Skip to main content
Log in

Upscaling bimolecular reactive transport in highly heterogeneous porous media with the LAgrangian Transport Eulerian Reaction Spatial (LATERS) Markov model

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

Abstract

The LAgrangian Transport Eulerian Reaction Spatial (LATERS) Markov model was developed to predict upscaled bimolecular reactive transport in a flow around an array of solid cylinders. This method combines the stochastic Lagrangian Spatial Markov model (SMM) to predict transport and a volume averaged reaction rate equation to predict reactions of the form \(A+B\rightarrow \emptyset\). Here, we extend the LATERS Markov model to upscale bimolecular reactive transport in a Darcy flow through an idealized heterogeneous porous medium. In agreement with previous literature, the accuracy of the prediction is a function of the Damköhler (Da) numbers, i.e., high Da are more challenging because of incomplete mixing. It was found that a key component which must be incorporated into the upscaled model in these high Da systems is the idea that nearby A and B particles should be more likely to react than those that are farther apart. This is here achieved by appropriately reducing the resolution of the spatial grid employed to resolve the reactive process.

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

Similar content being viewed by others

References

  • Aarnes JE, Gimse T, Lie KA (2007) An introduction to the numerics of flow in porous media using matlab. Geometric modelling, numerical simulation, and optimization. Springer, Berlin, pp 265–306

    Chapter  Google Scholar 

  • Alhashmi Z, Blunt MJ, Bijeljic B (2015) Predictions of dynamic changes in reaction rates as a consequence of incomplete mixing using pore scale reactive transport modeling on images of porous media. J Contam Hydrol 179:171–181

    Article  CAS  Google Scholar 

  • Battiato I, Tartakovsky DM (2011) Applicability regimes for macroscopic models of reactive transport in porous media. J Contam Hydrol 120–121:18–26

    Article  CAS  Google Scholar 

  • Battiato I, Tartakovsky DM, Tartakovsky AM, Scheibe T (2009) On breakdown of macroscopic models of mixing-controlled heterogeneous reactions in porous media. Adv Water Resour 32(11):1664–1673

    Article  CAS  Google Scholar 

  • Benson DA, Aquino T, Bolster D, Engdahl N, Henri CV, Fernàndez-Garcia D (2017) A comparison of Eulerian and Lagrangian transport and non-linear reaction algorithms. Adv Water Resour 99:15–37

    Article  CAS  Google Scholar 

  • Benson DA, Meerschaert MM (2008) Simulation of chemical reaction via particle tracking: Diffusion-limited versus thermodynamic rate-limited regimes. Water Resources Research, 44

  • Benson DA, Pankavich S, Bolster D (2019) On the separate treatment of mixing and spreading by the reactive-particle-tracking algorithm: An example of accurate upscaling of reactive poiseuille flow. Adv Water Resour 123:40–53

    Article  CAS  Google Scholar 

  • Boso F, Bellin A, Dumbser M (2013) Numerical simulations of solute transport in highly heterogeneous formations: A comparison of alternative numerical schemes. Adv Water Resour 52:178–189

    Article  Google Scholar 

  • Chiogna G, Bellin A (2013) Analytical solution for reactive solute transport considering incomplete mixing within a reference elementary volume. Water Resour Res 49(5):2589–2600

    Article  Google Scholar 

  • Committee on Future Options for Management in the Nation’s Subsurface Remediation Effort, Water Science and Technology Board, Division on Earth and Life Studies, and National Research Council. Alternatives for managing the nation’s complex contaminated groundwater sites. National Academies Press, (2013)

  • de Anna P, Le Borgne T, Dentz M, Tartakovsky AM, Bolster D, Davy P (2013) Flow intermittency, dispersion, and correlated continuous time random walks in porous media. Phys Rev Lett 110(18):1–5

    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 120–121:1–17

    Article  CAS  Google Scholar 

  • Ding D, Benson DA, Paster A, Bolster D (2013) Modeling bimolecular reactions and transport in porous media via particle tracking. Adv Water Resour 53:56–65

    Article  CAS  Google Scholar 

  • Edery Y, Scher H, Berkowitz B (2009) Modeling bimolecular reactions and transport in porous media. Geophys Res Lett 36:L02407

