  • Bellali A, Jarraya Horriche F, Gabtni H, Bédir M (2018) Seismic reflection and structuring characterization of deep aquifer system in the Dakhla syncline (Cap Bon, North-Eastern Tunisia). J Afr Earth Sci 140:134e150. https://doi.org/10.1016/j.jafrearsci.2017.12.012

    Article  Google Scholar 

  • Ben Ayed N (1986) Évolution tectonique de l’avant pays de la chaîne alpine de Tunisie du début de Mésozoïque à l’Actuel. Thèse de 3ème cycle, Univ. Paris-Sud Orsay, 327p.

  • Ben Hamouda M F (2008) Approche Hydrogéochimique Et Isotopique Des Systèmes Aquifères Côtiers Du Cap Bon : Cas Des Nappes De La Côte Orientale Et D’el Haouaria, Tunisie Institut National Agronomique De Tunisie Département De Génie Rural Eaux Et Forêts. Thèse De Doctorat.

  • Ben Salem H (1992) Contribution a` la connaissance de la géologie du Cap Bon : stratigraphie, tectonique et sédimentologie. These 3e cycle, Université de Tunis-II, Tunis, Tunisie, 203 p.

  • Ben Salem H (1995) Notice explicative de la carte géologique de la Tunisie à 1/50.000 Kelibia ett Menzel Horr, Feuille n° 16 et 23

  • Bensalem H (1998) Notice explicative de la carte géologique de la Tunisie à 1/50.000 Menzel Bou Zelfa, Feuille n° 22

  • Bensalem H (2002) Notice explicative de la carte géologique de la Tunisie à 1/50.000 Tazoghrane, Feuille n° 15

  • Biely A, Rakus M, Robinson P, Salaj J (1972) Essai de corrélation des formations miocènes au sud de dorsale Tunisienne. Notes Service Géologique, Tunisie, pp 73–92

    Google Scholar 

  • Bouzouf B, Ouazar D, Himi M, Casas A, Elmahi I, Benkhaldoun F (2001) Integrating hydrogeochemical and geophysical data for testing a finite volume based numerical model for saltwater intrusion. Transp Porous Media 43:179–194

    Article  Google Scholar 

  • Brahmi S, Fehdi C, Hadji R, Brahmi S, Hamad A, Hamed Y (2023) Karst-induced sinkhole detection using a tomography imaging survey, case of Setifian high plain NE Algeria. Geotech Geol Eng 5:5. https://doi.org/10.1007/s10706-023-02384-x

    Article  Google Scholar 

  • Burollet PF (1956) Contribution à l’étude stratigraphique de la Tunisie Centrale. Ann Mines Géol, Tunis, p 18

    Google Scholar 

  • Chabaane A, Redhaounia B, Gabtni H, Amiri A (2018) Contribution of geophysics to geometric characterization of freshwater–saltwater interface in the Maâmoura region (NE Tunisia). Euro-Mediterr J Environ Integr 3:26. https://doi.org/10.1007/s41207-018-0068-7

    Article  Google Scholar 

  • Chang SW, Clement TP, Simpson MJ, Lee KK (2011) Does sea-level rise have an impact on saltwater intrusion? Adv Water Resour 34(10):1283–1291. https://doi.org/10.1016/j.advwatres.2011.06.006

    Article  Google Scholar 

  • Chekirbane A, Tsujimura M, Kawachi A, Isoda H, Tarhouni J, Benalaya A (2013) Hydrogeochemistry and groundwater salinization in an ephemeral coastal food plain: Cap Bon Tunisia. Hydrol Sci J 58(5):1097–1110

    Article  Google Scholar 

  • Clary P (1968) Rapport définitif prospection électrique dans la région de Tafelloune-Menzel Horr.

