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Digital Signal Processing                                                          503


                       0.06                                0.06
                       0.04                                0.04
                    Quad. comp. (a.u.)  *0.02 0         Quad. comp. (a.u.)  *0.02 0
                       0.02
                                                           0.02



                      *0.04
                      *0.06                               *0.04
                                                          *0.06
                         *0.1  *0.05   0    0.05  0.1        *0.1  *0.05   0    0.05  0.1
                                  In-phase (a.u.)                     In-phase (a.u.)
           Figure 11.6 Constellation diagrams: (a) before IF removal, (b) after IF removal. Parameters: symbol rate = 10 GSym/s,
           NRZ-QPSK, other parameters the same as in Fig. 11.5.


           11.5  Phase Estimation and Compensation
           The linewidth of ECL/DFB lasers used at the transmitter and receiver (as LO) ranges from 10 kHz to 10 MHz,
           and the symbol rates are usually ≥ 10 GSym/s. Therefore, the phase Δ of Eq. (11.9) varies much more
                                                                      k
           slowly than the rate of phase modulation. By averaging the phase Δ over many symbol intervals, it is
                                                                    k
           possible to obtain an accurate phase estimate [9].
            There exist a number of techniques for phase estimation and compensating [9–13]. Here, we describe the
           commonly used technique known as the block phase noise estimation or Viterbi–Viterbi algorithm [9, 10].
           The block diagrams of the phase estimation technique are shown in Figs. 11.7 to 11.9. After removal of the
           IF, the signal input to the phase estimator is

                                            ̃ y = x exp (−iΔ )+ n .                      (11.29)
                                                              l
                                                 l
                                                          l
                                             l
           For M-PSK systems, the phase modulation effect is removed by taking the Mth power of the signal as before,
                                                [               ] M
                                            M
                                         ( ̃y ) = x exp (−iΔ )+ n l  .                   (11.30)
                                                 l
                                                           l
                                           l
           Using the binomial theorem,
                                            ( )          ( )
                                             M            M
                                   M    M         M−1          M−2 2        M
                             (A + B) = A +       A   B +      A   B +···+ B ,              (11.31)
                                              1            2
           Eq. (11.30) may be written as
                                                 M
                                            M
                                                                 ′
                                         ( ̃y ) = x exp (−iMΔ )+ n ,                     (11.32)
                                                             l
                                           l
                                                                 l
                                                 l
           where
                     ( )                          ( )
                      M    M−1                     M    M−2                 2      M
                  ′
                 n =      x   exp [−i(M − 1)Δ ]n +   x   exp [−i(M − 2)Δ ]n +··· n .   (11.33)
                  l    1   l                 l  l   2   l                 l  l     l
                                                    ′
           In Eq. (11.32), the first term is the desired term and n is the sum of unwanted cross-terms due to signal–noise
                                                    l
                                                ′
           and noise–noise beating. It can be shown that n is a zero-mean complex random variable (see Example 11.2)
                                                l
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