Abstract
In arid and semi-arid regions, the adoption of unconventional water sources, including treated domestic wastewater (TWW), as an alternative water resource for crop irrigation has gained widespread attention. Addressing the potential effects of utilizing TWW for irrigation on heavy metal (HM) soil contamination is crucial. Given the escalating apprehensions regarding contamination risks, this study aims to quantitatively analyze the impact of TWW irrigation on the accumulation of HM within soil. The HDRUS-1D model was employed to predict the concentration of HM in soil over a 30-year period. This modeling approach enabled the assessment of HM propagation within the profiles of two TWW irrigated soil types: Calcisol and Fluvisol in Sfax, Tunisia. The simulation results indicate that accumulation of HM increases with time, with the metals gradually penetrating deeper into the soil. In the case of Cr, Cu, and Ni, significant enrichment is observed primarily in the surface layer, while Zn and Fe exhibit enrichment across the entire soil profile. The Fluvisol soil type displays a higher accumulation of HM compared to the Calcisol, particularly in the deep sandy layers. Despite HM concentrations in TWW falling below Tunisian irrigation standards, continuous monitoring of metal accumulation in soil is imperative. The choice of utilizing TWW for irrigation must not only consider water quality but also account for the soil type and its propensity to accumulate heavy metals. Consequently, when considering TWW for irrigation, a comprehensive assessment encompassing water quality, soil characteristics, and potential HM accumulation should be undertaken.
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The data sets generated during and/or analyzed during the current study are available from the corresponding author on reasonable request.
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The Hydrus 1D is free to download on https://www.pc-progress.com.
References
Abbasi F, Feyen J, Van Genuchten MT (2004) Two-dimensional simulation of water flow and solute transport below furrows: model calibration and validation. J Hydrol 290(1–2):63–79. https://doi.org/10.1016/j.jhydrol.2003.11.028
Abbaspour KC, Kohler A, Simunek J, Fritsch M, Schulin R (2001) Application of a two-dimensional model to simulate flow and transport in a macroporous agricultural soil with tile drains. Eur J Soil Sci 52(3):433–447. https://doi.org/10.1046/j.1365-2389.2001.00389.x
Alghobar MA, Suresha S (2017) Evaluation of metal accumulation in soil and tomatoes irrigated with sewage water from Mysore city, India. J Saudi Soc Agric Sci 16:49–59. https://doi.org/10.1016/j.jssas.2015.02.002
Alisson JD, Allison TL (2005) Partition coefficients for metals in surface water, soil and waste. EPA/600/R-05/074 July 2005. US Environmental Protection AgencyOffice of Research and Development Washington, DC
Anderson MP, Woessner WW (1991) Applied groundwater modeling: simulation of flow and advective transport. Academic Press, San Diego, Cal
Angelakis AN, Marecos Do Monte MHF, Bontoux L, Asano T (1999) The status of wastewater reuse practice in the Mediterranean basin: need for guidelines. Water Res 33(10):2201–2217
Appelo CAJ, Postma D (2005) Geochemistry, groundwater and pollution, 2nd edn. CRC Press, London. https://doi.org/10.1201/9781439833544
Bedbabis S, Trigui D, Ben Ahmed Ch, Clodoveo ML, Camposeo S, Vivaldi GA, Ben Rouina B (2015) Long-terms effects of irrigation with treated municipal wastewater on soil, yield and olive oil quality. Agric Water Manag 160(2015):14–21. https://doi.org/10.1016/j.agwat.2015.06.023
Belaid N (2010) Assessing the impacts of wastewater irrigation treated on the plants and soils of the irrigated perimeter of El Hajeb-Sfax: salinization, accumulation and phyto-absorption of metallic elements (in French). Doctorate Thesis dissertation. Univ. of Sfax, Tunisia