  • Comte JC (2008) Apport de la tomographie électrique à la modélisation des écoulements densitaires dans les aquifères côtiers: application à trois contextes climatiques contrastés (Canada, Nouvelle-Calédonie, Sénégal). Thèse de doctorat. Université d’Avignon. https://tel.archives-ouvertes.fr/tel-00381767v1/document

  • DGRE (1968) Prospection électrique région de Tafelloune - Menzel Horr: Rapport définitif

  • DGRE (Water Ressources Direction) (2004) Compte rendu de fin de travaux du piézomètre Menzel Horr. DGRE

    Google Scholar 

  • DGRE (2015a) Annuaire piézométrique. DGRE

    Google Scholar 

  • DGRE (2015b) Annuaire d’exploitation des nappes phréatique. DGRE

    Google Scholar 

  • Duque C, Calvache ML, Pedrera A, Martín-Rosales W, López-Chicano M (2008) Combined time domain electromagnetic soundings and gravimetry to determine marine intrusion in a detrital coastal aquifer (Southern Spain). J Hydrol 349(3–4):536–547. https://doi.org/10.1016/j.jhydrol.2007.11.031

    Article  Google Scholar 

  • Ennabli M (1980) Étude hydrogéologique des aquifères du Nord-Est de la Tunisie pour une gestion intégrée des ressources en eau. Thesis (PhD), University of Nice, France.

  • Everett ME, Meju MA (2005) Near-surface controlled-source electromagnetic induction: background and recent advances. Hydrogeophysics, 523rd edn. Springer, Dordrecht, pp 157–183

    Chapter  Google Scholar 

  • Feki M (1970) Paléoécologie du pliocène marin du nord de la Tunisie ann.mines et de Tunisie n 27

  • Gaaloul N, Cheng A H (2003) Hydrogeological and Hydrochemical Investigation of Coastal Aquifers in Tunisia Crisis in Overexploitation and Salinization. In: Second International Conference on Saltwater Intrusion and Coastal Aquifers, p 13

  • Gabtni H, Jallouli C (2017) Regional-residual separation of potential field: An example from Tunisia. J Appl Geophys 137:8–24. https://doi.org/10.1016/j.jappgeo.2016.12.011

    Article  Google Scholar 

  • Gharsalli R, Zouaghi T, Soussi M, Chebbi R, Khomsi S, Bédir M (2013) Seismic sequence stratigraphy of Miocene deposits related to eustatic, tectonic and climatic events, Cap Bon Peninsula, Northeastern Tunisia. CR Geosci 345(9–10):401–417. https://doi.org/10.1016/j.crte.2013.07.003

    Article  Google Scholar 

  • Glover PWJ (2015) Geophysical properties of the near surface earth: electrical properties, University of Leeds, Leeds. Elsevier BV

    Google Scholar 

  • Goebel M, Pidlisecky A, Knight R (2017) Resistivity imaging reveals complex pattern of saltwater intrusion along Monterey coast. J Hydrol 551:746–755. https://doi.org/10.1016/j.jhydrol.2017.02.037

    Article  Google Scholar 

  • Hamad A, Hadji R, Boubaya D, Brahmi S, Baali F, Legrioui R, Hamed Y (2021) Integrating gravity data for structural investigation of the Youkous-Tebessa and Foussana-Talah transboundary basins (North Africa). Euro-Mediterr J Environ Integr 6:1–11

    Article  Google Scholar 

  • Hamed Y, Hadji R, Redhaounia B, Zighmi K, Bâali F, El Gayar A (2018) Climate impact on surface and groundwater in North Africa: a global synthesis of findings and recommendations. Euro-Mediterr J Environ Integr 3:1–15

    Article  Google Scholar 

  • Hamed Y, Hadji R, Ahmadi R, Ayadi Y, Shuhab K, Pulido-Bosch A (2023) Hydrogeological investigation of karst aquifers using an integrated geomorphological, geochemical, GIS, and remote sensing techniques (Southern Mediterranean Basin—Tunisia). Environ Dev Sustain. https://doi.org/10.1007/s10668-023-02994-8

    Article  Google Scholar 

  • Hazreek ZAM, Hashim MMM, Asmawisham AMN, Hafiz ZM, Fairus YM, Fahmy KA, Ashraf MIM, Rosli S, Nordiana MM (2018) Seawater intrusion mapping using electrical resistivity imaging (Eri) at Malaysian coastal area. Int J Civil Eng Technol 9(9):1185–1193

