Log in

Upscaling of Se(IV) sorption coefficients with hierarchical mineral characterization in multi-scale fractured granite

  • Original Paper
  • Published:
Stochastic Environmental Research and Risk Assessment Aims and scope Submit manuscript

Abstract

The radionuclides sorption on fractured rocks is greatly influenced by the constituent minerals and their spatial variations of the fracture matrix. The mineral heterogeneity distributions can lead to potential scale-dependent sorption coefficients in fractured rocks. The indicator geostatistics-based upscaling (IU) method is one promising upscaling approach but has a gap in linking parameters from different sources in real applications. Taking Se(IV) sorption on fractured granite as an example, this study developed a sorption coefficient transition function between individual minerals and mineral assemblages and validated the IU method for estimating the sorption coefficients under a hierarchical framework of reactive mineral facies. The sorption coefficients of the reactive mineral assemblage at the mesoform scale were estimated based on the spatial distribution of minerals on the fracture surface and multimodal mineral sorption coefficients at the microform scale. Compared to the parameters derived from our fracture transport experiment and traditional component additivity method, the IU method accurately estimates the sorption coefficients of mineral assemblage and delineates the variations of sorption coefficients at different scales. This study successfully bridges the gap between laboratory-scale measurements and field-scale simulations and provides important information for field-scale predictive modeling.

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

Access this article

Subscribe and save

Springer+ Basic
EUR 32.99 /Month
  • Get 10 units per month
  • Download Article/Chapter or Ebook
  • 1 Unit = 1 Article or 1 Chapter
  • Cancel anytime
Subscribe now

Buy Now

Price includes VAT (France)

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6

Similar content being viewed by others

Data availability

The data and material used to support the findings of this study are available from the corresponding author upon request.

References

  • Aguilar-Madera CG, Herrera-Hernández EC, Espinosa-Paredes G (2019) Solute transport in heterogeneous reservoirs: upscaling from the Darcy to the reservoir scale. Adv Water Resour 124:9–28

    Article  Google Scholar 

  • Allen-King RM, Divine DP, Robin MJ, Alldredge JR, Gaylord DR (2006) Spatial distributions of perchloroethylene reactive transport parameters in the Borden Aquifer. Water Resour Res. https://doi.org/10.1029/2005WR003977

    Article  Google Scholar 

  • Auriault J-L, Boutin C, Geindreau C (2010) Homogenization of coupled phenomena in heterogenous media. Wiley, London

    Google Scholar 

  • Barati R, Liang JT (2014) A review of fracturing fluid systems used for hydraulic fracturing of oil and gas wells. J Appl Polym Sci. https://doi.org/10.1002/app.40735

    Article  Google Scholar 

  • Bodin J, Delay F, De Marsily G (2003) Solute transport in a single fracture with negligible matrix permeability: 1. fundamental mechanisms. Hydrogeol J 11:418–433

    Article  CAS  Google Scholar 

  • Carle SF (1999) T-PROGS: Transition probability geostatistical software. University of California, Davis, p 84

    Google Scholar 

  • Carle SF, Fogg GE (1996) Transition probability-based indicator geostatistics. Math Geol 28:453–476

    Article  Google Scholar 

  • Carle SF, Zavarin M, Pawloski G (2002) Geostatistical analysis of spatial variability of mineral abundance and Kd in Frenchman Flat, NTS, Alluvium, Lawrence Livermore National Lab, Livermore, CA

  • Dai Z, Ritzi RW Jr, Huang C, Rubin YN, Dominic DF (2004a) Transport in heterogeneous sediments with multimodal conductivity and hierarchical organization across scales. J Hydrol 294:68–86

    Article  Google Scholar 

  • Dai Z et al (2004b) Transport in heterogeneous sediments with multimodal conductivity and hierarchical organization across scales. J Hydrol 294:66–86

    Article  Google Scholar 

  • Dai Z, Ritzi RW Jr, Dominic DF (2005) Improving permeability semivariograms with transition probability models of hierarchical sedimentary architecture derived from outcrop analog studies. Water Resour Res. https://doi.org/10.1029/2004WR003515

    Article  Google Scholar 

  • Dai Z, Wolfsberg A, Lu Z, Deng H (2008) Scale dependence of sorption coefficients for contaminant transport in saturated fractured rock. Geophys Res Lett. https://doi.org/10.1029/2008GL036516

