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Erschienen in: Environmental Earth Sciences 10/2016

01.05.2016 | Original Article

Geochemical influences on the quality of groundwater in eastern part of Semnan Province, Iran

verfasst von: Mohamad Sakizadeh, Rouhollah Mirzaei, Hadi Ghorbani

Erschienen in: Environmental Earth Sciences | Ausgabe 10/2016

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Abstract

To identify the principal geochemical processes controlling groundwater quality in eastern part of Semnan Province, a total of 257 groundwater samples from wells and springs were collected. Since groundwater is the only source of water for various purposes, preservation of the quality of available groundwater resources in this region is of great importance. The order of abundance of anions was Cl>SO4 2−>HCO3 >NO3 >F, and for them the average values were 509.41, 404.24, 120.48, 14.51, 0.59 mg/l, respectively. On the other hand, for cations, Na+ and Ca2+ with average values of 442.10 and 135.09 mg/l were the most abundant parameters. Geochemical characteristics based on bivariate diagrams indicated that Na release from silicate weathering is an important process whereas the dissolution of dolomite and the effect of silicate materials on the aquifer were other determinative processes influencing the quality of groundwater in the area. In order to predict the overall quality of groundwater with respect to a calculated water quality index (WQI), support vector machine (SVM) and artificial neural network (ANN) were utilized. The correlation coefficients between the predicted and observed WQI for the training and test data set related to SVM were 0.97 and 0.96, respectively. On the contrary, the results of ANNs with early stopping showed roughly the same performance resulting in correlation coefficients of 0.98 and 0.96 for the training and test data set, respectively. As a whole, the WQI for 8 % of the sampling stations was <50 and for 17 %, the calculated index was <60 which are important concerns.

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Literatur
Zurück zum Zitat Aghazadeh N, Mogaddam AA (2011) Investigation of hydrochemical characteristics of groundwater in the Harzandat aquifer, Northwest of Iran. Environ Monit Assess 176:183–195CrossRef Aghazadeh N, Mogaddam AA (2011) Investigation of hydrochemical characteristics of groundwater in the Harzandat aquifer, Northwest of Iran. Environ Monit Assess 176:183–195CrossRef
Zurück zum Zitat APHA (1995) Standard methods for the examination of water and wastewater, 17th edn. APHA, Washington, DC APHA (1995) Standard methods for the examination of water and wastewater, 17th edn. APHA, Washington, DC
Zurück zum Zitat Aryafar A, Gholami R, Rooki R, Doulati Ardejani F (2012) Heavy metal pollution assessment using support vector machine in the Shur River, Sarcheshmeh copper mine, Iran. Environ Earth Sci 67:1191–1199CrossRef Aryafar A, Gholami R, Rooki R, Doulati Ardejani F (2012) Heavy metal pollution assessment using support vector machine in the Shur River, Sarcheshmeh copper mine, Iran. Environ Earth Sci 67:1191–1199CrossRef
Zurück zum Zitat Bazargani-Guilani K, Faramarzi M, Nekouvaght Tak MA (2010) Multistage dolomitization in the cretaceous carbonates of the east Shahmirzad area, north Semnan, central Alborz, Iran. Carbonates Evaporites 25:177–191CrossRef Bazargani-Guilani K, Faramarzi M, Nekouvaght Tak MA (2010) Multistage dolomitization in the cretaceous carbonates of the east Shahmirzad area, north Semnan, central Alborz, Iran. Carbonates Evaporites 25:177–191CrossRef
Zurück zum Zitat Behzad M, Asghari K, Eazi M, Palhang M (2009) Generalization performance of support vector machines and neural networks in runoff modeling. Expert Syst Appl 36:7624–7629CrossRef Behzad M, Asghari K, Eazi M, Palhang M (2009) Generalization performance of support vector machines and neural networks in runoff modeling. Expert Syst Appl 36:7624–7629CrossRef
