The lattice Boltzmann method for isothermal micro-gaseous flow and its application in shale gas flow: a review

Abstract The lattice Boltzmann method (LBM) has experienced tremendous advances and been well accepted as a popular method for simulating various fluid flow problems in porous media. With the introduction of an effective relaxation time and slip boundary conditions, the LBM has been successfully extended to solve micro-gaseous transport phenomena. As a result, the LBM has the potential to become an effective numerical method for gas flow in shale matrix in slip flow and transition flow regimes. Additionally, it is very difficult to experimentally determine the permeability of extremely low permeable media like shale. In this paper an extensive review on a number of slip boundary conditions and Knudsen layer treatments used in LB models for micro-gaseous flow is carried out. Furthermore, potential applications of the LBM in flow simulation in shale gas reservoirs on pore scale and representative elementary volume (REV) scale are evaluated and summarized. Our review indicates that the LBM is capable of capturing gas flow in continuum to slip flow regimes which cover significant proportion of the pores in shale gas reservoirs and identifies opportunities for future research.

[1]  L. Klinkenberg The Permeability Of Porous Media To Liquids And Gases , 2012 .

[2]  X. Yuan,et al.  Kinetic theory representation of hydrodynamics: a way beyond the Navier–Stokes equation , 2006, Journal of Fluid Mechanics.

[3]  L. Luo,et al.  A priori derivation of the lattice Boltzmann equation , 1997 .

[4]  Byung Chan Eu,et al.  Nonlinear transport coefficients and plane Couette flow of a viscous, heat-conducting gas between two plates at different temperatures , 1987 .

[5]  A. Norouzi,et al.  Two relaxation time lattice Boltzmann model for rarefied gas flows , 2014 .

[6]  John McCloskey,et al.  Lattice Boltzmann scheme with real numbered solid density for the simulation of flow in porous media , 1998 .

[7]  Guang Meng,et al.  A review on slip models for gas microflows , 2012 .

[8]  S. Rahman,et al.  An Analytical Model of Apparent Gas Permeability for Tight Porous Media , 2015, Transport in Porous Media.

[9]  N. Nagarajan,et al.  Critical Role of Rock and Fluid - Impact on Reservoir Performance on Unconventional Shale Reservoirs , 2013 .

[10]  Qinjun Kang,et al.  Lattice Boltzmann simulation of chemical dissolution in porous media. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[11]  Roberto Aguilera,et al.  Knudsen’s Permeability Correction for Tight Porous Media , 2011, Transport in Porous Media.

[12]  C. Pan,et al.  Lattice‐Boltzmann simulation of two‐phase flow in porous media , 2004 .

[13]  D. Georgi,et al.  Estimation of Total Hydrocarbon in the Presence of Capillary Condensation for Unconventional Shale Reservoirs , 2013 .

[14]  Ryan McLin,et al.  Imaging Texture and Porosity in Mudstones and Shales: Comparison of Secondary and Ion-Milled Backscatter SEM Methods , 2010 .

[15]  R. Loucks,et al.  Morphology, Genesis, and Distribution of Nanometer-Scale Pores in Siliceous Mudstones of the Mississippian Barnett Shale , 2009 .

[16]  George Em Karniadakis,et al.  REPORT: A MODEL FOR FLOWS IN CHANNELS, PIPES, AND DUCTS AT MICRO AND NANO SCALES , 1999 .

[17]  Daniel H. Rothman,et al.  Lattice‐Boltzmann studies of immiscible two‐phase flow through porous media , 1993 .

[18]  János Urai,et al.  BIB-SEM characterization of pore space morphology and distribution in postmature to overmature samples from the Haynesville and Bossier Shales , 2015 .

[19]  Faruk Civan,et al.  Shale-Gas Permeability and Diffusivity Inferred by Improved Formulation of Relevant Retention and Transport Mechanisms , 2011 .

[20]  Zhaoli Guo,et al.  Lattice Boltzmann model for incompressible flows through porous media. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[21]  M. L. Porter,et al.  Lattice-Boltzmann simulations of the capillary pressure–saturation–interfacial area relationship for porous media , 2009 .

[22]  G. Mavko,et al.  The effect of adsorption and Knudsen diffusion on the steady-state permeability of microporous rocks , 2013 .

[23]  V. K. Michalis,et al.  Rarefaction effects on gas viscosity in the Knudsen transition regime , 2010 .

[24]  B. Shi,et al.  Microscale boundary conditions of the lattice Boltzmann equation method for simulating microtube flows. , 2012, Physical review. E, Statistical, nonlinear, and soft matter physics.

