Stochastic Modeling of the Permeability of Randomly Generated Porous Media via the Lattice Boltzmann Method and Probabilistic Collocation Method

被引:0
作者
Lei Zhao
Heng Li
机构
[1] Peking University,Energy and Resources Engineering, College of Engineering
来源
Transport in Porous Media | 2019年 / 128卷
关键词
Stochastic modeling; Random porous media; Lattice Boltzmann method; Probabilistic collocation method;
D O I
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中图分类号
学科分类号
摘要
The permeability of natural porous media, such as soils and rocks, usually possesses uncertainties due to the randomness and spatial variation of microscopic pore structures. It is of great importance to develop an effective methodology to obtain statistical properties of permeability for porous media. In this work, an efficient approach is developed by combining the sphere packing algorithm, lattice Boltzmann method (LBM), and probabilistic collocation method (PCM). The porous media are generated by sphere packings of a specified size distribution, and the isotropy and representative elementary volume are verified by statistical analyses. Fluid flow in the complex pore structures is numerically resolved by LBM, with the permeability calculated by Darcy’s law. The uncertainty of permeability can be quantified by PCM with only several porosity samplings required at predetermined collocation points. In addition, the porosity–permeability relationships can be acquired efficiently. Numerical results indicate that, with the proposed approach, the computational efforts are reduced by more than two orders of magnitude compared to the Monte Carlo simulations.
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页码:613 / 631
页数:18
相关论文
共 138 条
[1]  
Adler PM(1990)Flow in simulated porous media Int. J. Multiph. Flow 16 691-712
[2]  
Jacquin CG(1985)Measurement of spatial correlation functions using image processing techniques J. Appl. Phys. 57 2374-2384
[3]  
Quiblier JA(1998)A study of porosity and permeability using a lattice Boltzmann simulation Geophys. Res. Lett. 25 1475-1478
[4]  
Berryman JG(1992)Recovery of the Navier–Stokes equations using a lattice Boltzmann method Phys. Rev. A 45 R5339-2536
[5]  
Bosl WJ(1998)On boundary conditions in lattice Boltzmann methods Phys. Fluids 8 2527-1978
[6]  
Dvorkin J(1997)Geometrical and transport properties of random packings of spheres and aspherical particles Phys. Rev. E 55 1959-65
[7]  
Nur A(1979)A discrete numerical mode for granular assemblies Géotechnique 29 47-713
[8]  
Chen H(2003)Filling domains with disks: an advancing front approach Int. J. Numer. Methods Eng. 56 699-41
[9]  
Chen S(2002)Discrete lattice effects on the forcing term in the lattice Boltzmann method Phys. Rev. E Stat. Nonlinear Soft Matter Phys. 65 046308-186
[10]  
Matthaeus WH(2005)Sphere packing with a geometric based compression algorithm Powder Technol. 155 33-148