Skip to main content

Advertisement

Log in

Characterization of Semnan thermal springs using principal component analysis and geochemical inverse modeling

  • Original Paper
  • Published:
Arabian Journal of Geosciences Aims and scope Submit manuscript

Abstract

Since traditional graphical methods are weak to provide a reliable result for assessing the hydrothermal circulation depth and mixing processes, principal component analysis (PCA) and inverse geochemical modeling are used to evaluate the relation between the chemical and physical parameters affecting the spatiotemporal composition of Semnan thermal springs. These waters belong to the Na-Cl water type, with the total dissolved solids of about 9847-mg/L and mean temperature of 31.5 °C. PCA extracted three components that explain 87.89% of the sample variances from a matrix of 35 monthly samples, taken from five thermal springs and analyzed for ten variables. Based on the results of the PCA, the water-rock interactions including evaporate dissolution, cation exchange, and dedolomitization control the chemical composition of thermal waters, and dilution by aquifer recharge creates the seasonal variation in water quality. Geochemical mass-balance modeling simulates the microbial SO4 reduction and silicate weathering and allows quantification of the evolution of the hydrothermal system. Based on the isotopic data, the meteoric water is the major origin of thermal waters without oxygen-18 shift. In addition, Chenaran anticline is the most probable catchment area of thermal springs based on the water balance calculation and geological setting. These results are quite convenient with the previous hydrological conceptual model obtained from the geochemical data. The present study highlights the importance of applying both PCA and inverse modeling simultaneously with conventional methods for assessing the origin of thermal water and deep understanding of predominant processes controlling the hydrogeochemical evolution in a carbonate aquifer includes low enthalpy thermal waters. This methodology has the potential for application in other regions with similar condition.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7
Fig. 8
Fig. 9
Fig. 10
Fig. 11
Fig. 12
Fig. 13
Fig. 14
Fig. 15
Fig. 16
Fig. 17

Similar content being viewed by others

References

  • Adams S, Titus R, Pietersen K, Tredoux G, Harris C (2001) Hydrochemical characteristics of aquifers near Sutherland in the Western Karoo, South Africa. J Hydrol 241:91–103

    Google Scholar 

  • Afsin M, Allen DM, Kirste D, Durukan UG, Gurel A, Oruc O (2014) Mixing processes in hydrothermal spring systems and implications for interpreting geochemical data: a case study in the Cappadocia region of Turkey. Hydrogeol J 22:7–23

    Google Scholar 

  • Ahialey EK, Serfoh-Armah Y, Kortatsi BK (2010) Hydrochemical analysis of groundwater in the lower Pra Basin of Ghana. Journal of Water Resource and Protection 2:864–871. https://doi.org/10.4236/jwarp.2010.210103

    Article  Google Scholar 

  • Alçiçek H, Bülbül A, Alçiçek MC (2016) Hydrogeochemistry of the thermal waters from the Yenice geothermal field (Denizli Basin, Southwestern Anatolia, Turkey). J Volcanol Geotherm Res 309:118–138. https://doi.org/10.1016/j.jvolgeores.2015.10.025

    Article  Google Scholar 

  • Alçiçek H, Bülbül A, Yavuzer İ, Alçiçek MC (2019) Hydrogeochemical and isotopic assessment and geothermometry applications in relation to the Karahayıt Geothermal Field (Denizli Basin, SW Anatolia, Turkey). Hydrogeol J:1–26

  • André L, Franceschi M, Pouchan P, Atteia O (2005) Using geochemical data and modelling to enhance the understanding of groundwater flow in a regional deep aquifer, Aquitaine Basin, south-west of France. J Hydrol 305:40–62

    Google Scholar 

  • Appelo CAJ, Postma D (2004) Geochemistry, groundwater and pollution. Balkema, Leiden, the Netherlands

  • Ashjari J, Raeisi E (2006) Influences of anticlinal structure on regional flow, Zagros, Iran. J Cave Karst Stud 68:118–129

    Google Scholar 

  • Asta MP, Gimeno MJ, Auqué LF, Gómez J, Acero P, Lapuente P (2012) Hydrochemistry and geothermometrical modeling of low-temperature Panticosa geothermal system (Spain). J Volcanol Geotherm Res 235:84–95

