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                                         2
                                                                                 2
                       The same is true for H  output feedback designs. We will show how the H  framework presented can
                       be manipulated to solve LQG/LTR problems which yield model-based controllers with desirable stability
                       robustness margins—comparable to those found in feedback designs resulting from suitably formulated
                       LQR and KBF problems (e.g., infinite upward gain margin, at least 6 dB downward gain margin, at least
                       ±60° phase margin).
                                                            2
                         The following example shows how weighted H  mixed sensitivity optimization may be used to design
                       a controller for an unstable system with a time delay.

                       Example 30.2 (Weighted HH  2  Mixed Sensitivity Design
                       for Unstable System with Time Delay)
                       In this example, we consider an unstable system with a time delay ∆ = 0.05 s (50 ms). The system is
                       modeled (approximately) as follows:

                                                                         –
                                                                   1
                                                                       40 s
                                                        2/∆ s
                                                    1
                                                            –
                                                P ≈  ---------- ----------------- =  ---------- --------------  (30.87)
                                                   s 1 2/∆ +  s   s 1 40 +  s
                                                                   –
                                                    –
                         Design Specifications. The objective is to design a controller K that satisfies the following closed loop
                       specifications: (1) closed loop stability, (2) sensitivity below −60 dB for all frequencies below 0.1 rad/s,
                       (3) sensitivity gain crossover between 2 and 3 rad/s, (4) peak sensitivity below 5 dB, (5) peak comple-
                       mentary sensitivity below 10 dB.
                                  2
                         Weighted H  Mixed Sensitivity Problem. To achieve the above specifications, we formulated a weighted
                        2
                       H  mixed sensitivity problem—with a weighting W 1  on the sensitivity S and a weighting W 2  on KS; i.e.,
                                                                    W 1 S
                                                          2 =  min                              (30.88)
                                                 min T wz
                                                  K      H     K   W 2 KS  H  2
                       The weighting functions used were as follows:
                                                                    10
                                                           k 1
                                                    W 1 =  ------------- =  ------------------  (30.89)
                                                          s +  p 1  s +  0.01
                                                         (
                                                                    (
                                                       k 2 s + z 2 )  0.1 s +  40)
                                                 W 2 =  ---------------------- =  --------------------------  (30.90)
                                                         s +  p 2   s +  2
                       W I  penalizes the sensitivity S heavily at low frequencies (e.g., below 0.001 rad/s). Above 0.1 rad/s, W I  is
                       small and W 2  penalizes KS (with magnitude greater than unity) until about 4 rad/s. Since the solution
                              2
                       of our H  optimization depends in a very complex manner on the parameters that define W I  and W 2 , it
                       should be no surprise that it took a while to determine suitable parameters.
                         Construction of Generalized Plant. The generalized plant G was assembled using SIMULINK and the
                       “linmod” command. The resulting two-port state space representation is as follows:


                                                               – 0.01  0  – 40  1  1   0
                                                                 0   – 2  0    0   0   1
                                   0 – W 1 P   A   B 1  B 2      0    0   0    1   0   0
                             G =   0   W 2  =  C 1 D 11 D 12  =  0    0   40  – 39 0   1        (30.91)

                                   1   – P     C 2 D 21 D 22    10    0   0    0   0   0
                                                                 0    3   0    0   0   0.1
                                                                 0    0  – 40  1   1   0



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