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166                                 Modern Control of DC-Based Power Systems


             An approach was proposed in [60] where u is chosen for minimizing
          the control effort necessary to satisfy:
                                                                     (5.145)
                                     _ V #2 WðxÞ
          Which leads to:

                                          _
                             V                                       (5.146)
                                u50  5 V x xðÞfxðÞ ,2 WðxÞ
             It was mentioned in the beginning of Section 5.5.1.1, that it can
          sometimes be very difficult to find a Lyapunov function for a given sys-
          tem since by now there is no general approach to this problem.


          5.5.2 Procedure of Backstepping
          As already mentioned Backstepping or more specifically the integrator
          Backstepping technique provides a schematic way of finding Lyapunov
          control functions for systems that can be expressed in strict feedback
          form, which corresponds to a lower triangular system matrix. In the fol-
          lowing, the integrator Backstepping is explained for an example which
          was taken from [6] and [61].
             A general structure for a system that fulfills these requirements is given
          in eq. (5.147). For strict feedback form it is important that nonlinearities
          f i and h i of the derivative of state x i are only dependent on the previous
          states which are fed back.

                                              ðÞUx 2
                                 _ x 1 5 f 1 x 1 1 h 1 x 1
                                      ðÞ
                              _ x 2 5 f 2 x 1 ; x 2 Þ 1 h 2 x 1 ; x 2 ÞUx 3  (5.147)
                                              ð
                                    ð
                                          ^
                        _ x k 5 f k x 1 ; x 2 ; .. . ; x 3 Þ 1 h k x 1 ; x 2 ; .. . ; x k ÞUu
                                               ð
                             ð
             Compared to the LSF (Section 5.1) which is suitable for a similar sub-
          class of nonlinear systems, Backstepping is advantageous because nonli-
          nearities, which might be useful to keep for the system dynamics, are not
          canceled out. Therefore, one could avoid the use of big control inputs
          which lead to a high energy consumption or might be even impossible to
          generate. Furthermore, the LSF requires a detailed knowledge of the sys-
          tem to be controlled, whereas Backstepping allows attaining robustness
          against parameter variation to some extent.
             The Backstepping approach will be now explained for a general sys-
          tem including two integrators. This two integrator system has similarities
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