    Google Scholar 

  • Auqué LF, Acero P, Gimeno MJ, Gómez JB, Asta MP (2009) Hydrogeochemical modeling of a thermal system and lessons learned for CO2 geologic storage. Chem Geol 268:324–336

    Google Scholar 

  • Azari T, Samani N (2018) Modeling the Neuman’s well function by an artificial neural network for the determination of unconfined aquifer parameters. Comput Geosci 22:1135–1148. https://doi.org/10.1007/s10596-018-9742-8

    Article  Google Scholar 

  • Back W, Hanshaw BB, Plummer LN, Rahn PH, Rightmire CT, Rubin M (1983) Process and rate of dedolomitization: mass transfer and 14C dating in a regional carbonate aquifer. Geol Soc Am Bull 94:1415–1429

    Google Scholar 

  • Belkhiri L, Boudoukha A, Mouni L, Baouz T (2010) Application of multivariate statistical methods and inverse geochemical modeling for characterization of groundwater—A case study: Ain Azel plain (Algeria). Geoderma 159:390–398

    Google Scholar 

  • Blake S, Henry T, Murray J, Flood R, Muller MR, Jones AG, Rath V (2016) Compositional multivariate statistical analysis of thermal groundwater provenance: A hydrogeochemical case study from Ireland. Appl Geochem 75:171–188

    Google Scholar 

  • Carucci V, Petitta M, Aravena R (2012) Interaction between shallow and deep aquifers in the Tivoli Plain (Central Italy) enhanced by groundwater extraction: a multi-isotope approach and geochemical modeling. Appl Geochem 27:266–280

    Google Scholar 

  • Chatterjee S, Sarkar A, Deodhar AS, Biswal BP, Jaryal A, Mohokar HV, Sinha UK, Dash A (2017) Geochemical and isotope hydrological characterisation of geothermal resources at Godavari valley, India. Environ Earth Sci 76:97–21. https://doi.org/10.1007/s12665-017-6411-5

    Article  Google Scholar 

  • Chatterjee S, Sinha UK, Biswal BP, Jaryal A, Jain PK, Patbhaje S, Dash A (2019) An Integrated Isotope-Geochemical Approach to Characterize a Medium Enthalpy Geothermal System in India. Aquat Geochem:1–27

  • Clark ID, Fritz P (1997) Environmental isotopes in hydrogeology. CRC press, New York

    Google Scholar 

  • Cloutier V, Lefebvre R, Therrien R, Savard MM (2008) Multivariate statistical analysis of geochemical data as indicative of the hydrogeochemical evolution of groundwater in a sedimentary rock aquifer system. J Hydrol 353:294–313. https://doi.org/10.1016/j.jhydrol.2008.02.015

    Article  Google Scholar 

  • Craig H (1961) Isotopic variations in meteoric waters. Science 133:1702–1703

    Google Scholar 

  • Daniele L, Vallejos Á, Corbella M, Molina L, Pulido-Bosch A (2013) Hydrogeochemistry and geochemical simulations to assess water–rock interactions in complex carbonate aquifers: the case of Aguadulce (SE Spain). Appl Geochem 29:43–54

    Google Scholar 

  • Davis JC (2002) Statistics and data analysis in geology, 3rd edn. Wiley, New York

    Google Scholar 

  • Eberts SM, George LL (2000) Regional Ground-water Flow and Geochemistry in the Midwestern Basins and Arches Aquifer System in Parts of Indiana, Ohio, Michigan, and Illinois: By Sandra M. Eberts and Lori L. George (No. 1423). US Geological Survey

  • Elidemir S, Güleç N (2018) Geochemical characterization of geothermal systems in western Anatolia (Turkey): implications for CO2 trapping mechanisms in prospective CO2-EGS sites. Greenhouse Gases: Science and Technology 8:63–76

    Google Scholar 

  • Elzien SM, Mohamed SH, Keiralla KM, Attaj OA, Hussein HA (2013) Hydro-geochemical Signature in the Thermal Waters in Jebel Mara, Darfur Region Western Sudan. J Geol Geosci 3(138):2

