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Ocean Modelling for Resource Characterization Chapter | 8 203


                Another form is the central difference and, as shall be shown in the next
             section on truncation error, it is more accurate than either backward or forward
             difference. It is defined as

                      u(x i+1 + Δx) − u(x i − Δx)  u(x i+1 ) − u(x i−1 )  u(x i+1 )−u(x i−1 )
              du
                                            =                =
              dx               2Δx                  2Δx          x i+1 −x i−1
                 x=x i
                                                                       (8.10)
             Fig. 8.9 shows the geometrical interpretation of central, forward, and backward
             finite difference schemes.

             Truncation Error
             Truncation error is defined as the difference between the true (analytical)
             derivative of a function and its derivative obtained by numerical approximation.
                Beginning with the Taylor series expansion
                                             2
                                                          3
                                               2
                                                             3
                                  df(x)  (Δx) d f(x)  (Δx) d f(x)
               f(x + Δx) = f(x) + Δx   +            +            + ··· (8.11)
                                   dx      2!  dx 2     3!   dx 3
             Suppose that we approximate a derivative using a forward difference scheme of
             the form given in Eq. (8.8). The Taylor expansion gives
                                             2
                                                          3
                                                        2
                f(x + Δx) − f(x)  df(x)     Δx d f(x)  (Δx) d f(x)
                              =       +           +            + ···   (8.12)
                     Δx           dx     2!  dx 2     3!  dx 3
                Numerical approx.  True derivative  Error

                                                       Backward Exact


                   u(x )
                     i+1
                    u(x ) i
                              Forward           Central




                       )
                   u(x i−1

                                      Dx             Dx
                              x i−1           x i            x i+1

             FIG. 8.9  Geometrical interpretation of finite difference method for backward, forward, and central
             difference schemes.
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