Page 419 - Schaum's Outline of Theory and Problems of Signals and Systems
P. 419

STATE SPACE ANALYSIS                           [CHAP. 7



                 is controllable  if  the controllability matrix defined by

                                            M,=  [b  Ab  -.-  ~~-'b]
                 has rank  N.
                    We assume  that  no = 0 and q[O] = 0. Then, by Eq. (7.23) we have





                 which can be  rewritten as









                 Thus,  if  q[N] is  to be  an  arbitrary  N-dimensional  vector  and  also  to  have  a  nonzero  input
                 sequence, as required for controllability, the coefficient matrix in Eq. (7.122) must be nonsingu-
                 lar, that is, the matrix



                 must have rank  N.


           734.  Consider an Nth-order discrete-time  LTI system with state space representation





                 The system  is  said  to be  obseruable  if,  starting at  an  arbitrary time  index  nu, it  is
                 possible  to  determine  the  state  q[n,] = q,  from  the  output  sequence  y[n,], y[nO +
                 I], . . . , y[n, + N - 11.  Show  that  the  system  is  observable  if  the  obseruability  matrix
                 defined by









                 has rank  N.
                    We  assume  that  n, = 0  and  x[n] = 0.  Then,  by  Eq.  (7.25) the  output  y[n]  for  n =
                 0,1,. . . , N - 1, with  x[n] = 0, is given by
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