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Section  3.4  Signal-Flow  Graph and Block  Diagram  Models         173
                       there is more than one alternative set  of state variables, and therefore  there is more
                       than  one  possible  form  for  the  signal-flow  graph  and  block  diagram  models. There
                      are  several  key  canonical  forms  of  the  state-variable  representation,  such  as  the
                      phase variable canonical form, that we will investigate in this chapter. In general, we
                      can represent a transfer  function  as
                                                             m x
                                   n / .  Y(s)   b ms m  +  b m- lS ~  +  •••  +b lS  +  bo
                                   G(s)  =  777— =             :                         (3.41)

                      where n  >  m, and  all the a and b coefficients  are real numbers. If  we multiply  the
                      numerator and denominator  by s~", we obtain
                                                       m
                                      b ms^-^  + b m. lS-^ ^  +  •••  +  b lS-("-V  +  b 0s-»
                               G(s)  =               }             :—-,              .   (3.42)
                                                                    n l)
                                             1  +  a n- lS-  +  •••  + a lS-( -  +  aos-"
                      Our familiarity with Mason's signal-flow gain formula  allows us to recognize the famil-
                      iar feedback factors in the denominator and the forward-path  factors in the numerator.
                      Mason's signal-flow gain formula was discussed in Section 2.7 and is written as




                      When  all  the  feedback  loops  are  touching  and  all  the  forward  paths  touch  the
                      feedback  loops, Equation  (3.43) reduces to
                                         Zjk^k         Sum of the forward-path  factors
                               G(s)  ~      /v    =    —                -            ,   (3.44)
                                      I  _  V  L     *  sum of the feedback  loop factors'

                      There  are  several  flow  graphs  that  could  represent  the  transfer  function. Two  flow
                      graph configurations  based on Mason's signal-flow  gain formula  are  of particular in-
                      terest, and we will consider these in greater detail. In the next section, we will consider
                      two additional configurations: the physical state variable model and the diagonal (or
                      Jordan canonical) form model.
                          To illustrate  the  derivation  of the  signal-flow  graph  state model, let  us initially
                      consider the fourth-order  transfer  function

                                       G(s)  =        4      3,    2
                                              U(s)   s  + a^s  + a 2s  + (lis + a 0

                                                           " ^            ZJ.            (3.45)
                                              1  +  a 3s  l  +  a 2s  2  +  a\S  3  +  CIQS~
                      First  we note that  the system  is fourth  order, and hence  we identify  four  state vari-
                      ables  (*!, x 2, x 3, X4).  Recalling  Mason's  signal-flow  gain  formula,  we note  that  the
                      denominator  can  be considered  to  be  1 minus the  sum  of  the  loop  gains. Further-
                      more, the numerator  of the transfer  function  is equal to the forward-path  factor  of
                      the  flow  graph. The  flow  graph  must  include  a  minimum  number  of  integrators
                      equal to the order  of the system. Therefore, we use four integrators to represent this
                      system. The  necessary  flow  graph  nodes  and  the  four  integrators  are  shown  in
                      Figure  3.9. Considering  the  simplest  series  interconnection  of  integrators,  we  can
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