Page 57 - Hybrid Enhanced Oil Recovery Using Smart Waterflooding
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CHAPTER 3 Modeling of Low-Salinity and Smart Waterflood  49

            The first methodology, empirical model, adopts the
                                                                             kgDr             (3.62)
                                                                         N B ¼
          contact angle as an interpolation factor for wettability
                                                                             s cos q
          modification modeling. In addition, it introduces a  where N T is the trapping number, N c is the capillary
          third-degree polynomial relationship between contact  number, v is the velocity, N B is the Bond number, s is
          angle and salinity. Using the polynomial relationship  the interfacial tension, k is the permeability, Dr is the
          between contact angle and salinity, the residual oil  difference of densities between displacing and displaced
          saturation and oil relative permeability between low
                                                        fluids, and g is the gravitational acceleration.
          and high threshold conditions are interpolated by the
                                                          In terms of the residual oil saturation, the funda-
          salinity-dependent contact angle. The linear modifica-
                                                        mental model employs the modified version of capillary
          tion of residual oil saturation follows Eq. (3.56). The
                                                        desaturation curve (CDC) (Pope et al., 2000) to relate
          normalized contact angle of Eq. (3.57) rather than the
                                                        the residual oil saturation with trapping number as
          contact angle is introduced to modify the residual oil
                                                        shown in Eq. (3.63). For the endpoint and Corey’s
          saturation. The modification of oil relative permeability
                                                        exponent modifications of oil relative permeability, it
          employs the modifications of endpoint and Corey’s
                                                        uses the linear and natural logarithm relations, which
          exponent of oil relative permeability. The interpolations
                                                        are functions of the trapping parameters and trapping
          of oil endpoint and Corey’s exponent are functions
                                                        number. Because the trapping number is a function of
          of contact angle as shown in Eqs. (3.58) and (3.59).
                                                        contact angle, as shown in Eqs. (3.60)e(3.62), the alter-
          The validation of the empirical model is performed
                                                        ation of contact angle during LSWF modifies the residual
          against the coreflooding of experiments. The proposed  oil saturation, endpoint, and Corey’sexponent of oil
          empirical model successfully matches the oil recoveries  relative permeability.
          from the experiments.
                                                                                   high
                                                                              S low    S or
                             LS

                      S or ¼ q S  þð1   q ÞS HS  (3.56)             S or ¼ S high  þ  or      (3.63)
                             or       or                                 or  1 þ T o ðN T Þ s o
                                  HS                          high   low
                              q   q                     where S or  and S  are the residual oil saturations at the
                          q ¼                   (3.57)               or
                              LS  HS
                              q    q                    high and low trapping numbers, T o is the first trapping
                          k o LS    k o HS              parameter, and s o is the second trapping parameter,
                       o   ro   ro   o HS
                      k ¼         e þ k         (3.58)
                       ro            ro                 which incorporates the effects of heterogeneity and
                               q
                           1 þ
                               a                        initial oil saturation on residual oil saturation.
                                                          In the fundamental model, the LSWF is assumed to
                           n o;max   n LS  LS           modify contact angle contributing to the trapping
                                 o
                       n o ¼       e þ n o      (3.59)
                               q                        number. It employs two approaches modifying contact
                           1 þ
                               a                        angle during LSWF. The first approach adopts the poly-
          where q is the contact angle, q* is the normalized  nomial relation between contact angle and salinity,
          contact angle between high and low salinity threshold  used in the first methodology of empirical model. The
                    HS     LS                           second approach for calculating contact angle considers
          conditions, q  and q  are contact angle at the high
          and low threshold conditions, k o ro  is the endpoint of  the EDL thickness or Debye length as shown in
          oil relative permeability, k o HS  and k o LS  are the end-  Eq. (3.64). The Debye length is approximately
                               ro      ro
          points of oil relative permeability, respectively, at high  determined by Eq. (3.65). The fundamental model
          and low threshold conditions, a is the inflection point  successfully matches the historical observations of
          from curve fitting, and e is the hill slope.   coreflooding experiments.
            The second approach of fundamental model interpo-
                                                                               B
          lates the residual oil saturation and oil relative perme-      q ¼ A þ   1          (3.64)
                                                                               k
          ability by the trapping number. For the horizontal                s ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi
          system, the trapping number is defined with capillary           1   ε r ε 0 k B T
                                                                          ¼      2            (3.65)
                                                                       k
          number, the ratio of viscous to capillary forces, and               2N A e I
          Bond number, the ratio of gravity to capillary forces as  where A and B are the fitting parameters, N A is the
          shown in Eqs. (3.60)e(3.62).
                                                        Avogadro constant, and e is the elementary charge.
                             q ffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffiffi        The third approach of wettability modification
                                2
                         N T ¼  N þ N  2        (3.60)
                                c   B
                                                        modeling is the mechanistic model using the effective
                                                        molar Gibbs free energy of solution. The effective
                                vm
                           N c ¼                (3.61)
                                                        molar Gibbs free energy of solution is defined as the
                               s cos q
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