Zurück zum Zitat Berenji A (1998) Evaluation of agricultural development in the Shahrood District [in Persian]. In: Proceedings of Shahrood and development symposium, November 1998, Shahrood, Iran, pp 25–39 Berenji A (1998) Evaluation of agricultural development in the Shahrood District [in Persian]. In: Proceedings of Shahrood and development symposium, November 1998, Shahrood, Iran, pp 25–39
Zurück zum Zitat Corteel C, Dini A, Deyhle A (2005) Element and isotope mobility during water–rock interaction processes. Phys Chem Earth 30:993–996CrossRef Corteel C, Dini A, Deyhle A (2005) Element and isotope mobility during water–rock interaction processes. Phys Chem Earth 30:993–996CrossRef
Zurück zum Zitat D’Alessandro W, Bellomo S, Parello F, Brusca L, Longo M (2008) Survey on fluoride, bromide and chloride contents in public drinking water supplies in Sicily (Italy). Environ Monit Assess 145:303–313CrossRef D’Alessandro W, Bellomo S, Parello F, Brusca L, Longo M (2008) Survey on fluoride, bromide and chloride contents in public drinking water supplies in Sicily (Italy). Environ Monit Assess 145:303–313CrossRef
Zurück zum Zitat Doulati Ardejani F, Jodieri Shokri B, Bagheri M, Soleimani E (2010) Investigation of pyrite oxidation and acid mine drainage characterization associated with Razi active coal mine and coal washing waste dumps in the Azad Shahr-Ramian region, northeast Iran. Environ Earth Sci 61:1547–1560CrossRef Doulati Ardejani F, Jodieri Shokri B, Bagheri M, Soleimani E (2010) Investigation of pyrite oxidation and acid mine drainage characterization associated with Razi active coal mine and coal washing waste dumps in the Azad Shahr-Ramian region, northeast Iran. Environ Earth Sci 61:1547–1560CrossRef
Zurück zum Zitat Doulati Ardejani F, Jodieri Shokri B, Moradzadeh A, Ziadin Shafaei S, Kakaei R (2011) Geochemical characterisation of pyrite oxidation and environmental problems related to release and transport of metals from a coal washing low-grade waste dump, Shahrood, northeast Iran. Environ Monit Assess 183:41–55CrossRef Doulati Ardejani F, Jodieri Shokri B, Moradzadeh A, Ziadin Shafaei S, Kakaei R (2011) Geochemical characterisation of pyrite oxidation and environmental problems related to release and transport of metals from a coal washing low-grade waste dump, Shahrood, northeast Iran. Environ Monit Assess 183:41–55CrossRef
Zurück zum Zitat Dwivedi SL, Pathak V (2007) A preliminary assignment of water quality index to Mandakini River, Chitrakoot. Indian J Environ Prot 27:1036–1038 Dwivedi SL, Pathak V (2007) A preliminary assignment of water quality index to Mandakini River, Chitrakoot. Indian J Environ Prot 27:1036–1038
Zurück zum Zitat Elango L, Kannan R (2007) Rock–water interaction and its control on chemical composition of groundwater. Dev Environ Sci 5:229–243 Elango L, Kannan R (2007) Rock–water interaction and its control on chemical composition of groundwater. Dev Environ Sci 5:229–243
Zurück zum Zitat Elango L, Kannan R, Senthil Kumar M (2003) Major ion chemistry and identification of hydrogeochemical processes of groundwater in a part of Kancheepuram district, Tamil Nadu, India. J Environ Geosci 10:157–166CrossRef Elango L, Kannan R, Senthil Kumar M (2003) Major ion chemistry and identification of hydrogeochemical processes of groundwater in a part of Kancheepuram district, Tamil Nadu, India. J Environ Geosci 10:157–166CrossRef
Zurück zum Zitat Fisher RS, Mullican WF (1997) Hydrochemical evolution of sodiumsulphate and sodium-chloride groundwater beneath the northern Chihuahuan desert, Trans-Pecos, Texas, USA. Hydrogeol J 5:4–16CrossRef Fisher RS, Mullican WF (1997) Hydrochemical evolution of sodiumsulphate and sodium-chloride groundwater beneath the northern Chihuahuan desert, Trans-Pecos, Texas, USA. Hydrogeol J 5:4–16CrossRef