[25]  D. Restrepo,et al.  Relative Permeability in a Shale Formation in Colombia Using Digital Rock Physics , 2013 .

[26]  Yu-Shu Wu,et al.  A Generalized Framework Model for the Simulation of Gas Production in Unconventional Gas Reservoirs , 2014 .

[27]  H. Zhang,et al.  Discussion on the Gaseous Slip Model Based on Langmuir Adsorption Isotherm , 2012 .

[28]  F. Phelan,et al.  Lattice Boltzmann methods for modeling microscale flow in fibrous porous media , 1997 .

[29]  Kazuhiko Suga,et al.  Lattice Boltzmann methods for complex micro-flows: applicability and limitations for practical applications , 2013 .

[30]  T. Blasingame,et al.  Improved Permeability Prediction Relations for Low Permeability Sands , 2007 .

[31]  S. Succi,et al.  Three-Dimensional Flows in Complex Geometries with the Lattice Boltzmann Method , 1989 .

[32]  Li-Shi Luo,et al.  Lattice Boltzmann modeling of microchannel flow in slip flow regime , 2009, J. Comput. Phys..

[33]  Chang Shu,et al.  Application of lattice Boltzmann method to simulate microchannel flows , 2002 .

[34]  Taehun Lee,et al.  Rarefaction and compressibility effects of the lattice-Boltzmann-equation method in a gas microchannel. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[35]  Heinz Pitsch,et al.  Accuracy of higher-order lattice Boltzmann methods for microscale flows with finite Knudsen numbers , 2007, J. Comput. Phys..

[36]  Robert W Barber,et al.  Capturing Knudsen layer phenomena using a lattice Boltzmann model. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[37]  S. Hyodo,et al.  Evaluation of a lattice Boltzmann method in a complex nanoflow. , 2010, Physical review. E, Statistical, nonlinear, and soft matter physics.

[38]  Lizhi Xiao,et al.  Lattice Boltzmann Simulation of Shale Gas Transport in Organic Nano-Pores , 2014, Scientific Reports.

[39]  Chen,et al.  Simulation of multicomponent fluids in complex three-dimensional geometries by the lattice Boltzmann method. , 1996, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[40]  Y. Gensterblum,et al.  Experimental study of fluid transport processes in the matrix system of the European organic-rich shales: II. Posidonia Shale (Lower Toarcian, northern Germany) , 2014 .

[41]  Sheik S. Rahman,et al.  Evaluation of recoverable energy potential from enhanced geothermal systems: a sensitivity analysis in a poro‐thermo‐elastic framework , 2016 .

[42]  Farzam Javadpour,et al.  Multiscale, Multiphysics Network Modeling of Shale Matrix Gas Flows , 2013, Transport in Porous Media.

[43]  Qinjun Kang,et al.  Lattice Boltzmann pore-scale model for multicomponent reactive transport in porous media , 2006 .

[44]  Zhouhua Wang,et al.  A Lattice Boltzmann Model for Simulating Gas Flow in Kerogen Pores , 2014, Transport in Porous Media.

[45]  A. H. Isfahani,et al.  An improved thermal lattice Boltzmann model for rarefied gas flows in wide range of Knudsen number , 2011 .

[46]  Yonghao Zhang,et al.  Gauss-Hermite quadratures and accuracy of lattice Boltzmann models for nonequilibrium gas flows. , 2011, Physical review. E, Statistical, nonlinear, and soft matter physics.

[47]  Zhaoli Guo,et al.  Boundary condition for lattice Boltzmann modeling of microscale gas flows with curved walls in the slip regime. , 2015, Physical review. E, Statistical, nonlinear, and soft matter physics.

[48]  Mohammad Kazemi,et al.  An analytical model for shale gas permeability , 2015 .

[49]  F. Javadpour,et al.  Nanoscale Gas Flow in Shale Gas Sediments , 2007 .

[50]  L. Szalmás Knudsen layer theory for high-order lattice Boltzmann models , 2007 .

[51]  Ebrahim Fathi,et al.  Shale Permeability Measurements on Plugs and Crushed Samples , 2012 .

[52]  A. H. Isfahani,et al.  A novel modified lattice Boltzmann method for simulation of gas flows in wide range of Knudsen number , 2011 .

[53]  Z. Chai,et al.  Gas Flow Through Square Arrays of Circular Cylinders with Klinkenberg Effect: A Lattice Boltzmann Study , 2010 .

[54]  Shan,et al.  Lattice Boltzmann model for simulating flows with multiple phases and components. , 1993, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[55]  Detang Lu,et al.  A new formulation of apparent permeability for gas transport in shale , 2015 .