    Google Scholar 

  • Faure G (1977) Principles of isotope geology. Wiley, New York

    Google Scholar 

  • Field A (2009) Discovering statistics using SPSS, 3rd edn. SAGE, London

    Google Scholar 

  • Freeze RA, Cherry JA (1979) Groundwater. Prentice-Hall Inc, Englewood Cliffs

    Google Scholar 

  • Goldscheider N, Mádl-Szőnyi J, Erőss A, Schill E (2010) Thermal water resources in carbonate rock aquifers. Hydrogeol J 18:1303–1318

    Google Scholar 

  • Golla JK (2018) Using Principal Component Analysis to Aid in Visualization and Interpretation of Geothermal Solute Chemistry: An Application to Yellowstone Thermal Waters. GRC Transactions 42

  • Güler C, Thyne GD (2004) Hydrologic and geologic factors controlling surface and groundwater chemistry in Indian Wells-Owens Valley area, southeastern California, USA. J Hydrol 285:177–198

    Google Scholar 

  • Güler C, Thyne GD, McCray JE, Turner KA (2002) Evaluation of graphical and multivariate statistical methods for classification of water chemistry data. Hydrogeol J 10:455–474

    Google Scholar 

  • Han D, Liang X, Currell MJ, Song X, Chen Z, Jin M, Liu C, Han Y (2010) Environmental isotopic and hydrochemical characteristics of groundwater systems in Daying and Qicun geothermal fields, Xinzhou Basin, Shanxi, China. Hydrol Process 24:3157–3176

    Google Scholar 

  • Helena B, Pardo R, Vega M, Barrado E, Fernandez JM, Fernandez L (2000) Temporal evolution of groundwater composition in an alluvial aquifer (Pisuerga River, Spain) by principal component analysis. Water Res 34:807–816

    Google Scholar 

  • Hidalgo MC, Cruz-Sanjulián J (2001) Groundwater composition, hydrochemical evolution and mass transfer in a regional detrital aquifer (Baza basin, southern Spain). Appl Geochem 16:745–758

    Google Scholar 

  • IBM (2011) SPSS Statistics, International Business Machines Corporation, version 20

  • Isa NM, Aris AZ, Narany TS, Sulaiman WNA (2017) Applying the scores of multivariate statistical analyses to characterize the relationships between the hydrochemical properties and groundwater conditions in respect of the monsoon variation in Kapas Island, Terengganu, Malaysia. Environ Earth Sci 76:169–115. https://doi.org/10.1007/s12665-017-6487-y

    Article  Google Scholar 

  • Karamouz M, Nazif S, Falahi M (2012) Hydrology and hydroclimatology: principles and applications. CRC Press, New York

    Google Scholar 

  • Karimi H, Raeisi E, Zare M (2005) Physicochemical time series of karst springs as a tool to differentiate the source of spring water. Carbonates Evaporites 20:138–147

    Google Scholar 

  • Karimi S, Mohammadi Z, Samani N (2017) Geothermometry and circulation depth of groundwater in Semnan thermal springs, Northern Iran. Environ Earth Sci 76:659–624. https://doi.org/10.1007/s12665-017-6983-0

    Article  Google Scholar 

  • Kazemi GA (2013) Isotope composition (18O and 2H) in precipitations of Shahrood area. Proceedings of the 1st National Conference on Application of Stable Isotopes (pp. 54–60). Mashhad, Ferdowsi University of Mashhad (in Persian)

  • King AC, Raiber M, Cox ME (2014) Multivariate statistical analysis of hydrochemical data to assess alluvial aquifer–stream connectivity during drought and flood: Cressbrook Creek, southeast Queensland, Australia. Hydrogeol J 22:481–500

    Google Scholar 

  • Kouadra R, Demdoum A, Chabour N, Benchikh R (2019) The use of hydrogeochemical analyses and multivariate statistics for the characterization of thermal springs in the Constantine area, Northeastern Algeria. Acta Geochimica 38:292–306

    Google Scholar 

  • Kumar M, Ramanathan AL, Rao MS, Kumar B (2006) Identification and evaluation of hydrogeochemical processes in the groundwater environment of Delhi, India. Environ Geol 50:1025–1039

    Google Scholar 

  • Lim WY, Aris AZ, Zakaria MP (2012) Spatial variability of metals in surface water and sediment in the Langat River and geochemical factors that influence their water-sediment interactions. The Scientific World Journal. https://doi.org/10.1100/2012/652150