Zurück zum Zitat Gill MK, Asefa T, Kemblowski MW, McKee M (2006) Soil moisture prediction using support vector machines. J Am Water Resour As 42:1033–1046CrossRef Gill MK, Asefa T, Kemblowski MW, McKee M (2006) Soil moisture prediction using support vector machines. J Am Water Resour As 42:1033–1046CrossRef
Zurück zum Zitat Giustolisi O, Simeone V (2006) Optimal design of artificial neural networks by a multi-objective strategy: groundwater level predictions. Hydrolog Sci J 51:502–523CrossRef Giustolisi O, Simeone V (2006) Optimal design of artificial neural networks by a multi-objective strategy: groundwater level predictions. Hydrolog Sci J 51:502–523CrossRef
Zurück zum Zitat Gong G, Mattevada S, O’Bryant SE (2014) Comparison of the accuracy of kriging and IDW interpolations in estimating groundwater arsenic concentrations in Texas. Environ Res 130:59–69CrossRef Gong G, Mattevada S, O’Bryant SE (2014) Comparison of the accuracy of kriging and IDW interpolations in estimating groundwater arsenic concentrations in Texas. Environ Res 130:59–69CrossRef
Zurück zum Zitat Hajizadeh H, Karami GH, Saadat S (2011) A study on chemical properties of groundwater and soil in ophiolitic rocks in Firuzabad, east of Shahrood, Iran: with emphasis to heavy metal contamination. Environ Monit Assess 174:573–583CrossRef Hajizadeh H, Karami GH, Saadat S (2011) A study on chemical properties of groundwater and soil in ophiolitic rocks in Firuzabad, east of Shahrood, Iran: with emphasis to heavy metal contamination. Environ Monit Assess 174:573–583CrossRef
Zurück zum Zitat Hem JD (1985) Study and interpretation of the chemical characteristics of natural water, USGS Water-Supply Paper 2254 Hem JD (1985) Study and interpretation of the chemical characteristics of natural water, USGS Water-Supply Paper 2254
Zurück zum Zitat Horton RK (1965) An index number system for rating water quality. J Water Pollut Control Fed 37:300–306 Horton RK (1965) An index number system for rating water quality. J Water Pollut Control Fed 37:300–306
Zurück zum Zitat Jalali M (2006) Chemical characteristics of groundwater in parts of mountainous region, Alvand, Hamadan, Iran. Environ Geol 51:433–446CrossRef Jalali M (2006) Chemical characteristics of groundwater in parts of mountainous region, Alvand, Hamadan, Iran. Environ Geol 51:433–446CrossRef
Zurück zum Zitat Jalali M (2009) Geochemistry characterization of groundwater in an agricultural area of Razan, Hamadan, Iran. Environ Geol 56:1479–1488CrossRef Jalali M (2009) Geochemistry characterization of groundwater in an agricultural area of Razan, Hamadan, Iran. Environ Geol 56:1479–1488CrossRef
Zurück zum Zitat Jalali M, Kolahchi Z (2008) Groundwater quality in an irrigated, agricultural area of northern Malayer, western Iran. Nutr Cycl Agroecosyst 80:95–105CrossRef Jalali M, Kolahchi Z (2008) Groundwater quality in an irrigated, agricultural area of northern Malayer, western Iran. Nutr Cycl Agroecosyst 80:95–105CrossRef
Zurück zum Zitat Jankowski J, Acworth RI (1997) Impact of debris-flow deposits on hydrogeochemical processes and the development of dryland salinity in the Yass River catchment, New South Wales, Australia. Hydrogeol J 5:71–88CrossRef Jankowski J, Acworth RI (1997) Impact of debris-flow deposits on hydrogeochemical processes and the development of dryland salinity in the Yass River catchment, New South Wales, Australia. Hydrogeol J 5:71–88CrossRef
Zurück zum Zitat Jolliffe IT (1972) Discarding variables in principal component analysis. I: artificial data. J Appl Stat 21:160–173CrossRef Jolliffe IT (1972) Discarding variables in principal component analysis. I: artificial data. J Appl Stat 21:160–173CrossRef
Zurück zum Zitat Kaiser HF (1960) The application of electronic computers to factor analysis. Educ Psychol Meas 20:141–151CrossRef Kaiser HF (1960) The application of electronic computers to factor analysis. Educ Psychol Meas 20:141–151CrossRef