    Article  Google Scholar 

  • Edery Y, Scher H, Berkowitz B (2010) Particle tracking model of bimolecular reactive transport in porous media. Water Resour Res 46(7):1–12

    Article  CAS  Google Scholar 

  • Gillespie DT (2007) Stochastic simulation of chemical kinetics. Annu Rev Phys Chem 58(February):35–55

    Article  CAS  Google Scholar 

  • Ginn TR (2018) Modeling bimolecular reactive transport with mixing-limitation: Theory and application to column experiments. Water Resour Res 54(1):256–270

    Article  Google Scholar 

  • Gramling C, Harvey C, Meigs L (2002) Reactive transport in porous media: A comparison of model prediction with laboratory visualization. Environ Sci Technol 36(11):2508–2514

    Article  CAS  Google Scholar 

  • Kang K, Redner S (1984) Scaling approach for the kinetics of recombination processes. Phys Rev Lett 52(12):955–958

    Article  CAS  Google Scholar 

  • Kang PK, Anna P, Nunes JP, Bijeljic B, Blunt MJ, Juanes R (2014) Pore-scale intermittent velocity structure underpinning anomalous transport through 3-d porous media. Geophys Res Lett 41(17):6184–6190

    Article  Google Scholar 

  • Kang PK, Le Borgne T, Dentz M, Bour O, Juanes R (2015) Impact of velocity correlation and distribution on transport in fractured media: Field evidence and theoretical model. Water Resources Research 51(2):940–959

    Article  Google Scholar 

  • Kang PK, Brown S, Juanes R (2016) Emergence of anomalous transport in stressed rough fractures. Earth Planet Sci Lett 454:46–54

    Article  CAS  Google Scholar 

  • Kang PK, Dentz M, Juanes R (2011) Predictability of anomalous transport on lattice networks with quenched disorder. Phys Rev E 83(3):030101

    Article  CAS  Google Scholar 

  • Kang PK, Dentz M, Le Borgne T, Juanes R (2011) Spatial Markov model of anomalous transport through random lattice networks. Phys Rev Lett 107(18):1–5

    Article  CAS  Google Scholar 

  • Kang PK, Dentz M, Le Borgne T, Juanes R (2015) Anomalous transport on regular fracture networks: Impact of conductivity heterogeneity and mixing at fracture intersections. Phys Rev E 92(2):022148

    Article  CAS  Google Scholar 

  • Kang PK, Dentz M, Le Borgne T, Lee S, Juanes R (2017) Anomalous transport in disordered fracture networks: Spatial Markov model for dispersion with variable injection modes. Adv Water Resour 106:80–94

    Article  Google Scholar 

  • Knutson C, Valocchi A, Werth C (2007) Comparison of continuum and pore-scale models of nutrient biodegradation under transverse mixing conditions. Adv Water Resour 30(6–7):1421–1431

    Article  CAS  Google Scholar 

  • Le Borgne T, Bolster D, Dentz M, De Anna P, Tartakovsky A (2011) Effective pore-scale dispersion upscaling with a correlated continuous time random walk approach. Water Resour Res 47(12):1–10

    Article  Google Scholar 

  • Le Borgne T, Dentz M, Carrera J (2008) Lagrangian statistical model for transport in highly heterogeneous velocity fields. Phys Rev Lett 101(9):1–4

    Article  CAS  Google Scholar 

  • Le Borgne T, Dentz M, Carrera J (2008) Spatial Markov processes for modeling Lagrangian particle dynamics in heterogeneous porous media. Phys Rev E - Stat, Nonlinear, Soft Matter Phys 78(2):1–9

    Article  CAS  Google Scholar 

  • Mayer KU, Benner SG, Blowes DW (2006) Process-based reactive transport modeling of a permeable reactive barrier for the treatment of mine drainage. J Contam Hydrol 85(3–4):195–211

    Article  CAS  Google Scholar 

  • Monson E, Kopelman R (2000) Observation of laser speckle effects and nonclassical kinetics in an elementary chemical reaction. Phys Rev Lett 85(3):666–669

    Article  CAS  Google Scholar 

  • Monson E, Kopelman R (2004) Nonclassical kinetics of an elementary A+B->C reaction-diffusion system showing effects of a speckled initial reactant distribution and eventual self-segregation: Experiments. Phys Rev E - Stat, Nonlinear, Soft Matter Phys 69(21):1–12

