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Digital Signal Processing                                                          515



                                                                            ˆ
                            Ψ in [k]  Fiber-optic   Ψ out [k]    Adaptive   Ψ in [k]
                                      Channel                    equalizer
                                        H                          W

                      Figure 11.19  Adaptive equalization of the polarization-multiplexed fiber-optic channel.


           Fig. 11.19 shows a schematic of the fiber-optic channel with adaptive equalizer in the digital domain. The
           output of the equalizer is

                                         K
                                        ∑
                              ̂  x,in [n]= F  {W [k] x,out [n − k]+ W [k] y,out [n − k]},  (11.96)
                                                               xy
                                              xx
                                       k=−K
                                         K
                                        ∑
                              ̂  y,in [n]= F  {W [k] x,out [n − k]+ W [k] y,out [n − k]}.  (11.97)
                                              yx
                                                               yy
                                       k=−K
           Let
                                                     [      ]
                                                       ̂  x,in [k]
                                              ̂
                                              Ψ [k]=         ,                             (11.98)
                                               in      ̂  y,in [k]
                                                  [            ]
                                                   W [k] W [k]
                                                           xy
                                                     xx
                                           W[k]=                                           (11.99)
                                                   W [k] W [k].
                                                           yy
                                                     yx
           Eqs. (11.96) and (11.97) may be written as
                                                  K
                                                 ∑
                                          ̂
                                         Ψ [n]=      W[k]Ψ [x − k].                       (11.100)
                                           in
                                                          out
                                                 k=−K
           The adaptive equalizer for polarization mode dispersion consists of four transversal filters, W , W , W , and
                                                                                    xx  xy  yx
           W , as shown in Fig. 11.20. The tap weights of the equalizer can be updated using the training sequence or
            yy
           blind equalization techniques, as described previously. Let us first consider an adaptive equalizer that uses a
           LMS algorithm and training sequences. The weights are updated as (see Example 11.4)
                                                          ∗
                                    W [k] (n+1)  = W [k] (n)  +  x,out [n − k]e [n]Δ,   (11.101)
                                                                   x
                                                xx
                                     xx
                                    W [k] (n+1)  = W [k] (n)  +  ∗  [n − k]e [n]Δ,      (11.102)
                                     xy         xy       y,out     x
                                                          ∗
                                    W [k] (n+1)  = W [k] (n)  +  y,out [n − k]e [n]Δ,   (11.103)
                                                                   y
                                                yy
                                     yy
                                                          ∗
                                    W [k] (n+1)  = W [k] (n)  +  x,out [n − k]e [n]Δ,   (11.104)
                                                                   y
                                                yx
                                     yx
           where
                                       e [n]=   [n]− ̂  [n],  r = x, y.               (11.105)
                                        r      r,in    r,in
           For a blind equalizer that uses CMA, the error signals are given by Eq. (11.84),
                                      ′
                                                            2
                                     e [k]= ̂  [k](1 − | ̂  [n]| ),  r = x, y.        (11.106)
                                      r     r,in       r,in
           The tap weights are adjusted in accordance with the stochastic gradient algorithm,
                                                                   ′
                                                          ∗
                                    W [k] (n+1)  = W [k] (n)  +  x,out [n − k]e [n]Δ,   (11.107)
                                                xx
                                     xx
                                                                   x
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