Abstract
In this paper we present an uncertainty analysis of thermo-hydro-mechanical (THM) coupled processes in a typical geothermal reservoir in crystalline rock. Fracture and matrix are treated conceptually as an equivalent porous medium, and the model is applied to available data from the Urach Spa and Falkenberg sites (Germany). The finite element method (FEM) is used for the numerical analysis of fully coupled THM processes, including thermal water flow, advective–diffusive heat transport, and thermoelasticity. Non-linearity in system behavior is introduced via temperature and pressure dependent fluid properties. Reservoir parameters are considered as spatially random variables and their realizations are generated using conditional Gaussian simulation. The related Monte-Carlo analysis of the coupled THM problem is computationally very expensive. To enhance computational efficiency, the parallel FEM based on domain decomposition technology using message passing interface (MPI) is utilized to conduct the numerous simulations. In the numerical analysis we considered two reservoir modes: undisturbed and stimulated. The uncertainty analysis we apply captures both the effects of heterogeneity and hydraulic stimulation near the injection borehole. The results show the influence of parameter ranges on reservoir evolution during long-term heat extraction, taking into account fully coupled thermo-hydro-mechanical processes. We found that the most significant factors in the analysis are permeability and heat capacity. The study demonstrates the importance of taking parameter uncertainties into account for geothermal reservoir evaluation in order to assess the viability of numerical modeling.
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Abbreviations
- a :
-
Range of a variogram model (m)
- B :
-
Strain displacement matrix
- C :
-
Sill in a variogram model (–)
- \({{\mathbb C}}\) :
-
Fourth-order material tensor
- c p :
-
Specific heat capacity of porous medium (J/kg K)
- \({c_p^l}\) :
-
Specific heat capacity of liquid (J/kg K)
- \({c_p^s}\) :
-
Specific heat capacity of solid (J/kg K)
- D :
-
Matrix form of constitutive tensor \({{\mathbb C}}\)
- E :
-
Young’s modulus (Pa)
- f :
-
Right-hand-side (RHS) term
- G :
-
Shear modulus (Pa)
- g :
-
Acceleration of gravity (m/s2)
- g :
-
Vector form of g
- h :
-
Lag distance in variogram model (m)
- I :
-
Identity tensor
- k :
-
Intrinsic permeability (m2)
- K :
-
Laplace matrix
- L :
-
Differential operator
- m :
-
Specific unit tensor
- M :
-
Mass matrix
- n :
-
Porosity (–)
- n :
-
Normal vector
- N :
-
Shape function
- p :
-
Pressure (Pa)
- q T :
-
Heat flux vector (J/m2 s)
- Q T :
-
Heat sources
- q f :
-
Flow flux vector (m3/m2 s)
- Q f :
-
Flow source/sink terms
- S s :
-
Specific storage (Pa−1)
- t :
-
Time (s)
- T :
-
Temperature (K)
- u :
-
Solid displacement vector (m)
- v :
-
Fluid phase velocity (m/s)
- α T :
-
Linear thermal expansion coefficient for the solid (K−1)
- δ :
-
Kronecker delta
- ΔT :
-
Temperature increment (K)
- \({{\bf \epsilon}}\) :
-
Strain tensor
- γ :
-
Semivariogram (–)
- Γ:
-
Domain boundary
- λ :
-
First Lamé constant (Pa)
- λ e :
-
Heat conductivity of porous media (W/m K)
- λ l :
-
Heat conductivity of liquid (W/m K)
- λ s :
-
Heat conductivity of solid (W/m K)
- μ :
-
Dynamic viscosity (Pa s)
- ν :
-
Poisson ratio (–)
- ω :
-
Linear test function
- ω :
-
Quadratic test function
- ω T :
-
Thermal gradient (K/m)
- Ω:
-
The model domain
- ρ :
-
Density of porous medium (kg/m3)
- ρ l :
-
Density of liquid (kg/m3)
- ρ s :
-
Density of solid (kg/m3)
- σ :
-
Total stress tensor (Pa)
- σ′:
-
Effective stress tensor (Pa)
- θ :