[56]  Chuguang Zheng,et al.  Discrete effects on boundary conditions for the lattice Boltzmann equation in simulating microscale gas flows. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[57]  P. Eichhubl,et al.  Matrix-Fracture Connectivity in Eagle Ford Shale , 2014 .

[58]  David R Emerson,et al.  Lattice Boltzmann simulation of rarefied gas flows in microchannels. , 2005, Physical review. E, Statistical, nonlinear, and soft matter physics.

[59]  V. K. Michalis,et al.  Mesoscopic Simulation of Rarefied Flow in Narrow Channels and Porous Media , 2012, Transport in Porous Media.

[60]  D W Stops,et al.  The mean free path of gas molecules in the transition régime , 1970 .

[61]  William Gropp,et al.  Performance Analysis of the Lattice Boltzmann Model Beyond Navier-Stokes , 2013, 2013 IEEE 27th International Symposium on Parallel and Distributed Processing.

[62]  Hari S. Viswanathan,et al.  Permeability prediction of shale matrix reconstructed using the elementary building block model , 2015 .

[63]  P. Bhatnagar,et al.  A Model for Collision Processes in Gases. I. Small Amplitude Processes in Charged and Neutral One-Component Systems , 1954 .

[64]  Yonghao Zhang,et al.  Accuracy analysis of high-order lattice Boltzmann models for rarefied gas flows , 2009, J. Comput. Phys..

[65]  Zhiwei Tian,et al.  Simulation of microchannel flow using the lattice Boltzmann method , 2009 .

[66]  J. Jiménez,et al.  Boltzmann Approach to Lattice Gas Simulations , 1989 .

[67]  L. Biferale,et al.  Mesoscopic two-phase model for describing apparent slip in micro-channel flows , 2006 .

[68]  Zhaoli Guo,et al.  Physical symmetry, spatial accuracy, and relaxation time of the lattice boltzmann equation for microgas flows , 2006 .

[69]  János Urai,et al.  BIB-SEM study of the pore space morphology in early mature Posidonia Shale from the Hils area, Germany , 2012 .

[70]  S. R. Hussaini,et al.  The Impact of Gas Adsorption and Composition on Unconventional Shale Permeability Measurement , 2015 .

[71]  Zanetti,et al.  Use of the Boltzmann equation to simulate lattice gas automata. , 1988, Physical review letters.

[72]  Li Chen,et al.  Generalized lattice Boltzmann model for flow through tight porous media with Klinkenberg's effect. , 2014, Physical review. E, Statistical, nonlinear, and soft matter physics.

[73]  G. Scherer,et al.  Permeability of shale by the beam-bending method , 2012 .

[74]  Daniel H. Rothman,et al.  Lattice-Boltzmann simulations of flow through Fontainebleau sandstone , 1995 .

[75]  L. Luo,et al.  Analytic solutions of simple flows and analysis of nonslip boundary conditions for the lattice Boltzmann BGK model , 1997 .

[76]  Ebrahim Fathi,et al.  Carbon Dioxide Storage Capacity of Organic-Rich Shales , 2011 .

[77]  Jason M. Reese,et al.  An extension to the Navier-Stokes equations to incorporate gas molecular collisions with boundaries , 2010 .

[78]  R. F. Nielsen,et al.  Study of the Permeability of Rocks to Homogeneous Fluids , 1950 .

[79]  Chang Shu,et al.  A lattice Boltzmann BGK model for simulation of micro flows , 2004 .

[80]  David R. Emerson,et al.  Gas Flow in Microchannels – A Lattice Boltzmann Method Approach , 2005 .

[81]  C. Meinhart,et al.  Apparent fluid slip at hydrophobic microchannel walls , 2002 .

[82]  Edo S. Boek,et al.  Lattice-Boltzmann studies of fluid flow in porous media with realistic rock geometries , 2010, Comput. Math. Appl..

[83]  Aydin Nabovati,et al.  A general model for the permeability of fibrous porous media based on fluid flow simulations using the lattice Boltzmann method , 2009 .

[84]  Carl H. Sondergeld,et al.  Petrophysical Considerations in Evaluating and Producing Shale Gas Resources , 2010 .

[85]  I. Karlin,et al.  Kinetic boundary conditions in the lattice Boltzmann method. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[86]  Sū Yùhóng,et al.  Analytical modeling of rarefied Poiseuille flow in microchannels , 2004 .

[87]  Carl H. Sondergeld,et al.  Measuring low permeabilities of gas-sands and shales using a pressure transmission technique , 2011 .

