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Section 3.2  The State Variables of a Dynamic System                165
                       We  can  rewrite  Equations  (3.6)  and  (3.7)  as  a  set  of  two first-order  differential
                       equations in terms of the state variables X\  and x 2  as follows:

                                                 f   =-^4«W,                           (3.8)


                       and
                                                 dx 2  =  +  1  R                          (3
                                                                                           ^ „ x 9)
                                                                  X
                                                 -£ z^       ~ *                            -
                                                                 T
                       The output signal is then
                                                  *(0  =  «o(0  =  ^ 2 -                  (3.10)

                       Utilizing Equations (3.8) and (3.9) and the initial conditions of the network represented
                                         c
                       W [*i(*o)> *2(/o)]> we a n  determine the system's future  behavior and its output.
                          The state variables that describe a system are not a unique set, and several alter-
                       native sets of state variables can be chosen. For example, for a second-order  system,
                       such  as the  spring-mass-damper  or RLC  circuit, the state variables may be  any two
                       independent  linear  combinations  of Xi(t)  and  x 2(t).  For the RLC  circuit, we might
                       choose  the set  of state variables  as the  two voltages, v c{t) and v L(t),  where v L  is the
                       voltage drop across the inductor. Then the new state variables, x* and x^, are related
                       to the old state variables, X\  and x 2, as

                                                     x*  = v c  = x h                     (3.11)

                       and
                                                    = v c-    = x\  -  Rx 2.              (3.12)
                                            *2 = v L      Ri L
                       Equation  (3.12) represents the relation between the inductor voltage and the  former
                       state variables v c and i L. In a typical system, there are several choices of a set of state
                       variables  that  specify  the  energy  stored  in  a  system  and  therefore  adequately  de-
                       scribe the dynamics of the system. It is usual to choose a set of state variables that can
                       be readily measured.
                          An alternative approach to developing a model of a device is the use of the bond
                       graph. Bond graphs can be used for electrical, mechanical, hydraulic, and thermal de-
                       vices  or  systems  as  well  as  for  combinations  of  various  types  of  elements.  Bond
                       graphs produce a set of equations in the state variable form [7].
                          The  state  variables  of  a  system  characterize  the  dynamic  behavior  of  a sys-
                       tem. The engineer's interest  is primarily  in physical  systems, where  the  variables
                       are  voltages, currents, velocities, positions, pressures, temperatures,  and  similar
                       physical  variables.  However,  the  concept  of  system  state  is  not  limited  to  the
                       analysis  of physical  systems and  is particularly  useful  in analyzing biological, so-
                       cial, and economic systems. For these systems, the concept  of state  is extended be-
                      yond the concept  of the current configuration  of a physical system to the  broader
                       viewpoint  of  variables  that  will  be  capable  of  describing  the  future  behavior  of
                       the  system.
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