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Antennas for Mobile Communications: CDMA, GSM, and WCDMA        101

                  can be optimized by varying the dimensions of the L-probes and the
                  patches, which have no effect on the far-field radiation patterns. The
                  chromosomes are described in the first illustration and the boundaries
                  of those parameters are shown the second illustration.


                   h p  h lp  L p  E 1  E 2  E 3  E 4  E 5  E 6  E 7
                                 +
                      o  o   o  o  o   o  o  o
                     a 1 a 2 a 3 a 4 a 5 a 6 a 7 a 8
                                 +
                     |a | |a | |a | |a | |a | |a | |a | |a |
                          2
                      1
                             3
                                4
                                    5
                                          7
                                       6
                                              8
                                                           o
                      h p      h lp     L p    E 1 –E 7   a n       a n
                                                          o
                   0.8−1.2l 0− 0.8 − 1.1l 0 0.2 − 0.25l 0 0.6 − 0.9l 0 0 ≤ a n  ≤ 360° −1 ≤ a n  ≤ 1
                                  o
                            Phase (a 1 )                  0°
                                  o
                                                           o
                            Phase (a 2 )             −20° ≤ a 2  ≤ −10°
                                  o
                                                           o
                            Phase (a 3 )              −18° ≤ a 3  ≤ −8°
                                                           o
                                  o
                            Phase (a 4 )             −30° ≤ a 4  ≤ −20°
                                  o
                                                           o
                            Phase (a 5 )             −56° ≤ a 5  ≤ −46°
                                  o
                                                          o
                            Phase (a 6 )               3°≤ a 6  ≤ 13°
                                  o
                                                           o
                            Phase (a 7 )              10° ≤ a 7  ≤ 20°
                                  o
                                                           o
                            Phase (a 8 )              −2° ≤ a 8  ≤ 8°
                           Amplitude (a 1 )            0.3 ≤ a 1  ≤ 0.6
                           Amplitude (a 2 )           −0.8 ≤ a 2  ≤ −0.5
                           Amplitude (a 3 )            0.6 ≤ a 3  ≤ 0.9
                           Amplitude (a 4 )            −1 ≤ a 4  ≤ −1
                           Amplitude (a 5 )            0.4 ≤ a 5  ≤ 0.7
                           Amplitude (a 6 )           −0.5 ≤ a 6  ≤ −0.2
                           Amplitude (a 7 )            0.2 ≤ a 7  ≤ 0.5
                           Amplitude (a 8 )           −0.6 ≤ a 8  ≤ −0.3
                    For efficient computation, the step sizes for those parameters can be
                  different. Each of them induces a quantization error. For the L-probes,
                  the relative excitation phases (a° ) and relative excitation amplitudes
                                                 n

                  (|a |) induce a quantization error of 1°and 0.01, respectively. The other
                     n
                  parameters (h , h , L and E —E ) have a quantization error of approxi-
                                                7
                                  lp
                                      p
                               p
                                            1
                  mately 0.01l .
                              0
                    GA Parameter Settings  The GA parameters are set as follows:
                  ■  The number of chromosomes: 40
                  ■  The number of generations: 100
                  ■  Crossover rate: 0.8
                  ■  Mutation rate: 0.05
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