    Google Scholar 

  • Ovchinnikov AA, Zeldovich YB (1978) Role of density fluctuations in bimolecular reaction kinetics. Chem Phys 28(1–2):215–218

    Article  CAS  Google Scholar 

  • Paster A, Aquino T, Bolster D (2015) Incomplete mixing and reactions in laminar shear flow. Phys Rev E 92(1):012922

    Article  CAS  Google Scholar 

  • Paster A, Bolster D, Benson DA (2013) Particle tracking and the diffusion-reaction equation. Water Resour Res 49(1):1–6

    Article  Google Scholar 

  • Paster A, Bolster D, Benson David A (2014) Connecting the dots: Semi-analytical and random walk numerical solutions of the diffusionreaction equation with stochastic initial conditions. J Comput Phys 263:91–112

    Article  Google Scholar 

  • Porta GM, Riva M, Guadagnini A (2012) Upscaling solute transport in porous media in the presence of an irreversible bimolecular reaction. Adv Water Resour 35:151–162

    Article  CAS  Google Scholar 

  • Porta GM, Ceriotti G, Thovert J-F (2016) Comparative assessment of continuum-scale models of bimolecular reactive transport in porous media under pre-asymptotic conditions. J Contam Hydrol 185:1–13

    Article  CAS  Google Scholar 

  • Rolle M, Chiogna G, Hochstetler DL, Kitanidis PK (2013) On the importance of diffusion and compound-specific mixing for groundwater transport: An investigation from pore to field scale. J Contam Hydrol 153:51–68

    Article  CAS  Google Scholar 

  • Sanchez-Vila X, Fernàndez-Garcia D, Guadagnini A (2010) Interpretation of column experiments of transport of solutes undergoing an irreversible bimolecular reaction using a continuum approximation. Water Resour Res 46(12):1–7

    Article  CAS  Google Scholar 

  • Steefel CI, DePaolo DJ, Lichtner PC (2005) Reactive transport modeling: An essential tool and a new research approach for the Earth sciences. Earth Planet Sci Lett 240(3–4):539–558

    Article  CAS  Google Scholar 

  • Sund N, Porta G, Bolster D, Parashar R (2017) A Lagrangian transport Eulerian reaction spatial (LATERS) Markov model for prediction of effective bimolecular reactive transport. Water Res Res 53(11):9040–58

    Article  CAS  Google Scholar 

  • Toussaint D, Wilczek F (1983) Particle antiparticle annihilation in diffusive motion. J Chem Phys 78(5):2642

    Article  CAS  Google Scholar 

  • Wright EE, Richter DH, Bolster D (2017) Effects of incomplete mixing on reactive transport in flows through heterogeneous porous media. Phys Rev Fluids 2(11):114501

    Article  Google Scholar 

  • Wright EE, Sund NL, Richter DH, Porta GM, Bolster D (2019) Upscaling mixing in highly heterogeneous porous media via a spatial markov model. Water 11:53

    Article  CAS  Google Scholar 

  • Yeh GT, Tripathi VS (1989) A critical evaluation of recent developments in hydrogeochemical transport models of reactive multichemical components. Water Resour Res 25(1):93–108

    Article  CAS  Google Scholar 

Download references

Acknowledgements

This work was supported by the US Army Research Office under contract/grant number W911NF-18-1-0338. The MATLAB scripts for the Fully Resolved and LATERS models can be found at https://github.com/RichterLab/LATERS-Markov-model.git.

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to Elise E. Wright.

Additional information

Publisher's Note

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

Rights and permissions

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Wright, E.E., Sund, N.L., Richter, D.H. et al. Upscaling bimolecular reactive transport in highly heterogeneous porous media with the LAgrangian Transport Eulerian Reaction Spatial (LATERS) Markov model. Stoch Environ Res Risk Assess 35, 1529–1547 (2021). https://doi.org/10.1007/s00477-021-02006-z

Download citation

  • Accepted:

  • Published:

  • Issue Date:

  • DOI: https://doi.org/10.1007/s00477-021-02006-z

Keywords

Navigation