    Article  Google Scholar 

  • Dai Z, Viswanathan H, Middleton R, Pan F, Ampomah W, Yang C, Jia W, **ao T, Lee S-Y, McPherson B (2016) CO2 accounting and risk analysis for CO2 sequestration at enhanced oil recovery sites. Environ Sci Technol 50:7546–7554

    Article  CAS  Google Scholar 

  • Dai Z, Zhan C, Soltanian MR, Ritzi RW, Zhang X (2019) Identifying spatial correlation structure of multimodal permeability in hierarchical media with Markov chain approach. J Hydrol 568:703–715

    Article  Google Scholar 

  • Dai Z, Xu L, **ao T, McPherson B, Zhang X, Zheng L, Dong S, Yang Z, Soltanian MR, Yang C (2020a) Reactive chemical transport simulations of geologic carbon sequestration: Methods and applications. Earth-Sci Rev 208:103265

    Article  CAS  Google Scholar 

  • Dai Z, Zhan C, Dong S, Yin S, Zhang X, Soltanian MR (2020b) How does resolution of sedimentary architecture data affect plume dispersion in multiscale and hierarchical systems? J Hydrol 582:124516

    Article  Google Scholar 

  • de Hoog FR, Knight JH, Stokes AN (1982) An improved method for numerical inversion of Laplace transforms. SIAM J Sci Comput 3:357–366

    Article  Google Scholar 

  • Deng H, Dai Z, Wolfsberg A, Lu Z, Ming Y, Reimus P (2010) Upscaling of reactive mass transport in fractured rocks with multimodal reactive mineral facies. Water Resour Res. https://doi.org/10.1029/2009WR008363

    Article  Google Scholar 

  • Deng H, Dai Z, Wolfsberg AV, Ye M, Stauffer PH, Lu Z, Kwicklis E (2013) Upscaling retardation factor in hierarchical porous media with multimodal reactive mineral facies. Chemosphere 91:248–257

    Article  CAS  Google Scholar 

  • Dentz M, Le Borgne T, Englert A, Bijeljic B (2011) Mixing, spreading and reaction in heterogeneous media: a brief review. J Contam Hydrol 120:1–17

    Article  Google Scholar 

  • Detwiler R (2014) Scale-dependent fracture-matrix interactions and their impact on radionuclide transport-Final report, University of California, Irvine, CA

  • Doherty J (2004) PEST model-independent parameter estimation user manual. Watermark Numerical Computing, Brisbane, Australia

  • Ewing RC (2015) Long-term storage of spent nuclear fuel. Nat Mater 14:252–257

    Article  CAS  Google Scholar 

  • Frippiat CC, Holeyman AE (2008) A comparative review of upscaling methods for solute transport in heterogeneous porous media. J Hydrol 362:150–176

    Article  Google Scholar 

  • Godoy VA, Zuquette LV, Gómez-Hernández JJ (2018) Scale effect on hydraulic conductivity and solute transport: Small and large-scale laboratory experiments and field experiments. Eng Geol 243:196–205

    Article  Google Scholar 

  • Guo Z-J, Chen Z-Y, Wu W-S, Liu C-L, Chen T, Tian W-Y, Li C (2011) Adsorption of Se (IV) onto Beishan granite. Acta Phys-Chim Sin 27:2222–2226

    Article  CAS  Google Scholar 

  • Hakoun V, Comolli A, Dentz M (2019) Upscaling and prediction of Lagrangian velocity dynamics in heterogeneous porous media. Water Resour Res 55:3976–3996

    Article  Google Scholar 

  • He J, Ma B, Kang M, Wang C, Nie Z, Liu C (2017) Migration of 75Se (IV) in crushed Beishan granite: effects of the iron content. J Hazard Mater 324:564–572

    Article  CAS  Google Scholar 

  • Hristopulos DT (2003) Renormalization group methods in subsurface hydrology: overview and applications in hydraulic conductivity upscaling. Adv Water Resour 26:1279–1308

    Article  Google Scholar 

  • Huang J, Ghassemi A (2015) A poroelastic model for evolution of fractured reservoirs during gas production. J Pet Sci Eng 135:626–644