Zurück zum Zitat Katz BG, Coplen TB, Bullen TD, Davis JH (1998) Use of chemical and isotopic tracers to characterize the interaction between groundwater and surface water in mantled Karst. Groundwater 35:1014–1028CrossRef Katz BG, Coplen TB, Bullen TD, Davis JH (1998) Use of chemical and isotopic tracers to characterize the interaction between groundwater and surface water in mantled Karst. Groundwater 35:1014–1028CrossRef
Zurück zum Zitat Kazemi GA (2004) Temporal changes in the physical properties and chemical composition of the municipal water supply of Shahrood, northeastern Iran. Hydrogeol J 12:723–734CrossRef Kazemi GA (2004) Temporal changes in the physical properties and chemical composition of the municipal water supply of Shahrood, northeastern Iran. Hydrogeol J 12:723–734CrossRef
Zurück zum Zitat Kazemi GA (2011) Impacts of urbanization on the groundwater resources in Shahrood, Northeastern Iran: comparison with other Iranian and Asian cities. Phys Chem Earth 36:150–159CrossRef Kazemi GA (2011) Impacts of urbanization on the groundwater resources in Shahrood, Northeastern Iran: comparison with other Iranian and Asian cities. Phys Chem Earth 36:150–159CrossRef
Zurück zum Zitat Kim Y, Lee KS, Koh DC, Lee DH, Lee SG, Park WB, Koh GW, Woo NC (2003) Hydrogeochemical and isotopic evidence of groundwater salinization in a coastal aquifer: a case study in Jeju volcanic island, Korea. J Hydrol 270:282–294CrossRef Kim Y, Lee KS, Koh DC, Lee DH, Lee SG, Park WB, Koh GW, Woo NC (2003) Hydrogeochemical and isotopic evidence of groundwater salinization in a coastal aquifer: a case study in Jeju volcanic island, Korea. J Hydrol 270:282–294CrossRef
Zurück zum Zitat Klein C, Hurlbut CS Jr (1985) Manual of mineralogy, 20th edn. Wiley, New York, pp 352–353 Klein C, Hurlbut CS Jr (1985) Manual of mineralogy, 20th edn. Wiley, New York, pp 352–353
Zurück zum Zitat Kumar M, Ramanathan AL, Rao MS, Kumar B (2006) Identification and evaluation of hydrogeochemical processes in the groundwater environment of Delhi, India. Environ Geol 50:1025–1039CrossRef Kumar M, Ramanathan AL, Rao MS, Kumar B (2006) Identification and evaluation of hydrogeochemical processes in the groundwater environment of Delhi, India. Environ Geol 50:1025–1039CrossRef
Zurück zum Zitat Lamorski K, Pachepsky Y, Sławiński C, Walczak RT (2008) Using support vector machines to develop pedotransfer functions for water retention of soils in Poland. Soil Sci Soc Am J 72:1243–1247CrossRef Lamorski K, Pachepsky Y, Sławiński C, Walczak RT (2008) Using support vector machines to develop pedotransfer functions for water retention of soils in Poland. Soil Sci Soc Am J 72:1243–1247CrossRef
Zurück zum Zitat Maya AL, Loucks MD (1995) Solute and isotopic geochemistry and groundwater flow in the Central Wasatch Range, Utah. J Hydrol 172:31–59CrossRef Maya AL, Loucks MD (1995) Solute and isotopic geochemistry and groundwater flow in the Central Wasatch Range, Utah. J Hydrol 172:31–59CrossRef
Zurück zum Zitat Mesdaghinia A, Vaghefi KA, Montazeri A, Mohebbi MR, Saeedi R (2012) Monitoring of fluoride in groundwater resources of Iran. Bull Environ Contam Toxicol 84:432–437CrossRef Mesdaghinia A, Vaghefi KA, Montazeri A, Mohebbi MR, Saeedi R (2012) Monitoring of fluoride in groundwater resources of Iran. Bull Environ Contam Toxicol 84:432–437CrossRef
Zurück zum Zitat Meybeck M (1987) Global chemical weathering of surficial rocks estimated from river dissolved loads. Am J Sci 287:401–428CrossRef Meybeck M (1987) Global chemical weathering of surficial rocks estimated from river dissolved loads. Am J Sci 287:401–428CrossRef
Zurück zum Zitat Mirhosseini M, Sharif F, Sedaghat A (2011) Assessing the wind energy potential locations in province of Semnan in Iran. Renew Sust Energ Rev 15:449–459CrossRef Mirhosseini M, Sharif F, Sedaghat A (2011) Assessing the wind energy potential locations in province of Semnan in Iran. Renew Sust Energ Rev 15:449–459CrossRef