[88]  Koji Moriyama,et al.  An approach to modeling two-phase transport in the gas diffusion layer of a proton exchange membrane fuel cell , 2008 .

[89]  Jens Harting,et al.  Lattice Boltzmann simulations of apparent slip in hydrophobic microchannels , 2006 .

[90]  Yan Peng,et al.  Numerics of the lattice Boltzmann method: effects of collision models on the lattice Boltzmann simulations. , 2011, Physical review. E, Statistical, nonlinear, and soft matter physics.

[91]  R. Slatt,et al.  Pore types in the Barnett and Woodford gas shales: Contribution to understanding gas storage and migration pathways in fine-grained rocks , 2011 .

[92]  Carlo Cercignani,et al.  Flow of a Rarefied Gas between Two Parallel Plates , 1963 .

[93]  Chengwen Zhong,et al.  Filter-matrix lattice Boltzmann model for microchannel gas flows. , 2013, Physical review. E, Statistical, nonlinear, and soft matter physics.

[94]  Zhangxin Chen,et al.  Model for Surface Diffusion of Adsorbed Gas in Nanopores of Shale Gas Reservoirs , 2015 .

[95]  Ya-Ling He,et al.  Lattice Boltzmann method for gaseous microflows using kinetic theory boundary conditions , 2005 .

[96]  Antti I. Koponen,et al.  The 3D structure of fabric and its relationship to liquid and vapor transport , 2004 .

[97]  Sauro Succi,et al.  Mesoscopic modeling of slip motion at fluid-solid interfaces with heterogeneous catalysis. , 2002, Physical review letters.

[98]  P. Carman Fluid flow through granular beds , 1997 .

[99]  P. Lallemand,et al.  Theory of the lattice boltzmann method: dispersion, dissipation, isotropy, galilean invariance, and stability , 2000, Physical review. E, Statistical physics, plasmas, fluids, and related interdisciplinary topics.

[100]  Faruk Civan,et al.  Effective Correlation of Apparent Gas Permeability in Tight Porous Media , 2010 .

[101]  L. Luo,et al.  Theory of the lattice Boltzmann method: From the Boltzmann equation to the lattice Boltzmann equation , 1997 .

[102]  Faruk Civan,et al.  A Fully-Coupled Free and Adsorptive Phase Transport Model for Shale Gas Reservoirs Including Non-Darcy Flow Effects , 2012 .

[103]  M. Curtis,et al.  Structural Characterization of Gas Shales on the Micro- and Nano-Scales , 2010 .

[104]  W. Tao,et al.  Pore-scale prediction of transport properties in reconstructed nanostructures of organic matter in shales , 2015 .

[105]  Shiyi Chen,et al.  Lattice-Boltzmann Simulations of Fluid Flows in MEMS , 1998, comp-gas/9806001.

[106]  C. W. Hopkins,et al.  Matrix Permeability Measurement of Gas Productive Shales , 1993 .

[107]  Qing Li,et al.  Lattice Boltzmann modeling of microchannel flows in the transition flow regime , 2011 .

[108]  Philipp Neumann,et al.  Lattice Boltzmann Simulations in the Slip and Transition Flow Regime with the Peano Framework , 2012 .

[109]  I. Karlin,et al.  Entropy and Galilean invariance of lattice Boltzmann theories. , 2006, Physical review letters.

[110]  Yonghao Zhang,et al.  Modeling of Knudsen Layer Effects in Micro/Nanoscale Gas Flows , 2011 .

[111]  Milind Deo,et al.  Characterization of oil shale pore structure before and after pyrolysis by using X-ray micro CT , 2013 .

[112]  Raoyang Zhang,et al.  Efficient kinetic method for fluid simulation beyond the Navier-Stokes equation. , 2006, Physical review. E, Statistical, nonlinear, and soft matter physics.

[113]  David Emerson,et al.  Lattice Boltzmann modelling Knudsen layer effect in non-equilibrium flows , 2008 .

[114]  Rho-Shin Myong,et al.  A generalized hydrodynamic computational model for rarefied and microscale diatomic gas flows , 2004 .

[115]  Lian-Ping Wang,et al.  Modeling fluid flow in fuel cells using the lattice-Boltzmann approach , 2006, Math. Comput. Simul..

[116]  Mark D. Zoback,et al.  Experimental investigation of matrix permeability of gas shales , 2014 .

[117]  W. E. Soll,et al.  Developments in Synchrotron X-Ray Microtomography with Applications to Flow in Porous Media , 1996 .

