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274     6 Boundary value problems



                       1                         1
                                                     e  c   1  e   1
                    ϕ       e  c    1   e   1  ϕ
                                            1                         1



                         e  c    1   e              e  c    21   e   11
                    ϕ                          ϕ
                     2                          2
                                            1                         1



                          e  c       e   2          e  c    1   e   1
                    ϕ                          ϕ
                     2                          2
                                            1                         1

                   Figure 6.8 UDS solution of 1-D convection/diffusion equation at various Peclet numbers (N = 50).


                                                                               2    2
                   Recognizing the factor within the square brackets as an approximation of −d ϕ/d z| z j  ,we
                   have the relation
                                            (UDS)     (CDS)        2
                                       dϕ        dϕ          z   d ϕ
                                               =         −                            (6.87)
                                       dz        dz          2   dz 2
                                          z j       z j              z j
                   Thus, the UDS discretization of the equation
                                                  (UDS)   2
                                             dϕ          d ϕ
                                           v         −         = 0                    (6.88)
                                             dz          dz  2
                                                z j          z j
                   is equivalent to a CDS discretization with “extra” diffusion,
                                                            (
                                           (CDS)        2          2
                                       dϕ          z   d ϕ        d ϕ
                                   v          −               −         = 0
                                       dz         2    dz  2      dz 2
                                          z j              z j        z j
                                                                                      (6.89)
                                            (CDS)             2
                                       dϕ             v( z)  d ϕ
                                     v         −   +               = 0
                                       dz               2    dz 2
                                           z j                   z j
                   Upwind differencing is equivalent to adding additional numerical diffusion,or artificial
                   diffusion, to obtain an effective diffusion constant
                                                         v( z)
                                                 eff =   +                            (6.90)
                                                           2
                   such that the effective local Peclet number is always less than 2:
                                           v( z)      v( z)          2
                                  Pe loc,eff =   =             =                      (6.91)
                                              eff    + v( z)/2   1 + 2/Pe loc
                   We could achieve the same effect if we used the CDS equations and increased the effec-
                   tive diffusion constant by a sufficient amount to avoid oscillations. In multiple spatial
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