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Biosystems Analysis and Optimization      69

                   Therefore, the feedback control system must have some immu-
               nity with respect to these unmodeled dynamics. It is clear that the
               smaller |(Ljω )| will be (<<1) at the phase crossover (i.e., where
                       )]
                arg[ (Ljω= −180°),  the more insensitive the feedback system will be
               to unmodeled dynamic phenomena. This means that these dynamic
               phenomena may add more gain to | (Ljω )| before instability occurs.
                   The gain margin (GM) is defined as the amount by which the system
               gain can be increased before instability occurs and is normally quoted
               in decibels. This can be calculated using the following equation:
                                           ⎛   1  ⎞
                                GM = 20log  ⎜     ⎟ dB              (2.86)
                                           ⎝    )| c ⎠
                                          10  |(Ljω
               where| (Ljω )| is the magnitude of the loop gain L(s) corresponding to
                          c
               a phase lag of 180° (i.e., at the phase crossover). The physical meaning
               of gain margin has already been explained. Gain margin is also known
               as amplitude margin.
                   The phase margin (PM) is defined as the amount by which the
               open-loop lag falls short of 180° at the frequency where the open-loop
               magnitude is unity (i.e., at the gain crossover). It is particularly sig-
               nificant when investigating the effect on the stability of system
               changes that primarily affect the phase shift  arg[ (Ljω )]. The phase
               margin also has a physical meaning. A sine wave with amplitude 1
               and a frequency equal to the gain crossover frequency, which is
               applied to the closed-loop system, will reach the error detector with
               an unaltered amplitude of 1 but with a certain shift in phase. If this
               phase shift (i.e., phase lag) is 180°, then the returning signal, when
               inverted and added to the reference input sine wave, will just rein-
               force the signal and the system will be marginally stable. The smaller
               the phase margin (more negative), the larger the phase shift caused
               by unmodeled dynamic phenomena can be before instability occurs.
               This can be calculated using the following equation:

                                 PM = arg[ (Ljω )] −180 °           (2.87)

               It should be noted here that the gain of a transfer function is always
               larger than or equal to zero.


               2.5.3 Loop-Shaping Controller Design
               In order to obtain the desired behavior of the feedback control sys-
               tem, we can design the frequency domain response (Bode plot) of the
               loop gain L(s) to satisfy the control system requirements in terms of
               tracking performance, disturbance rejection, and stability. From this
               designed loop gain L(s), the desired controller transfer function C(s)
               can then be calculated. The reason for shaping the loop gain L(s) is
               because the denominator of the closed-loop transfer function G (s),
                                                                      c
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