    Article  CAS  Google Scholar 

  • Jacquier P, Meier P, Ly J (2001) Adsorption of radioelements on mixtures of minerals—experimental study. Appl Geochem 16:85–93

    Article  CAS  Google Scholar 

  • Jia S, Dai Z, Yang Z, Du Z, Zhang X, Ershadnia R, Soltanian MR (2022) Uncertainty quantification of radionuclide migration in fractured granite. J Clean Prod 366:132944

    Article  CAS  Google Scholar 

  • Lee SH, Yeo IW, Lee KK, Lee WS (2017) The role of eddies in solute transport and recovery in rock fractures: Implication for groundwater remediation. Hydrol Process 31:3580–3587

    Article  Google Scholar 

  • Li X, Puhakka E, Ikonen J, Söderlund M, Lindberg A, Holgersson S, Martin A, Siitari-Kauppi M (2018) Sorption of Se species on mineral surfaces, part I: batch sorption and multi-site modelling. Appl Geochem 95:147–157

    Article  CAS  Google Scholar 

  • Li X, Huang L, Fang H, Chen M, Cui Z, Sun Z, Reible D (2021) Phosphorus adsorption by sediment considering mineral composition and environmental factors. Environ Sci Pollut Res 28:17495–17505

    Article  CAS  Google Scholar 

  • Ma Z, Dai Z, Zhang X, Zhan C, Gong H, Zhu L, Wallace CD, Soltanian MR (2021) Dispersivity variations of solute transport in heterogeneous sediments: numerical and experimental study. Stoch Env Res Risk A 36:1–17

    Google Scholar 

  • Macquarrie KTB, Mayer KU (2005) Reactive transport modeling in fractured rock: a state-of-the-science review. Earth-Sci Rev 72:189–227

    Article  CAS  Google Scholar 

  • Medici G, West LJ, Chapman PJ, Banwart SA (2019) Prediction of contaminant transport in fractured carbonate aquifer types: a case study of the Permian Magnesian Limestone Group (NE England, UK). Environ Sci Pollut Res 26:24863–24884

    Article  CAS  Google Scholar 

  • Miller AW, Rodriguez DR, Honeyman BD (2010) Upscaling sorption/desorption processes in reactive transport models to describe metal/radionuclide transport: a critical review. Environ Sci Technol 44:7996–8007

    Article  CAS  Google Scholar 

  • Morishita R, Obata M (1995) A new statistical description of the spatial distribution of minerals in rocks. J Geol 103:232–240

    Article  Google Scholar 

  • Ritzi RW Jr, Soltanian MR (2015) What have we learned from deterministic geostatistics at highly resolved field sites, as relevant to mass transport processes in sedimentary aquifers? J Hydrol 531:31–39

    Article  Google Scholar 

  • Ritzi RW, Dai Z, Dominic DF, Rubin YN (2004) Spatial correlation of permeability in cross-stratified sediment with hierarchical architecture. Water Resour Res. https://doi.org/10.1029/2003WR002420

    Article  Google Scholar 

  • Rubin Y (2003) Applied stochastic hydrogeology. Oxford University Press

    Book  Google Scholar 

  • Sherman T, Paster A, Porta G, Bolster D (2019) A spatial Markov model for upscaling transport of adsorbing-desorbing solutes. J Contam Hydrol 222:31–40

    Article  CAS  Google Scholar 

  • Sudicky EA, Frind EO (1982) Contaminant transport in fractured porous media: analytical solutions for a system of parallel fractures. Water Resour Res 18:1634–1642

    Article  Google Scholar 

  • Sun AY, Bertetti FP (2007) Evaluation of the effects of physical and chemical heterogeneities on flow and transport in the saturated alluvium of Fortymile Wash, Nevada., Center for Nuclear Regulatory Analyses, Southwest Research Laboratory, San Antonio, TX

  • Trinchero P, Cvetkovic V, Selroos JO, Bosbach D, Deissmann G (2020) Upscaling of radionuclide transport and retention in crystalline rocks exhibiting micro-scale heterogeneity of the rock matrix. Adv Water Resour 142:103644

    Article  CAS  Google Scholar 

  • Tsang C-F, Neretnieks I, Tsang Y (2015) Hydrologic issues associated with nuclear waste repositories. Water Resour Res 51:6923–6972