[119]  S. Hyodo,et al.  Kinetic lattice Boltzmann method for microscale gas flows: issues on boundary condition, relaxation time, and regularization. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[120]  Chuguang Zheng,et al.  Lattice Boltzmann equation with multiple effective relaxation times for gaseous microscale flow. , 2008, Physical review. E, Statistical, nonlinear, and soft matter physics.

[121]  Dongxiao Zhang,et al.  Unified lattice Boltzmann method for flow in multiscale porous media. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[122]  I. Ginzburg Equilibrium-type and link-type lattice Boltzmann models for generic advection and anisotropic-dispersion equation , 2005 .

[123]  Zeyun Jiang,et al.  A Multi-Scale Framework for Digital Core Analysis of Gas Shale at Millimeter Scales , 2014 .

[124]  George J. Moridis,et al.  A Numerical Study of Microscale Flow Behavior in Tight Gas and Shale Gas Reservoir Systems , 2011 .

[125]  B. Shi,et al.  Discrete lattice effects on the forcing term in the lattice Boltzmann method. , 2002, Physical review. E, Statistical, nonlinear, and soft matter physics.

[126]  Gensheng Li,et al.  Extended Finite Element Modeling of Multi-scale Flow in Fractured Shale Gas Reservoirs , 2012 .

[127]  Duncan A. Lockerby,et al.  Near-wall efiects in rarefled gas micro-∞ows: some modern hydrodynamic approaches , 2007 .

[128]  Cyrus K. Aidun,et al.  Lattice-Boltzmann Method for Complex Flows , 2010 .

[129]  Lie-hui Zhang,et al.  Extended finite element method for analysis of multi-scale flow in fractured shale gas reservoirs , 2015, Environmental Earth Sciences.

[130]  Ya-Ling He,et al.  Lattice Boltzmann Method For Simulating Gas Flow In Microchannels , 2004 .

[131]  Chang Shu,et al.  NUMERICAL SIMULATION OF ISOTHERMAL MICRO FLOWS BY LATTICE BOLTZMANN METHOD AND THEORETICAL ANALYSIS OF THE DIFFUSE SCATTERING BOUNDARY CONDITION , 2005 .

[132]  Luke D. Connell,et al.  Reservoir simulation of free and adsorbed gas production from shale , 2015 .

[133]  J. Maxwell,et al.  On Stresses in Rarified Gases Arising from Inequalities of Temperature , 2022 .

[134]  S. Ansumali,et al.  Hydrodynamics beyond Navier-Stokes: exact solution to the lattice Boltzmann hierarchy. , 2007, Physical review letters.

[135]  David M. Loveless,et al.  Nanometer‐scale characterization of microscopic pores in shale kerogen by image analysis and pore‐scale modeling , 2013 .

[136]  Carl D. Meinhart,et al.  Simulation of fluid slip at 3D hydrophobic microchannel walls by the lattice Boltzmann method , 2005 .

[137]  Sauro Succi,et al.  Analytical calculation of slip flow in lattice Boltzmann models with kinetic boundary conditions , 2004 .

[138]  Jay N. Zemel,et al.  Gas flow in micro-channels , 1995, Journal of Fluid Mechanics.

[139]  Hyung Min Kim,et al.  Langmuir Slip Model for Air Bearing Simulation Using the Lattice Boltzmann Method , 2007, IEEE Transactions on Magnetics.

[140]  Dandan Hu,et al.  Applications of High-resolution Imaging and High-performance Parallel Computing in Unconventional Energy Recovery , 2014 .

[141]  Zhenhua Chai,et al.  Lattice Boltzmann simulation of surface roughness effect on gaseous flow in a microchannel , 2008 .

[142]  W. Tao,et al.  Nanoscale simulation of shale transport properties using the lattice Boltzmann method: permeability and diffusivity , 2014, Scientific reports.

[143]  Zhangxin Chen,et al.  Apparent Permeability for Gas Flow in Shale Reservoirs Coupling Effects of Gas Diffusion and Desorption , 2014 .

[144]  I. Akkutlu,et al.  Correction to Klinkenberg slip theory for gas flow in nano-capillaries , 2012 .

[145]  D. Georgi,et al.  The Condition of Capillary Condensation and Its Effects on Adsorption Isotherms of Unconventional Gas Condensate Reservoirs , 2013 .

[146]  H. Darabi,et al.  Nonempirical apparent permeability of shale , 2013 .

[147]  Chuguang Zheng,et al.  Analysis of lattice Boltzmann equation for microscale gas flows: Relaxation times, boundary conditions and the Knudsen layer , 2008 .