Belaid N, Neel C, Kallel M, Ayoub T, Ayadi A, Michel B (2012) Long term effects of treated wastewater irrigation on calcisol fertility: a case study of Sfax-Tunisia. Agric Sci 3:702–713. https://doi.org/10.4236/as.2012.35085
Ben Fredj F, Wali A, Khadhraoui M, Han J, Funamizu N, Ksibi M, Isoda H (2014) Risk assessment of heavy metal toxicity of soil irrigated with treated wastewater using heat shock proteins stress responses: case of El Hajeb, Sfax, Tunisia. Environ Sci Pollut Res 21:4716–4726. https://doi.org/10.1007/s11356-013-2411-5
Bouaziz S (1995), Study of brittle tectonics in the Saharan platform and Atlas (southern Tunisia): Evolution of paleo-stress fields and geodynamic implications (in French). Thesis Doc. Etat. Sc. Géol. Univ. Tunis II. Tunisia
Bouri S, Abida H, Khanfir H (2008) Impacts of wastewater irrigation in arid and semi-arid regions: case of Sidi Abid region, Tunisia. Environ Geol 53:1421–1432. https://doi.org/10.1007/s00254-007-0751-5
Bragan RJ, Starr JL, Parkin TB (1997) Acetylene transport in shallow groundwater for denitrification rate measurement. J Environ Qual 26:1524–1530. https://doi.org/10.2134/jeq1997.00472425002600060011x
Burollet PF (1956) The stratigraphic study in central part of Tunisia (in French). Ann Mines Geol Tunisia 18:195–203
Chaoua S, Boussaa S, El Gharmali A, Boumezzough A (2019) Impact of irrigation with wastewater on accumulation of heavy metals in soil and crops in the region of Marrakech in Morocco. J Saudi Soc Agric Sci 18:429–436. https://doi.org/10.1016/j.jssas.2018.02.003
Charfi D (1995) Effect of treated wastewater on the physicochemical characteristics of the soil and the physiology of some plant species cultivated in the ElHajeb area (in French). Doctorate Thesis dissertation, Univ. of Sfax, Tunisia
Chu AD, Khương MP, Phạm VA, Nguyễn NM, Nguyễn MK (2014) Application of Hydrus-1D model to simulate the transport of some selected heavy metals in Paddy soil in Thanh Trì, Hanoi. VNU J Sci Earth Environ Sci 30(1):22–30
Dakouré MYS, Mermoud A, Yacouba H, Boiv P (2013) Impacts of irrigation with industrial treated waste water on soil properties. Geoderma 200–201(2013):31–39. https://doi.org/10.1016/j.geoderma.2013.02.008
DGRE (2005) Integrated program for the development of the regions of the Sahara and the South of Tunisia, Lot°8, Study of the aquifers of Sfax (in French), Report DGRE, Tunisia
Dos Santos DR, Cambier Ph, Mallmann FJK, Labanowski J, Lamy I, Tessier D, Van Oort F (2013) Prospective modeling with Hydrus-2D of 50 years Zn and Pb movements in low and moderately metal-contaminated agricultural soils. J Contam Hydrol 145:54–66. https://doi.org/10.1016/j.jconhyd.2012.12.001
El Ayni F, Cherif S, Jrad A, Trabelsi-Ayadi M (2011) Impacts of treated wastewater reuse on agriculture and aquifer recharge in a coastal area: Korba case study. Water Resour Manag 25:2251–2265. https://doi.org/10.1007/s11269-011-9805-2
Faisal Anwar AHM, Thien LC (2015) Investigating leachate transport at landfill site using HYDRUS-1D. Int J Environ Sci Dev 6(10):741–745. https://doi.org/10.7763/IJESD.2015.V6.691
Farhadkhani M, Nikaeen M, Yadegarfar G, Hatamzadeh M, Pourmohammadbagher H, Sahbaei Z, Rahmani HR (2018) Effects of irrigation with secondary treated wastewater on physicochemical and microbial properties of soil and produce safety in a semi-arid area. Water Res 144(2018):356–364. https://doi.org/10.1016/j.watres.2018.07.047
Gonçalves MC, Leij FJ, Schaap MG (2002) Pedotransfer functions for solute transport parameters of Portuguese soils. Eur J Soil Sci 52:563–574. https://doi.org/10.1046/j.1365-2389.2001.00409.x
Gonçalves MC, Šimůnek J, Ramos TB, Martins JC, Neves MJ, Pires FP (2006) Multicomponent solute transport in soil lysimeters irrigated with waters of different quality. Water Resour Res 42:W08401. https://doi.org/10.1029/2005WR004802
