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Section  3.4  Signal-Flow  Graph and Block  Diagram  Models         175

                      Then it follows that the fourth-order  differential  equation can be written equivalently
                      as four first-order differential  equations, namely,

                                                         =
                                                      X\    X 2,
                                                      x
                                                       2  =  *3»
                                                         =
                                                      *3   * 4 >
                      and
                                           =           x
                                         Xq    #()-^1  Q\ 2  —  ^2""-3  —  ^3-^-4  "^  ^i
                      and the corresponding output equation is

                                                      y  = b Qx x.
                      The block diagram model can be readily obtained  from the four first-order  differential
                      equations as illustrated in Figure 3.10(b).
                         Now consider the fourth-order  transfer  function  when the numerator  is a poly-
                      nomial in s, so that we have
                                                          2
                                                 b 3s* + b 2s  + b lS  + b Q
                                       G{s)  -  — A   =     =
                                              s  +  a$s  + a 2s  +  (lis + « 0
                                                b 3s~ l  + b 2s~ 2  +  y  3  +  V  4
                                            =        -:     —.     -r      — A-          (3.46)
                                              1  +  a 3s  +  a 2s  +  a^s  +  CIQS
                      The numerator terms represent forward-path  factors in Mason's signal-flow gain for-
                      mula. The forward  paths will touch all the loops, and a suitable signal-flow graph real-
                      ization  of Equation  (3.46)  is  shown  in  Figure  3.11(a). The  forward-path  factors  are
                                            4
                                   3
                              2
                      b 3/s, b 2/s , bi/s ,  and b 0/s  as required to provide the numerator  of the transfer  func-
                      tion. Recall that Mason's signal-flow  gain formula  indicates that the numerator  of the
                      transfer  function  is simply the sum of the forward-path  factors. This general form  of a
                      signal-flow  graph  can represent  the  general  transfer  function  of Equation  (3.46)  by
                      utilizing n feedback loops involving the a„ coefficients  and m forward-path  factors in-
                                   coefficients. The general  form  of  the flow graph  state  model  and  the
                      volving the b m
                      block diagram model shown in Figure 3.11 is called the phase variable canonical form.
                         The state variables are identified  in Figure 3.11 as the output  of each energy stor-
                      age element, that is, the output  of each integrator. To obtain the set of first-order  differ-
                      ential equations representing the  state model  of Equation  (3.46), we will introduce a
                      new set  of  flow graph nodes immediately preceding each integrator  of Figure 3.11(a)
                      [5, 6]. The nodes are placed  before  each integrator, and  therefore  they represent  the
                      derivative  of the output  of each integrator. The signal-flow graph, including the added
                      nodes, is shown in Figure 3.12. Using the flow graph of this figure, we are able to obtain
                      the following set of first-order  differential  equations describing the state of the model:

                                         x  =  x   x  =  x    x  =  x
                                          \   2->   2   3->    3    4i
                                           =  — ciQXi  —       -      -     +  u.             (3.47)
                                         x 4             a-[X 2  a 2x 3  a 3x 4
                                       x 2,...  are the n phase variables.
                      In this equation, x u  x n
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