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                       Comment 30.10 (Duality Relationships)
                       In the above discussion, we note the following dual relationships:

                                                                  T
                                                          A  ←→  A                              (30.69)
                                                                  T
                                                         B 2   ←→  C 2                          (30.70)
                                                                  T
                                                         C 1   ←→  B 1                          (30.71)
                                                                  T
                                                         D 12   ←→  D 21                        (30.72)
                                                                          T
                                                       T
                                                  R =  D 12 D 12   ←→  Θ =  D 21 D 21           (30.73)
                       These imply that
                          • controls u are dual to measurements y
                          • Regulated signals z are dual to exogenous signals w.

                       Hamiltonian Matrices
                                        2
                       Associated with our H  optimal control problem are the following two Hamiltonian matrices:


                                      H con =   A     0  –    B 2  R [ D 12 C 1  B 2 ]          (30.74)
                                                                     1
                                                                    –
                                                                              T
                                                                        T
                                                                 T
                                                T
                                                              T
                                              – C 1 C 1 – A T  – C 1 D 12
                                                                           1
                                                        1
                                                          T
                                                       –
                                                                          –
                                                  –
                                           =    AB 2 R D 12 C 1       – B 2 R B 2 T             (30.75)
                                                 (
                                                T     T  – 1  T            – 1  T  T
                                                                      –
                                              – C 1 ID 12 R D 12 )C 1  ( –  AB 2 R D 12 C 1 )
                                                   –
                                                 T             T
                                       H fil =  A     0  –   C 2  Θ –  1  D 21 B 1 T  C 2       (30.76)
                                                                T
                                              – B 1 B 1 T  – A  – B 1 D 21
                                                          1
                                                         –
                                                                          –
                                                       T
                                                                       T
                                                                           1
                                                  –
                                           =   ( AB 1 D 21 Θ C 2 ) T  –  C 2 Θ C 2              (30.77)
                                                 (
                                                                           T
                                                                              –
                                                                              1
                                                         –
                                                      T
                                                         1
                                                   –
                                              – B 1 ID 21 Θ D 21 )B 1 T  ( –  AB 1 D 21 Θ C 2 )
                                                                      –
                       The first Hamiltonian is associated with an optimal state feedback control or regulator problem. The
                       second is associated with an optimal filtering or estimation problem.
                                          2
                         The solution to the H  output feedback problem is now given [11, pp. 261–262].
                       Theorem 30.1 (Solution to HH  2  Output Feedback Problem
                       Subject to Standard Assumptions)
                                                                                                2
                       Suppose that G satisfies the assumptions given in  Assumption 30.1—the so-called standard  H   output
                       feedback problem assumptions. Given this, we have the following.
                                            2
                         The unique minimizing H  optimal controller is n dimensional (like generalized plant G) and is given by
                                                        –
                                                      AB 2 G c –  H f C 2  H f
                                               K opt =                                          (30.78)
                                                           –  G c     O n ×  n y
                                                                        u
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