Gribb MM, Sewell G (1998) Solution of ground water flow problems with general purpose and special purpose computer codes. Groundwater 36(2):366–372. https://doi.org/10.1111/j.1745-6584.1998.tb01102.x
Hansen DJ, McGuire JT, Mohanty BP (2011) Enhanced biogeochemical cycling and subsequent reduction of hydraulic conductivity associated with soil-layer interfaces in the vadose zone. J Environ Qual 40(6):1941–1954. https://doi.org/10.2134/jeq2011.0112
Jacques D, Šimůnek JD, Mallants D, Van Genuchten MTh (2008) Modelling coupled water flow, solute transport and geochemical reactions affecting heavy metal migration in a podzol soil. Geoderma 145(2008):449–461. https://doi.org/10.1016/j.geoderma.2008.01.009
Jury WA, Flühler H (1992) Transport of chemicals through soil: mechanisms, models, and field applications. In: Donald L (ed) Sparks, advances in agronomy, vol 47. Academic Press, London, pp 141–201. https://doi.org/10.1016/S0065-2113(08)60490-3
Kass A, Gavrieli I, Yechieli Y, Vengosh A, Starinsky A (2005) The impact of freshwater and wastewater irrigation on the chemistry of shallow groundwater: a case study from the Israeli Coastal Aquifer. J Hydrol 300(2005):314–331. https://doi.org/10.1016/j.jhydrol.2004.06.013
Khan MU, Malik RN, Muhammad S (2013) Human health risk from Heavy metal via food crops consumption with wastewater irrigation practices in Pakistan. Chemosphere 93(2013):2230–2238. https://doi.org/10.1016/j.chemosphere.2013.07.067
Khaskhoussy K, Kahlaoui B, Messoudi Nefzi B, Jozdan O, Dakheel O, Hachicha M (2015) Effect of treated wastewater irrigation on heavy metals distribution in a Tunisian soil. Eng Technol Appl Sci Res 5(3):805–810
Klay S, Charef A, Ayed L, Houman B, Rezgui F (2010) Effect of irrigation with treated wastewater on geochemical properties (saltiness, C, N and heavy metals) of isohumic soils (Zaouit Sousse perimeter, Oriental Tunisia). Desalination 253(2010):180–187. https://doi.org/10.1016/j.desal.2009.10.019
Luo Y, Sophocleous M (2010) Seasonal groundwater contribution to crop-water use assessed with lysimeter observations and model simulations. J Hydrol 389(3-4):325–335. https://doi.org/10.1016/j.jhydrol.2010.06.011
Mayer KU, Frind EO, Blowes DW (2002) Multicomponent reactive transport modelling in variably saturated porous media using a generalized formulation for kinetically controlled reactions. Water Resour Res 38:1174. https://doi.org/10.1029/2001WR000862
Meng W, Wang ZHB, Wang Z, Li H, Goodman RC (2016) Heavy metals in soil and plants after long-term sewage irrigation at Tianjin China: a case study assessment. Agric Water Manag 171:153–161. https://doi.org/10.1016/j.agwat.2016.03.013
Mirzaei F, Abbasi Y, Sohrabi T, Mirhashem SH (2022) Investigation of heavy metalloid pollutants in the south of Tehran using kriging method and HYDRUS, model. Geosci Lett 9:27. https://doi.org/10.1186/s40562-022-00237-8
NT.106.03 (1989) Tunisian Standards, Use of treated wastewater for agricultural purposes—physico-chemical and biological specifications (In French)
Pang L, Close ME, Watt JPC, Vincent KW (2000) Simulation of picloram, atrazine, and simazine leaching through two New Zealand soils and into groundwater using HYDRUS-2D. J Cont Hydrol 44(1):19–46. https://doi.org/10.1016/S0169-7722(00)00091-7
Qadir M, Wichelns D, Raschid-Sally L, McCornick PG, Drechsel P, Bahri A, Minhas PS (2010) The challenges of wastewater irrigation in developing countries. Agric Water Manag 97(2010):561–568. https://doi.org/10.1016/j.agwat.2008.11.004
Rattan RK, Datta SP, Chhonkar PK, Suribabu K, Singh AK (2005) Long-term impact of irrigation with sewage effluents on heavy metal content in soils, crops and groundwater a case study. Agric Ecosyst Environ 109(3–4):310–322. https://doi.org/10.1016/j.agee.2005.02.025
Sámano ML, García A, Revilla JA (2014) Modeling heavy metal concentration distributions in estuarine waters: an application to Suances Estuary (Northern Spain). Environ Earth Sci 72:2931–2945. https://doi.org/10.1007/s12665-014-3196-7