-
Relaxation parameter
- in:
-
Value at the injection borehole
- out:
-
Value at the production borehole
- T :
-
Transpose of matrix
- 0:
-
Value at the initial condition (t = 0)
- H:
-
Hydraulic process
- M:
-
Mechanical process
- n :
-
Time step index
- r :
-
Reference value
- T:
-
Heat transport process
- \({\dot{A}}\) :
-
dA/dt
- Â :
-
Vector of nodal values of the unknown A
- ∇A :
-
Gradient of a scalar
- ∇ · A :
-
Divergence of a vector
- ∇A :
-
Gradient of a vector
References
Alonso EE, Alcoverro J, Coste F, Malinsky L, Merrien- Soukatchoff V, Kadiri I, Nowak T, Shao H, Nguyen TS, Selvadurai APS, Armand G, Sobolik SR, Itamura M, Stone CM, Webb SW, Rejeb A, Tijani M, Maouche Z, Kobayashi A, Kurikami H, Ito A, Sugita Y, Chijimatsu M, Borgesson L, Hernelind J, Rutqvist J, Tsang CF, Jussila P (2005) The FEBEX benchmark test: case definition and comparison of modelling approaches. Int J Rock Mech Mining Sci 42(5–6): 611–638
Baisch S, Weidler R, Voeroes R, Tenzer H, Teza D (2004) Improving hydraulic simulation efficiency by means of real time monitoring. In: Horne G (ed) Proceedings of the 29th workshop on geothermal reservoir engineering, Stanford University, pp 209–215
Baria R, Baumgärtner J, Gerard A, Moore P (1992) GPK1—preliminary results obtained during the drilling operations at Soultz. Tech. rep., Core Team, Socomine, Southern International Inc
Baria R, Jung R, Tischner T, Nicholls J, Michelet S, Sanjuan B, Soma N, Asanuma H, Dyer B, Garnish J (2006) Creation of an HDR reservoir at 5000 m depth at the European HDR project. In: Proceedings, 31th workshop on geothermal reservoir engineering. Stanford University, Stanford, California, January 30–February 1, 2006
Birkholzer J, Rutqvist J, Sonnenthal E, Barr D (2008) DECOVALEX—Task D: Long-term permeability changes due to THC and THM processes. Tech. Rep. 2008:43, Swedish Nuclear Power Inspectorate, Stockholm
de Boer R (2005) Trends in continuum mechanics of porous media: theory and applications of transport in porous media. Springer, Heidelberg
Borja RI, Aydin A (2004) Computational modeling of deformation bands in granular media. I. Geological and mathematical framework. Comput Methods Appl Mech Eng 193(27–29): 2667–2698
Borsetto M, Carradori G, Ribacchi R (1981) Coupled seepage, heat transfer and stress analysis with application to geothermal problems. In: Lewis RW, Morgan K, Zienkiewicz OC (eds) Numerical methods in heat transfer. Wiley, Chichester
Bower K, Zyvoloski G (1997) A numerical model for thermo-hydro-mechanical coupling in fractured rock. Int J Rock Mech Mining Sci 34(8): 1201–1211
Bruel D (1995) Modeling heat extraction from forced fluid-flow through stimulated fractured rock masses—evaluation of the Soultz-sous-Forets site potential. Geothermics 24(3): 439–450
Carman PC (1937) Fluid flow through granular beds. Trans Inst Chem Eng 15: 150
Carman PC (1956) Flow of gases through porous media. Butterworths Scientific Publications, London
Chilés JP, Delfiner P (1999) Geostatistics: modeling spatial uncertainty. Wiley, New York
Clauser C (2003) Numerical simulation of reactive flows in hot aquifers. Springer, Berlin
Coussy O (2004) Poromechanics. John Wiley & Sons, Ltd, New York
Desbarats AJ (1996) Modeling spatial variability using geostatistical simulation. In: Rouhani S, Srivastava RM, Desbarats AJ, Cromer MV, Johnson AI (eds) Geostatistics for environmental and geotechnical applications. American Society for Testing and Materials, Philadelphia
Deutsch CV (2002) Geostatistical reservoir modeling. Oxford University Press, New York
Doughty C, Pruess K (2004) Modeling supercritical carbon dioxide injection in heterogeneous porous media. Vadose Zone J 3: 837–847
