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FLUID TRANSPORT   271
              The starting point for this generalization is the direct                   zRT
            extension of Beskok and Karniadakis’ work to a bundle of                 2 05 .  NP d 2        (12.19)
            tubes (Michel et  al., 2011a, b). Consider a bundle of  n                    A    m
            straight circular cross‐section tubes with radii r . If the tubes   As long as densities are not too high, this should be an ade­
                                                  i
            are  imbedded  in  a  nonporous  matrix  they  form  a  simple   quate extension of the mean‐free path of an ideal gas. In
            porous media with total porosity ϕ. The porosity associated   terms of Kn, the Beskok and Karniadakis equation for gas
            with each radius r  is taken as ϕ . For large enough radii fluid   flow in a bundle of circular tubes each of radius r is given in
                          i
                                     i
            flow through the bundle satisfies the Hagen–Poiseuille   terms of v the macroscopic velocity density as
            equation  (Bird  et  al.,  2007),  that  is  Darcy’s  law  with  a
            constant permeability k . It is then easy to see that         2
                              G                                      1   r        dP    1         dP
                                                                 v           f (Kn )       kf (Kn )        (12.20)
                         1  n     1           n                           8       dx       G      dx
                     k G    r i 2  i  r Geff  ,  r Geff  r i 2  i  (12.15)
                                         2
                                    2
                         8  1     8           1                                                 4 Kn
            where k  will be referred to as the geometrical permeability    f (Kn )  (1  Kn ) 1  (1  Kn )  (12.21)
                  G
            as it is the permeability that describes the flow of a viscous
            liquid that has no chemical interaction with the pore walls,           2   tan  1  Kn          (12.22)
            and no slippage at the wall boundary. For porous media with               0      1
            more complex pore geometries that characterize conven­         2      125
            tional reservoirs, it is generally true that                      0       ,  1  4, and  0 4.   (12.23)
                                                                                 15  2
                                     2
                               k G  Ar Geff  m        (12.16)
                                                                 In Equation 12.20, μ is the bulk gas viscosity. Civan (2010a,
            where  m  is the  Archie  cementation  exponent  (Katz  and   b, 2011) has proposed an alternative simpler expression for α.
            Thompson, 1986; Sigal, 2002). A is a proportionality con­  The term  k   f(Kn) is the apparent permeability  k which
                                                                          G
            stant that depends on rock type, but for a wide range of   describes gas flow in small capillary tubes. When Kn goes to
            clastic  and  carbonate  systems  its  dynamic  range  is  only   zero at relatively high pressures or in pores associated with
            about 10%. This shows that the difference in formulation for   larger diameters, the permeability correction goes to unity
            rock permeability between a bundle of tubes and a more gen­  and the apparent permeability reduces to k . It is not only a
            eral porous media is just the formation factor. The Beskok   function of pore size but also a function of pore pressure
                                                                                                   G
            and Karniadakis modifications to gas flow are a function of   and  temperature.  The correction factor  f(Kn) accounts for
            the Knudsen number Kn, which essentially quantifies the   slippage and the modification to viscosity that occurs in
            importance of methane molecule collisions with the pore   nanometer‐scale pores. Gouth et al. (2007) has used molec­
            wall relative to collisions with other methane molecules. It is   ular dynamic simulation to investigate the Beskok and
            the ratio of the average distance a molecule goes between   Karniadakis equation. They found that for multicomponent
            collisions with another molecule to the characteristic size   gases viscosity is not correctly treated by the equation. They
            scale of the pore. For a circular cross‐section tube of radius   were not able to find a modification to the viscosity that
            r, Kn is given by
                                                                 worked for all possible mixtures of the various components.
                                                                   Figure 12.2 shows a plot of the correction f(Kn) term as a
                                 Kn                   (12.17)
                                      r                          function  of  pore  pressure  for  a  2.5 nm  effective  radius  and
            where λ is the mean‐free path. For an ideal gas λ is given by
            (Bird et al., 2007)                                        10.0
                                                                        9.0
                                     1                (12.18)           8.0
                                   05
                                   .
                                  2 nd  m 2                             7.0
                                                                        6.0
            In Equation 12.18, d  is the diameter of the gas molecule   f (Kn)  5.0
                                                                        4.0
                             m
            and  n is the number density.  The equation is derived by   3.0
            assuming the gas molecules are spheres that move freely     2.0
            except when they collide. As such it breaks down when       1.0
            molecules cannot be approximated by spheres, and when       0.0
            the density is large enough that the molecules always feel     0   1000 2000 3000 4000 5000 6000
            the effects of other molecules. Using Equation 12.12, intro­            Pore pressure (psi)
            ducing the Avogadro’s number N , and using the real gas   FIGURE 12.2  f(Kn) as a function of pore pressure for radius of
                                       A
            equation λ can be written as                         2.5 nm and 350 K.
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