    Google Scholar 

  • Huntley D (1986) Relations between permeability and electrical resistivity in granular aquifers. Gr Water 24(4):466

    Article  Google Scholar 

  • Idowu TE, Lasisi KH (2020) Seawater intrusion in the coastal aquifers of East and Horn of Africa: A review from a regional perspective. Sci Afr 8:e00402. https://doi.org/10.1016/j.sciaf.2020.e00402

    Article  Google Scholar 

  • Ivanov Y, Kisyov A (2016) Geophysical approach for monitoring saltwater intrusion in coastal aquifers. Annual of the University of Mining and Geology “st. Ivan rilski”, vol. 59, part I, Geology and Geophysics, Conference Paper

  • Kallel A, Ksibi M, Dhia HB, Khélifi N (2018) Recent advances in environmental science from the Euro-Mediterranean and surrounding regions: proceedings of Euro-Mediterranean conference for environ integration (EMCEI-1) Tunisia 2017. Springer International Publishing

    Book  Google Scholar 

  • Karamouz M, Ahmadi A, Akhbari M (2011) Groundwater hydrology engineering, planning, and management. CRC Press Taylor & Francis Group

    Book  Google Scholar 

  • Kazakis N, Pavlou A, Vargemezis G, Voudouris KS, Soulios G, Pliakas F, Tsokas G (2016) Seawater intrusion mapping using electrical resistivity tomography and hydrochemical data. An application in the coastal area of eastern Thermaikos Gulf Greece. Sci Total Environ 543:373–387. https://doi.org/10.1016/j.scitotenv.2015.11.041

    Article  Google Scholar 

  • Kerrou J, Renard P, Lecca G, Tarhouni J (2010) Grid-enabled Monte Carlo analysis of the impacts of uncertain dischargerates on seawater intrusion in the Korba aquifer (Tunisia). Hydrol Sci J 55(8):1325–1336. https://doi.org/10.1080/02626667.2010.519706

    Article  Google Scholar 

  • Kim JH, Lee J, Cheong TJ, Kim RH, Koh DC, Ryu JS, Chang HW (2005) Use of time series analysis for the identification of tidal effect on groundwater in the coastal area of Kimje Korea. J Hydrol 300(1–4):188–198. https://doi.org/10.1016/j.jhydrol.2004.06.004

    Article  Google Scholar 

  • Kim KY, Seong H, Kim T, Park KH, Woo NC, Park YS, Koh GW, Park WB (2006) Tidal effects on variations of fresh–saltwater interface and groundwater flow in a multilayered coastal aquifer on a volcanic island (Jeju Island, Korea). J Hydrol 330(3–4):525–542. https://doi.org/10.1016/j.jhydrol.2006.04.022

    Article  Google Scholar 

  • Kouzana L, Benassi R, Ben Mammou A, Sfar M (2010) Journal of African earth sciences geophysical and hydrochemical study of the seawater intrusion in Mediterranean semi arid zones. Case of the Korba coastal aquifer (Cap-Bon, Tunisia). J Afr Earth Sci 58(2):242–254

    Article  Google Scholar 

  • Kwader T (1985) Estimating aquifer permeability from formation resistivity factors. Gr Water 23(6):762

    Article  Google Scholar 

  • Loke MH, Dahlin T, Rucker DF (2014) Smoothness-constrained time-lapse inversion of data from 3D resistivity surveys. Near Surf Geophys 12(1):5–24

    Article  Google Scholar 

  • Loke MH (2004) Tutorial: 2-D and 3-D electrical imaging surveys. Geotomo Software, Res2dinv 3.5 Software, 29–31

  • Loke MH, Chambers JE, Rucker DF, Kuras O, Wilkinson PB (2013) Recent developments in the direct-current geoelectrical imaging method. J Appl Geophys 95:135–156. https://doi.org/10.1016/j.jappgeo.2013.02.017