    Google Scholar 

  • Lindsey CR, Neupane G, Spycher N, Fairley JP, Dobson P, Wood T et al (2018) Cluster analysis as a tool for evaluating the exploration potential of Known Geothermal Resource Areas. Geothermics 72:358–370

    Google Scholar 

  • Liu P, Hoth N, Drebenstedt C, Sun Y, Xu Z (2017) Hydro-geochemical paths of multi-layer groundwater system in coal mining regions—Using multivariate statistics and geochemical modeling approaches. Sci Total Environ 601:1–14

    Google Scholar 

  • Locsey KL, Cox ME (2003) Statistical and hydrochemical methods to compare basalt-and basement rock-hosted groundwaters: Atherton Tablelands, north-eastern Australia. Environ Geol 43:698–713

    Google Scholar 

  • Lopez-Chicano M, Bouamama M, Vallejos A, Pulido-Bosch A (2001) Factors which determine the hydrogeochemical behaviour of karstic springs. A case study from the Betic Cordilleras, Spain. Appl Geochem 16:1179–1192

    Google Scholar 

  • Lu L, Pang Z, Kong Y, Guo Q, Wang Y, Xu C, Gu W, Zhou L, Yu D (2018) Geochemical and isotopic evidence on the recharge and circulation of geothermal water in the Tangshan Geothermal System near Nanjing, China: implications for sustainable development. Hydrogeol J:1–5

  • Mahmoodian B (1993) The study of Semnan karstic network from the hydrochemical point of view. Tehran University, Master science thesis

    Google Scholar 

  • Marques JM, Graça H, Eggenkamp HG, Neves O, Carreira PM, Matias MJ, Mayer B, Nunes D, Trancoso VN (2013) Isotopic and hydrochemical data as indicators of recharge areas, flow paths and water–rock interaction in the Caldas da Rainha–Quinta das Janelas thermomineral carbonate rock aquifer (Central Portugal). J Hydrol 476:302–313

    Google Scholar 

  • Mayoa AL, Loucks MD (1995) Solute and isotopic geochemistry and ground water flow in the central Wasatch Range, Utah. J Hydrol 172:31–59

    Google Scholar 

  • Mohammadi Z (2009) Assessing hydrochemical evolution of groundwater in limestone terrain via principal component analysis. Environ Earth Sci 59:429–439

    Google Scholar 

  • Mohammadi Z, Shoja A (2014) Effect of annual rainfall amount on characteristics of karst spring hydrograph. Carbonates Evaporites 29:279–289

    Google Scholar 

  • Moore PJ, Martin JB, Screaton EJ (2009) Geochemical and statistical evidence of recharge, mixing, and controls on spring discharge in an eogenetic karst aquifer. J Hydrol 376:443–455

    Google Scholar 

  • Mutlu H (1998) Chemical geothermometry and fluid-mineral equilibria for the Omer- Gecek thermal waters, Afyon area, Turkey. J Volcanol Geotherm Res 80:303–321

    Google Scholar 

  • Nabavi MH (1987) Geological map of Iran, 1:100,000 series sheet 6661, Semnan. Geological Survey of Iran, Tehran (with explanation in Persian)

  • Nosrati K, Van Den Eeckhaut M (2012) Assessment of groundwater quality using multivariate statistical techniques in Hashtgerd Plain, Iran. Environ Earth Sci 65:331–344

    Google Scholar 

  • Parizi HS, Samani N (2014) Environmental isotope investigation of groundwater in the Sarcheshmeh copper mine area, Iran. Mine Water Environ 33:97–109

    Google Scholar 

  • Parkhurst DL, Appelo CAJ (1999) User's guide to PHREEQC (version2): a computer program for speciation, batch reaction, one dimensional transport and inverse geochemical calculations. Water Resources Investigations, report 9524259, US Geological Survey, Denver, Colorado

  • Pasvanoğlu S, Chandrasekharam D (2011) Hydrogeochemical and isotopic study of thermal and mineralized waters from the Nevşehir (Kozakli) area, Central Turkey. J Volcanol Geotherm Res 202:241–250

    Google Scholar 

  • Plummer LN, Busby JF, Lee RW, Hanshaw BB (1990) Geochemical modeling of the Madison aquifer in parts of Montana, Wyoming, and South Dakota. Water Resour Res 26:1981–2014