Zurück zum Zitat Panno SV, Hackley KC, Hwang HH, Greenberg S, Krapac IG, Landsberger S, O’Kelly DJ (2002) Source identification of sodium chloride contamination in natural waters: Preliminary results. In: Proceedings of the 12th Annual Conference of the Illinois Groundwater Consortium. http://www.siu.edu/orda/igc/index.html Panno SV, Hackley KC, Hwang HH, Greenberg S, Krapac IG, Landsberger S, O’Kelly DJ (2002) Source identification of sodium chloride contamination in natural waters: Preliminary results. In: Proceedings of the 12th Annual Conference of the Illinois Groundwater Consortium. http://​www.​siu.​edu/​orda/​igc/​index.​html
Zurück zum Zitat Piotrowski AP, Napiorkowski JJ (2013) A comparison of methods to avoid overfitting in neural networks training in the case of catchment runoff modeling. J Hydrol 476:97–111CrossRef Piotrowski AP, Napiorkowski JJ (2013) A comparison of methods to avoid overfitting in neural networks training in the case of catchment runoff modeling. J Hydrol 476:97–111CrossRef
Zurück zum Zitat Rahimi M, Ghorbani H, Naimi R, Rahimi S, Kafi S, Khosravi AA (2013) Study on the fluoride in groundwater resources of Shahrood and Damghan and its relation with dental fluorosis with respect to medical geology. Iran J Geol 88(4):3–13 (in Persian) Rahimi M, Ghorbani H, Naimi R, Rahimi S, Kafi S, Khosravi AA (2013) Study on the fluoride in groundwater resources of Shahrood and Damghan and its relation with dental fluorosis with respect to medical geology. Iran J Geol 88(4):3–13 (in Persian)
Zurück zum Zitat Rajmohan N, Elango L (2004) Identification and evolution of hydrogeochemical processes in the groundwater environment in an area of the Palar and Cheyyar River Basins, Southern India. Environ Geol 46:47–61 Rajmohan N, Elango L (2004) Identification and evolution of hydrogeochemical processes in the groundwater environment in an area of the Palar and Cheyyar River Basins, Southern India. Environ Geol 46:47–61
Zurück zum Zitat Rogers RJ (1989) Geochemical comparison of groundwater in areas of New England, New York, and Pennsylvania. Groundwater 27:690–712CrossRef Rogers RJ (1989) Geochemical comparison of groundwater in areas of New England, New York, and Pennsylvania. Groundwater 27:690–712CrossRef
Zurück zum Zitat Rupal M, Tanushree B, Sukalyan C (2012) Quality characterization of groundwater using water quality index in Surat city, Gujarat, India. Int Res J Environ Sci 1:14–23 Rupal M, Tanushree B, Sukalyan C (2012) Quality characterization of groundwater using water quality index in Surat city, Gujarat, India. Int Res J Environ Sci 1:14–23
Zurück zum Zitat Sakizadeh M, Malian A, Ahmadpour E (2015) Groundwater quality modeling with a small data set. Ground Water (in press) Sakizadeh M, Malian A, Ahmadpour E (2015) Groundwater quality modeling with a small data set. Ground Water (in press)
Zurück zum Zitat Sami K (1992) Recharge mechanisms and geochemical processes in a semi-arid sedimentary basin, Eastern Cape, South Africa. J Hydrol 139:27–48CrossRef Sami K (1992) Recharge mechanisms and geochemical processes in a semi-arid sedimentary basin, Eastern Cape, South Africa. J Hydrol 139:27–48CrossRef
Zurück zum Zitat Singh KP, Basant N, Gupta S (2011) Support vector machines in water quality management. Anal Chim Acta 703:152–162CrossRef Singh KP, Basant N, Gupta S (2011) Support vector machines in water quality management. Anal Chim Acta 703:152–162CrossRef
Zurück zum Zitat Smola AJ, Scholkopf B (2004) A tutorial on support vector regression. Stat Comput 14:199–222CrossRef Smola AJ, Scholkopf B (2004) A tutorial on support vector regression. Stat Comput 14:199–222CrossRef
Zurück zum Zitat Spears DA (1986) Mineralogical control of the chemical evolution of groundwater. In: Trudgill ST (ed) Solute processes. Wiley, Chichester, p 512 Spears DA (1986) Mineralogical control of the chemical evolution of groundwater. In: Trudgill ST (ed) Solute processes. Wiley, Chichester, p 512
Zurück zum Zitat Subba Rao N (2002) Geochemistry of groundwater in parts of Guntur district, Andhra Pradesh, India. Environ Geol 41:552–562CrossRef Subba Rao N (2002) Geochemistry of groundwater in parts of Guntur district, Andhra Pradesh, India. Environ Geol 41:552–562CrossRef