    Article  Google Scholar 

  • Maamri R (2020) Evolution Structurale Du Nord-Est De La Tunisie A Partir Des Données De Surface Et De Subsurface : Implication Sur Les Risques Sismiques Dans La Région Du Grand Tunis, Bir Mcherga Et Du Cap Bon Université De Carthage Departement De Geologie These De Doctorat

  • Mahlknecht J, Merchán D, Rosner M, Meixner A, Ledesma-Ruiz R (2017) Assessing seawater intrusion in an arid coastal aquifer under high anthropogenic influence using major constituents, Sr and B isotopes in groundwater. Sci Total Environ 587–588:282–295. https://doi.org/10.1016/j.scitotenv.2017.02.137

    Article  Google Scholar 

  • Mao X, Enot P, Barry DA, Li L, Binley A, Jeng DS (2006) Tidal influence on behaviour of a coastal aquifer adjacent to a low-relief estuary. J Hydrol 327(1–2):110–127. https://doi.org/10.1016/j.jhydrol.2005.11.030

    Article  Google Scholar 

  • Melloul A, Collin M (2006) Hydrogeological changes in coastal aquifers due to sea level rise. Ocean Coast Manag 49:281–297

    Article  Google Scholar 

  • Muzzillo R, Zuffianò LE, Rizzo E, Canora F, Capozzoli L, Giampaolo V, De Giorgio G, Sdao F, Polemio M (2021) Seawater intrusion proneness and geophysical investigations in the Metaponto coastal plain (Basilicata, Italy). Water 13:53. https://doi.org/10.3390/w13010053

    Article  Google Scholar 

  • Ncibi K, Hamed Y, Hadji R, Busico G, Benmarce K, Missaoui R, Wederni K (2023) Hydrogeochemical characteristics and health risk assessment of potentially toxic elements in groundwater and their relationship with the ecosystem: case study in Tunisia. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-022-25016-y

    Article  Google Scholar 

  • Nguyen F, Kemna A, Antonsson A, Engesgaard P, Kuras O, Ogilvy R, Gisbert J, Jorreto S, Pulido-Bosch A (2009) Characterization of seawater intrusion using 2D electrical imaging. Near Surf Geophys. https://doi.org/10.3997/1873-0604.2009025

    Article  Google Scholar 

  • Nowroozi AA, Horrocks SB, Henderso P (1999) Saltwater intrusion into the freshwater aquifer in the eastern shore of Virginia: a reconnaissance electrical resistivity survey. J Appl Geophys 42:1–22

    Article  Google Scholar 

  • Othmani A, Béjaoui B, Chevalier C, Elhmaidi D, Devenon J, Lotfi Aleya L (2017) High-resolution numerical modelling of the barotropic tides in the Gulf of Gabes, eastern Mediterranean Sea (Tunisia). J Afr Earth Sci. https://doi.org/10.1016/j.jafrearsci.2017.01.007

    Article  Google Scholar 

  • Paniconi C, Khlaif I, Giuditta L, Giacomelli A, Tarhouni J (2001) Modeling and analysis of Seawater Intrusion in the coastal aquifer of eastern Cap-Bon, Tunisia, kluwer academic publishers, Netherlands. Trans Porous Media 43:3–28

    Article  Google Scholar 

  • Reynolds JM (2011) An introduction to applied and environmental geophysics. Wiley, Hoboken

    Google Scholar 

  • Robain H, Bobachev A (2017) X2IPI, toolbox for 2D electrical resistivity tomography and IP measurements. User manual, p 54

  • Schamper C, Pedersen JB, Auken E, Christiansen AV, Vittecoq B, Deparis J, Jaouen T, Lacquement F, Nehlig P, Perrin J, Reninger PA (2013) Airborne transient EM methods and their applications for coastal groundwater investigations. Coast Res Libr 1:21–153. https://doi.org/10.1007/978-94-007-5648-9_7