Ehlers W, Bluhm J (2002) Porous media: theory, experiments and numerical applications. Springer, Berlin
Guimaraes LD, Gens A, Olivella S (2007) Coupled thermo-hydro-mechanical and chemical analysis of expansive clay subjected to heating and hydration. Transp Porous Media 66(3): 341–372
Haenel R (ed) (1982) The Urach geothermal project, Swabian Alb, Germany. Schweitzerbartsche Verlagsbuchhandlung
Kiryukhin A, Xu T, Pruess K, Apps J, Slovtsov I (2004) Thermal-hydrodynamic-chemical (THC) modeling based on geothermal field data. Geothermics 33(3): 349–381
Kohl T (1992) Modellsimulation gekoppelter Vorgänge beim Wärmeentzug aus heißem Tiefengestein. Ph.D. thesis, ETH Zürich
Kohl T, Evans KF, Hopkirk RJ, Rybach L (1995) Coupled hydraulic, thermal and mechanical considerations for the simulation of hot dry rock reservoirs. Geothermics 24(3): 345–359
Kohlmeier M (2006) Coupling of thermal, hydraulic and mechanical processes for geotechnical simulations of partially saturated porous media. Ph.D. thesis, Institut für Strömungsmechanik und Elektron. Rechnen im Bauwesen der Leibniz Universität Hannover
Kolditz O (1995) Modelling flow and heat transfer in fractured rocks: Conceptual model of a 3-D deterministic fracture network. Geothermics 24(3): 451–470
Kolditz O, de Jonge J (2004) Non-isothermal two-phase flow in low-permeable porous media. Comput Mech 33(5): 345–364
Korsawe J, Starke G, Wang W, Kolditz O (2006) Finite element analysis of poro-elastic consolidation in porous media: mixed and standard approaches. Comput Methods Appl Mech Eng 195(9–12): 1096–1115
Kozeny J (1927). Über kapillare Leitung des Wassers im Boden. Akad Wiss Wien 136: 271–306
Kuhn M (2004) Reactive flow modeling of hydrothermal systems. Lecture Notes in Earth Sciences. Springer, Berlin
Lehmann H, Wang K, Clauser C (1998) Parameter identification and uncertainty analysis for heat transfer at the KTB drill site using a 2-D inverse method. Tectonophysics 291(1–4): 179–194
Lewis RW, Schrefler BA (1998) The finite element method in the static and dynamic deformation and consolidation of porous media, 2nd edn. Wiley, New York
McDermott C, Kolditz O (2006) Geomechanical model for fracture deformation under hydraulic, mechanical and thermal loads. Hydrogeol J 14(4): 485–498
McDermott CI, Randriamanjatosoa AR, Tenzer H, Kolditz O (2006) Simulation of heat extraction from crystalline rocks: The influence of coupled processes on differential reservoir cooling. Geothermics 35(3): 321–344
McDermott CI, Walsh R, Mettier R, Kosakowski G, Kolditz O (2009) Hybrid analytical and finite element numerical modeling of mass and heat transport in fractured rocks with matrix diffusion. Comput Geosci 13(3): 349–361
Noorishad J, Tsang C, Witherspoon P (1984) Coupled thermal-hydraulic-mechanical phenomena in saturated fractured porous rocks: numerical approach. J Geophys Res 89: 10365–10373
O’Sullivan MJ, Pruess K, Lippmann MJ (2001) State of the art of geothermal reservoir simulation. Geothermics 30(4): 395–429
Pape H, Clauser C, Iffland J (1999) Permeability prediction based on fractal pore-space geometry. Geophysics 64(5): 1447–1460
Parker RH (1989) Hot dry rock geothermal energy—phase 2B Final Report of the Camborne School of mines project. Pergamon Press, New York
Pebesma EJ, Wesseling CG (1998) Gstat: a program for geostatistical modelling, prediction and simulation. Comput Geosci 24(1): 17–31
Popov Y, Tertychnyi V, Romushkevich R, Korobkov D, Pohl J (2003) Interrelations between thermal conductivity and other physical properties of rocks: experimental data. Pure Appl Geophys 160(5–6): 1137–1161
