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                       30.5 HH   2  Output Injection Problem

                       This section shows how the methods presented for output feedback may be readily adopted to permit
                                   2
                       the design of H  optimal state estimators (filter gain matrices H f ) as well.
                       Generalized Plant Structure for Output Injection

                       For this case (dual to the state feedback case), the generalized plant G (including plant P and weighting
                       functions) takes the following form:


                                                          A    B 1   I n ×  n
                                        G =   G 11 G 12  =  C 1 0 n ×  0 n ×  =  A  B          (30.255)
                                                               z  n  w  z  n u
                                              G 21 G 22                       CD
                                                          C 2  D 2   0 n ×  n
                                                                       y  u
                       This implies that the control signals u directly impact all of the generalized plant states x. As such, all of
                       the modes of A are controllable through B 2  = I n × n  .

                       Output Injection Assumptions
                       The standard output injection assumptions are a subset of those required for the output feedback problem
                       formulation. The output injection assumptions are as follows.
                                         2
                       Assumption 30.3 (HH   Output Injection Problem)
                       Throughout this section, it will be assumed that
                         1. Plant G 22  Assumption. (A, C 2 ) detectable.
                                                                          T
                         2. Nonsingular Measurement Weighting Assumption. Θ =  D 21 D 21 >  0  (D 21  full row rank).
                         3. Filter Assumption.   jwI –  A  – B   has full row rank for all ω.
                                             C 1  D 21
                       It should be noted that if B 1 D 21 =  0 , then (3) is equivalent to (A, B 1 ) having no uncontrollable imaginary
                                             T
                       modes. If (A, B 1 ) is stabilizable, then this is satisfied.
                       HH  2  Optimal Output Injection Law
                            2
                       The H  optimal controller is then given by
                                                          K opt =  – H f                       (30.256)
                                                  n ×  n
                       where the filter gain matrix  H f ∈ R  y  is given by
                                                    H f =  [ YC 2 +  B 1 D 21 ]Θ –  1          (30.257)
                                                                   T
                                                             T
                       where Y ≥ 0 is the unique (at least) positive semi-definite solution of the FARE:

                                   1
                                  –
                                                              (
                                                                   T
                        ( AB 1 D 21 Θ C 2 )Y +  Y A B 1 D 21 Θ C 2) +  B 1 ID 21 Θ D 21 )B 1 –  YC 2 Θ C 2 Y =  0  (30.258)
                                                                                     1
                                                                      –
                                                                            T
                                                                                  T
                                                                                    –
                                                                       1
                                                      1
                                           (
                                                     –
                                                  T
                                                         T
                               T
                                                                –
                          –
                                             –
                       The closed loop poles that result from the above output injection law are the eigenvalues of A − H f C 2 .
                       The minimum closed loop norm is given by
                                                                        T 
                                                                    
                                                  min T wz  2 =  trace C 1 YC 1               (30.259)
                                                   K      H
                       where Y is the solution to the FARE.
                       ©2002 CRC Press LLC
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