    Article  Google Scholar 

  • Telford WM, Geldart LP, Sheriff RE, Key DA (1990) Applied geophysics. Cambridge University Press, London

    Book  Google Scholar 

  • White NJ, Church JA, Gregory JM (2005) Coastal and global averaged sea level rise for 1950 to 2000. Geophys Res Lett 32:L01601. https://doi.org/10.1029/2004GL021391

    Article  Google Scholar 

  • Whitehead N, Musselman C (2008) Montaj Grav/Mag Interpretation: processing, analysis and visualization system for 3D inversion of potential field data for oasis montaj v6. 3, Geosoft Incorporated, 85 Richmond St. " W., Toronto, Ontario, M5H 2C9. Canada.

  • Wilson SR, Ingham M, McConchie JA (2006) The applicability of earth resistivity methods for saline interface definition. J Hydrol 316:301–312. https://doi.org/10.1016/j.jhydrol.2005.05.004

    Article  Google Scholar 

  • Zghibi A, Tarhouni J, Zouhri L (2013) Assessment of seawater intrusion and nitrate contamination on the groundwater quality in the Korba coastal plain of Cap-Bon (North-east of Tunisia). Afr Earth Sci. https://doi.org/10.1016/j.jafrearsci.2013.07.009

    Article  Google Scholar 

  • Zghibi A, Mirchi A, Zouhri L, Taupin JD, Chekirbane A, Tarhouni J (2019) Implications of groundwater development and seawater intrusion for sustainability of a Mediterranean coastal aquifer in Tunisia. Environ Monit Assess. https://doi.org/10.1007/s10661-019-7866-5

    Article  Google Scholar 

  • Ziadi A, Hariga TN, Tarhouni J (2017) Use of time-domain electromagnetic (TDEM) method to investigate seawater intrusion in the Lebna coastal aquifer of eastern Cap Bon Tunisia. Arab J Geosci 10:492. https://doi.org/10.1007/s12517-017-3265-9

    Article  Google Scholar 

  • Ziadi A, Hariga NT, Tarhouni J (2019) Mineralization and pollution sources in the coastal aquifer of Lebna, Cap Bon Tunisia. J Afr Earth Sci 5:5. https://doi.org/10.1016/j.jafrearsci.2019.01.004

    Article  Google Scholar 

  • Zouhri L, Arbi Toto E, Carlier E, Debieche TH (2010) Salinité des ressources en eau: intrusion marine et interaction eaux–roches (Maroc occidental). Hydrol Sci J 55(8):1337–1347. https://doi.org/10.1080/02626667.2010.520561

    Article  Google Scholar 

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Acknowledgements

This research was supported by the Water Research and Technologies Center (CERTE), Technopole Borj-Cedria, Tunisia. In addition, it is part of the project “Water Task Force WTF, Porous Media, Fluid Transfers and Global Changes for Better Resource Management, CERTE/MERES, Tunisia, 2019-2022”. The authors are very grateful to ONM and ETAP for, respectively, providing gravity and seismic data. The authors would like, also to thank Oussama Kortas and Mohamed Hamrouni Ph.D. students (CERTE) for their support during the ERT acquisition, to Thank Dr. Nesrine Ghouili for the reviews of part of this article. In addition, we tend to thank the CRDA (Regional Office of Agricultural Development) of Nabeul for providing us with the 2020 Static level data of the sallow aquifer of the western coast. Finally, the authors would like to express their appreciation to anonymous reviewers for taking the time and effort required to carefully review the article.

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All authors commented, edited, read, and approved final versions of the manuscript. Methodology preparation, data collection, and analysis were performed by SA and HG. The first draft of the manuscript was written by SA and all authors commented on previous versions. Review, editing, and supervising of the hydrogeology part were conducted by LZ.

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Ayari, S., Gabtni, H. & Zouhri, L. Imaging seawater flow in porous media under climate change water stress using geophysics: a case study of Menzel Horr coastline in Northeastern Tunisia, Mediterranean basin. Environ Earth Sci 82, 499 (2023). https://doi.org/10.1007/s12665-023-11199-1

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