Sankhla MS, Kumar R (2019) Contaminant of heavy metals in groundwater and its toxic effects on human health and environment. Int J Environ Sci Nat Res 18(5):555996. https://doi.org/10.19080/IJESNR.2019.18.555996
Schaap MG, Feike FJ, Van Genuchten M, Th, (2001) Rosetta: a computer program for estimating soil hydraulic parameters with hierarchical pedo-transfer functions. J Hydrol 251(3–4):163–176. https://doi.org/10.1016/S0022-1694(01)00466-8
Schoups G, Hopmans JW, Tanji KK (2006) Evaluation of model complexity and space-time resolution on the prediction of long-term soil salinity dynamics, western San Joaquim Valley, California. Hydrol Process 20(13):2648–2668. https://doi.org/10.1002/hyp.6082
Sharma RK, Agrawal M, Marshall F (2007) Heavy metal contamination of soil and vegetables in suburban areas of Varanasi, India. Ecotoxicol Environ Saf 66(2):258–266. https://doi.org/10.1016/j.ecoenv.2005.11.007. (ISSN 0147-6513)
Šimůnek J, de Vos JA (1999) Inverse optimization, calibration and validation of simulation models at the field scale. In Modelling of transport processes in soils at various scales in time and space. In: International Workshop of EurAgEng's Field of Interest on Soil and Water, Leuven, Belgium, 24-26 November 1999, Wageningen Pers, Wageningen, Netherlands
Šimůnek J, Sejna M, Van Genuchten MT (1998) The HYDRUS-1D software package for simulating the one-dimensional movement of water, heat, and multiple solutes in variably saturated media. Version 2.0, IGWMC-TPS-70, International Ground Water Modeling Center, Colorado School of Mines
Šimůnek J, Sejna M, Van Genuchten MTh (2012) HYDRUS: Model use, validation and calibration. Trans ASABE 55(4):1261–1274
Streck T, Richter J (1997) Heavy metal displacement in a sandy soil at the field scale: II. Model J Environ Qual 26:56–62. https://doi.org/10.2134/jeq1997.00472425002600010009x
Van Genuchten MT (1980) A closed form equation for predicting the hydraulic conductivity of unsaturated soils. Soil Sci Soc Am J 44:892–898. https://doi.org/10.2136/sssaj1980.03615995004400050002x
Wang H, Ju X, Wei Y, Li B, Zhao L, Hu K (2010) Simulation of bromide and nitrate leaching under heavy rainfall and high-intensity irrigation rates in North China Plain. Agric Water Mgmt 97(10):1646–1654. https://doi.org/10.1016/j.agwat.2010.05.022
Weissmannová HD, Pavlovsky J (2017) Indices of soil contamination by heavy metals methodology of calculation for pollution assessment (minireview). Environ Monit Assess 189:616. https://doi.org/10.1007/s10661-017-6340-5
Yang H, Xu H, Zhong X (2022) Prediction of soil heavy metal concentrations in copper tailings area using hyperspectral reflectance. Environ Earth Sci 81:183. https://doi.org/10.1007/s12665-022-10307-x
Zeyad MT, Abdul Malik SK (2022) Genotoxic hazard and oxidative stress induced by wastewater irrigated soil with special reference to pesticides and heavy metal pollution. Heliyon. https://doi.org/10.1016/j.heliyon.2022.e10534
Zhao K, Zhang W, Zhou L, Liu X, Xu J, Huang P (2009) Modeling transfer of heavy metals in soil–rice system and their risk assessment in paddy fields. Environ Earth Sci 59:519–527. https://doi.org/10.1007/s12665-009-0049-x
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All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by MA, SB, ZIA and MZ. The first draft of the manuscript was written by MA and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.
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Abidi, M., Bachtouli, S., Ali, Z.I. et al. Soil contamination by heavy metals through irrigation with treated wastewater in a semi-arid area. Environ Earth Sci 83, 25 (2024). https://doi.org/10.1007/s12665-023-11340-0
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DOI: https://doi.org/10.1007/s12665-023-11340-0