Rautman CA, Treadway AH (1991) Geologic uncertainty in a regulatory environment—an example from the potential Yucca Mountain nuclear waste repository site. Environ Geol Water Sci 18(3): 171–184
Rutqvist J, Barr D, Birkholzer J, Chijimatsu M, Kolditz O, Liu Q, Oda Y, Wang W, Zhang C (2008) Results from an international simulation study on coupled thermal, hydrological, and mechanical processes near geological nuclear waste repositories. J Nucl Technol 163(1): 101–109
Schrefler BA, Matteazzi R, Gawin D, Wang X (2000) Two parallel computing methods for coupled thermohydromechanical problems. Computer-Aided Civil Infrastruct Eng 15(3): 176–188
Shioya R, Yagawa G (2005) Large-scale parallel finite-element analysis using the internet: a performance study. Int J Numer Methods Eng 63(2): 218–230
Stephansson O, Hudson J, Jing L (2004) Coupled thermo-hydro-mechanical-chemical processes in geo-systems: fundamentals, modelling, experiments, and applications. Geo-Engineering Book Series 2. Elsevier, Amsterdam
Surma F, Geraud Y (2003) Porosity and thermal conductivity of the Soultz-sous-Forets granite. Pure Appl Geophys 160(5–6): 1125–1136
Tenzer H, Schanz U, Homeier U (2000) HDR research programme and results of drill hole Urach 3 to depth of 4440 m the key for realisation of a hdr programme in southern Germany and northern Switzerland. In: Proceedings of the world geothermal congress 2000, pp 3927–3932
Tezduyar TE, Sameh A (2006) Parallel finite element computations in fluid mechanics. Comput Methods Appl Mech Eng 195(13–16): 1872–1884
Tezuka K, Watanabe K (2000) Fracture network modeling of Hijiori hot dry rock reservoir by deterministic and stochastic crack network simulator (d/sc). In: Proceedings of the world geothermal congress 2000, pp 3933–3938
Topping BHV, Khan AI (1996) Parallel finite element computations. Saxe-Coburg Publications, Edinburgh
Tsang C (1991) Coupled hydromechanical–thermochemical processes in rock fractures. Rev Geophys 29(4): 537–551
Valley B, Evans K (2007) Stress state at Soultz-sous-Forêts to 5 km depth from wellbore failure and hydraulic observations. In: Proceedings of the 32nd workshop on geothermal reservoir engineering. Stanford University, Stanford, California
Wagner W, Kurse A (1998) Properties of water and steam: the Industrial Standard IAPWS-IF97 for thermodynamic properties and supplementary equations for other properties. Springer, Berlin
Walsh R, McDermott C, Kolditz O (2008) Numerical modeling of stress–permeability coupling in rough fractures. J Hydrogeol 16(4): 613–627
Wang W, Kolditz O (2007) Object-oriented finite element analysis of thermo-hydro-mechanical (THM) problems in porous media. Int J Numer Methods Eng 69(1): 162–201
Wang W, Kosakowski G, Kolditz O (2009) A parallel finite element scheme for thermo-hydro-mechanical (THM) coupled problems in porous media. Comput Geosci 35(8): 1631–1641
Weidler R, Gerard A, Baria R, Baumgärtner J, Jung R (2002) Hydraulic and micro-seismic results of a massive stimulation test at 5 km depth at the European Hot-Dry-Rock test site Soultz, France. In: Proceedings of the 27th workshop on geothermal reservoir engineering. Stanford, California, January 28–30, 2002, pp 95–100
Zyvoloski G, Dash Z, Kelkar S (1988) FEHM: Finite element heat and mass transfer code. Tech. Rep. LA-11224-MS, Los Alamos National Laboratory
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Watanabe, N., Wang, W., McDermott, C.I. et al. Uncertainty analysis of thermo-hydro-mechanical coupled processes in heterogeneous porous media. Comput Mech 45, 263–280 (2010). https://doi.org/10.1007/s00466-009-0445-9
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DOI: https://doi.org/10.1007/s00466-009-0445-9