    Google Scholar 

  • Plummer N, Prestemon EC, Parkhurst DL (1994) An interactive code (NETPATH) for modeling net geochemical reactions along a flow path. Geological Survey Water Resources Investigations Report, 94-4169. US Geological Survey

  • Pürschel M, Gloaguen R, Stadler S (2013) Geothermal activities in the Main Ethiopian Rift: hydrogeochemical characterization of geothermal waters and geothermometry applications (Dofan-Fantale, Gergede-Sodere, Aluto-Langano). Geothermics 47:1–12

    Google Scholar 

  • Rafighdoust Y, Eckstein Y, Harami RM, Gharaie MH, Griffith EM, Mahboubi A (2015) Isotopic analysis, hydrogeochemistry and geothermometry of Tang-Bijar oilfield springs, Zagros region, Iran. Geothermics 55:24–30

    Google Scholar 

  • Saadat H, Mohammadi Z (2018) Hydrogeological characterization of the Asmari limestone aquifer, Anar anticline, Zagros Region, Iran. Carbonates Evaporites 33:29–41

    Google Scholar 

  • Sami K (1992) Recharge mechanisms and geochemical processes in a semi-arid sedimentary basin, Eastern Cape, South Africa. J Hydrol 139:27–48

    Google Scholar 

  • Shamsi A, Kazemi G (2014) A review of research dealing with isotope hydrology in Iran and the first Iranian meteoric water line. Geopersia 4:73–86

    Google Scholar 

  • Sharif MU, Davis RK, Steele KF, Kim B, Kresse TM, Fazio JA (2008) Inverse geochemical modeling of groundwater evolution with emphasis on arsenic in the Mississippi River Valley alluvial aquifer, Arkansas (USA). J Hydrol 350:41–55

    Google Scholar 

  • Shelton JL, Engle MA, Buccianti A, Blondes MS (2018) The isometric log-ratio (ilr)-ion plot: A proposed alternative to the Piper diagram. J Geochem Explor 190:130–141

    Google Scholar 

  • Sofer Z, Gat JR (1972) Activities and concentrations of oxygen-18 in concentrated aqueous salt solutions: analytical and geophysical implications. Earth Planet Sc Lett 15:232–238

    Google Scholar 

  • Todorović M, Štrbački J, Ćuk M, Andrijašević J, Šišović J, Papić P (2016) Mineral and thermal waters of Serbia: multivariate statistical approach to hydrochemical characterization. In: Papić P (ed) Mineral and thermal waters of southeastern Europe. Springer Chem, New York, pp 81–95

    Google Scholar 

  • Uliana MM, Sharp JM Jr (2001) Tracing regional flow paths to major springs in Trans-Pecos Texas using geochemical data and geochemical models. Chem Geol 179:53–72

    Google Scholar 

  • Wang Y, Ma T, Luo Z (2001) Geostatistical and geochemical analysis of surface water leakage into groundwater on a regional scale: a case study in the Liulin karst system, northwestern China. J Hydrol 246:223–234

    Google Scholar 

  • Zhang X, Guo Q, Liu M, Luo J, Yin Z, Zhang C, Zhu M, Guo W, Li J, Zhou C (2016) Hydrogeochemical processes occurring in the hydrothermal systems of the Gonghe–Guide basin, northwestern China: critical insights from a principal component analysis (PCA). Environ Earth Sci 75:1187–1117. https://doi.org/10.1007/s12665-016-5991-9

    Article  Google Scholar 

  • Zhu C, Anderson G (2002) Environmental applications of geochemical modeling. Cambridge University Press, UK

    Google Scholar 

Download references

Acknowledgments

The authors gratefully acknowledge the Semnan Regional Water Company for providing the basic hydrogeological and hydrochemical data. We thank the continuous support of Shiraz University during this research. We would like to thank an anonymous reviewer for his/her relevant comments on this article.

Funding

Funding support was provided by the Semnan Regional Water Company.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Soraya Karimi.

Additional information

Responsible Editor: Mingjie Chen

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Karimi, S., Samani, N. & Mohammadi, Z. Characterization of Semnan thermal springs using principal component analysis and geochemical inverse modeling. Arab J Geosci 12, 777 (2019). https://doi.org/10.1007/s12517-019-4957-0

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s12517-019-4957-0

Keywords

Navigation