    Article  CAS  Google Scholar 

  • Wang Z, Zachara JM, Shang J, Jeon C, Liu J, Liu C (2014) Investigation of U (VI) adsorption in quartz–chlorite mineral mixtures. Environ Sci Technol 48:7766–7773

    Article  CAS  Google Scholar 

  • Wang J, Chen L, Su R, Zhao X (2018) The Beishan underground research laboratory for geological disposal of high-level radioactive waste in China: planning, site selection, site characterization and in situ tests. J Rock Mech Geotech Eng 10:411–435

    Article  CAS  Google Scholar 

  • Wang C, Yang X, Wei F, He J, Qi L, Liu C (2019) The influence of pH on diffusion of 75 Se (IV) in Beishan granite. J Radioanal Nucl Chem 319:365–377

    Article  CAS  Google Scholar 

  • Wang W, Ding Z, Wang Y, Geng R, Zhang W, Wang J, Liang J, Li P, Fan Q (2021) Transport behaviors of Cs+ in granite porous media: effects of mineral composition, HA, and coexisting cations. Chemosphere 268:129341

    Article  CAS  Google Scholar 

  • Wolfsberg A, Dai Z, Zhu L, Reimus P, **ao T, Ware D (2017) Colloid-facilitated plutonium transport in fractured tuffaceous rock. Environ Sci Technol 51:5582–5590

    Article  CAS  Google Scholar 

  • Yang X, Ge X, He J, Wang C, Liu C (2017) Effects of mineral compositions on matrix diffusion and sorption of 75Se(IV) in granite. Environ Sci Technol 52:1320

    Article  Google Scholar 

  • Zhang X, Liu C, Hu BX, Hu Q (2016) Grain-size based additivity models for scaling multi-rate uranyl surface complexation in subsurface sediments. Math Geosci 48:511–535

    Article  CAS  Google Scholar 

  • Zhang X et al (2021) Application of upscaling methods for fluid flow and mass transport in multi-scale heterogeneous media: a critical review. Appl Energy 303:117603

    Article  CAS  Google Scholar 

  • Zhang X, Ma F, Dai Z, Wang J, Chen L, Ling H, Soltanian MR (2022a) Radionuclide transport in multi-scale fractured rocks: a review. J Hazard Mater 424:127550

    Article  CAS  Google Scholar 

  • Zhang X, Qi L, Ma Z, Ma F, Dai Z (2022b) Impact of fracture filling materials on selenium sorption in granite. J Hydrol. 612:1282874

    Article  Google Scholar 

  • Zuo R, Chen M, Lin Y, Yang J, ** S, Yue W, Wang J, Teng Y (2019) Effect of a humic acid colloid on the sorption behaviour of Sr onto soil in a candidate high-level radioactive waste geological disposal site. Environ Sci Pollut Res 26:25235–25246

    Article  CAS  Google Scholar 

Download references

Acknowledgements

This work is funded by the National Key R&D Program of China (No. 2018YFC1800900), the National Natural Science Foundation of China (NSFC: 41972249, 41772253, and 51774136), and the Program for Jilin University (JLU) Science and Technology Innovative Research Team (No. 2019TD-35).

Funding

This work is funded by the National Key R&D Program of China (No. 2018YFC1800900), the National Natural Science Foundation of China (NSFC: 41972249, 41772253, and 51774136), and the Program for Jilin University (JLU) Science and Technology Innovative Research Team (No. 2019TD-35).

Author information

Authors and Affiliations

Authors

Contributions

All authors contributed to the study conception and design. Material preparation, data collection and analysis were performed by CZ, WC and LQ. The article was repeatedly revised to generate the final version by XZ and ZD. The first draft of the manuscript was written by FM and all authors commented on previous versions of the manuscript. All authors read and approved the final manuscript.

Corresponding authors

Correspondence to **aoying Zhang or Zhenxue Dai.

Ethics declarations

Competing interests

The authors declare no competing interests.

Additional information

Publisher's Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Ma, F., Zhang, X., Zhan, C. et al. Upscaling of Se(IV) sorption coefficients with hierarchical mineral characterization in multi-scale fractured granite. Stoch Environ Res Risk Assess 37, 877–887 (2023). https://doi.org/10.1007/s00477-022-02321-z

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00477-022-02321-z

Keywords

Navigation