Page 750 - Mechanical Engineers' Handbook (Volume 2)
P. 750

4 Solution of System Equations  741

                              For linear, time-varying systems described by state-space equations (4) and (5), the
                           solution is given by 2,4
                                                         t
                                       x(t)    (t, t )x(t )     (t,  )B( )u( ) d   t   t 0      (42)
                                                    0
                                                0
                                                        t 0
                                                            t
                                       y(t)   C(t) (t, t )x(t )    C(t) (t,  )B( )u( ) d    D(t)u(t)  (43)
                                                       0
                                                   0
                                                            t 0
                           where the n   n state transition matrix  (t, t 0 ) for the time-varying system depends on both
                           arguments t and t and not merely on the difference between these two time instants as in
                                         0
                           the time-invariant system.
                              The state transition matrix  (t, t ) is the solution of the partial differential equation 2,4
                                                        0
                                                        (t, t )    A(t) (t, t )                 (44)
                                                           0
                                                         t            0
                           with the initial condition
                                                           (t , t )   I                         (45)
                                                             0
                                                               0
                           It has the following properties:
                                                     (t , t )    (t , t ) (t , t )              (46)
                                                       2  0     2  1  1  0
                                                                1
                                                     (t , t )     (t , t )                      (47)
                                                       1  0      0  1
                              Techniques for evaluating the state transition matrix for time-varying systems are con-
                           siderably more involved than for time-invariant systems and are less widely applicable. A
                           number of analytical methods for determining  (t, t ) for special cases of linear time-varying
                                                                   0
                           systems have been described by DeRusso et al. 2
                                                                            6
                              A simple numerical procedure has been suggested by Palm for computing the transition
                           matrix when analytical determination is not possible. Let the ith column of  (t, t ) be denoted
                                                                                         0
                           by   (t) for a specified value of t . The matrix partial differential equation (44) becomes n
                               i
                                                     0
                           vector ordinary differential equations:
                                               (t)   A(t)  (t)  i   1,..., n  t   t 0           (48)
                                                        i
                                              i
                           with the initial conditions
                                                  [  (t )    (t )         (t )]   I             (49)
                                                                      0
                                                          20
                                                                    n
                                                    10
                           Numerical solution of the ordinary differential equations gives   (t) and hence  (t, t ). Note
                                                                             i               0
                           that the computed  (t, t ) would be different for different values of t for time-varying
                                               0                                    0
                           systems.
            4.2  Discrete-Time Systems
                           The solutions of the system equations for linear, discrete-time systems described either by
                           Eqs. (10) and (11) or by Eqs. (12) and (13) are given in Table 5. Expressions for the state
                           transition matrix  (k   k ) for time-invariant systems and  (k, k ) for the time-varying
                                                                                0
                                                0
                           systems and the properties of the state transition matrix are also included in the table. These
                           results can be found in standard textbooks on state-space methods. 2,4
                              The state transition matrix  (k   k ) for a time-invariant system depends only on the
                                                           0
                           difference in the sequence number (k   k ). The transition matrix is given by
                                                            0
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