Zurück zum Zitat Subramanian V, Saxena K (1983) Hydrogeochemistry of groundwater in the Delhi region of India, relation of water quality and quantity. In: Proceedings of the Hamberg symposium IAHS publication no. 146: 307–316 Subramanian V, Saxena K (1983) Hydrogeochemistry of groundwater in the Delhi region of India, relation of water quality and quantity. In: Proceedings of the Hamberg symposium IAHS publication no. 146: 307–316
Zurück zum Zitat Taheri Tizro A, Voudouris KS (2007) Groundwater quality in the semi-arid region of the Chahardouly basin, West Iran. Hydrol Process 22:3066–3078CrossRef Taheri Tizro A, Voudouris KS (2007) Groundwater quality in the semi-arid region of the Chahardouly basin, West Iran. Hydrol Process 22:3066–3078CrossRef
Zurück zum Zitat Umar R, Absar A (2003) Chemical characteristics of groundwater in parts of the Gambhir River basin, Bharatpur District, Rajasthan, India. Environ Geol 44:535–544CrossRef Umar R, Absar A (2003) Chemical characteristics of groundwater in parts of the Gambhir River basin, Bharatpur District, Rajasthan, India. Environ Geol 44:535–544CrossRef
Zurück zum Zitat Vapnik V (1999) The nature of statistical learning theory, 2nd edn. Springer, New York Vapnik V (1999) The nature of statistical learning theory, 2nd edn. Springer, New York
Zurück zum Zitat Vengosh A, Pankratov I (1998) Chloride/bromide and chloride/fluoride ratios of domestic sewage effluents and associated contaminated ground water. Ground Water 36:815–824CrossRef Vengosh A, Pankratov I (1998) Chloride/bromide and chloride/fluoride ratios of domestic sewage effluents and associated contaminated ground water. Ground Water 36:815–824CrossRef
Zurück zum Zitat Wen X, WuY SuJ, Zhang Y, Liu F (2005) Hydrochemical characteristics and salinity of groundwater in the Ejina Basin, Northwestern China. Environ Geol 48:665–675CrossRef Wen X, WuY SuJ, Zhang Y, Liu F (2005) Hydrochemical characteristics and salinity of groundwater in the Ejina Basin, Northwestern China. Environ Geol 48:665–675CrossRef
Zurück zum Zitat Wu EMY, Kuo SL (2012) Applying a multivariate statistical analysis model to evaluate the water quality of a watershed. Water Environ Res 84:2075–2085CrossRef Wu EMY, Kuo SL (2012) Applying a multivariate statistical analysis model to evaluate the water quality of a watershed. Water Environ Res 84:2075–2085CrossRef
Zurück zum Zitat Yoon H, Jun SH, Hyun Y, Bae GO, Lee KK (2011) A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in a coastal aquifer. J Hydrol 396:128–138CrossRef Yoon H, Jun SH, Hyun Y, Bae GO, Lee KK (2011) A comparative study of artificial neural networks and support vector machines for predicting groundwater levels in a coastal aquifer. J Hydrol 396:128–138CrossRef
Zurück zum Zitat Zaidi FK, Kassem OMK, Al-Bassam AM, Al-Humidan S (2014) Factors governing groundwater chemistry in paleozoic sedimentary aquifers in an arid environment: a case study from Hail Province in Saudi Arabia. Arab J Sci Eng (in press) Zaidi FK, Kassem OMK, Al-Bassam AM, Al-Humidan S (2014) Factors governing groundwater chemistry in paleozoic sedimentary aquifers in an arid environment: a case study from Hail Province in Saudi Arabia. Arab J Sci Eng (in press)
Zurück zum Zitat Zehtabian G, Khosravi H, Ghodsi M (2010) High demand in a land of water scarcity: Iran. Water and sustainability in arid regions, Springer, pp 75–86 Zehtabian G, Khosravi H, Ghodsi M (2010) High demand in a land of water scarcity: Iran. Water and sustainability in arid regions, Springer, pp 75–86
Metadaten
Titel
Geochemical influences on the quality of groundwater in eastern part of Semnan Province, Iran
verfasst von
Mohamad Sakizadeh
Rouhollah Mirzaei
Hadi Ghorbani
Publikationsdatum
01.05.2016
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 10/2016
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-016-5722-2

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