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330              Chapter 5  The Performance  of Feedback  Control Systems

                           The loop transfer  function  of the equivalent unity feedback  system is Z(s).  It  follows
                           that  the error constants for  nonunity feedback  systems are given  as:

                                                                                  2
                                           =  limZ(s),   =  lim sZ(s),  and  =  lim  s Z(s).
                                        K p          K v                K a
                                             s-*0          .v—»0            s—*[)
                           Note that when  H(s)  =  1, then  Z(s)  =  G c(s)G(s)  and we maintain the unity  feedback
                           error  constants. For  example, when  H(s)  =  1, then  K p  =  lim  Z(s)  =  lim  G c(s)G(s),
                           as expected.                                     s ~*      s_ *


          5.7  PERFORMANCE      INDICES

                           Increasing  emphasis  on  the mathematical  formulation  and measurement  of  control
                           system  performance  can  be  found  in  the  recent  literature  on  automatic  control.
                           Modern control theory assumes that the systems engineer can specify  quantitatively
                           the  required  system  performance. Then  a performance  index  can  be  calculated  or
                           measured  and used to evaluate the system's performance. A quantitative measure  of
                           the performance  of a system is necessary for the operation  of modern adaptive  con-
                           trol  systems, for  automatic parameter  optimization  of  a control  system, and  for  the
                           design  of optimum  systems.
                              Whether  the aim is to improve  the design  of a system or to design  a control sys-
                           tem, a performance  index must be chosen and  measured.


                                 A performance index is a quantitative measure of the  performance
                                        of a system and is chosen so that emphasis is given
                                             to the important system  specifications.


                              A system is considered  an optimum control system when the system  parameters
                           are  adjusted  so that  the  index  reaches  an  extremum, commonly  a minimum  value.
                           To be useful,  a performance  index must  be a number  that  is always positive or zero.
                           Then the best system  is defined  as the system  that  minimizes this index.
                              A  suitable  performance  index  is  the  integral  of  the  square  of  the  error,  ISE,
                           which is defined  as
                                                                 2
                                                       ISE  =  /  e (t)  dt.                  (5.37)
                                                             Jo
                           The  upper  limit  T  is  a  finite  time  chosen  somewhat  arbitrarily  so  that  the  integral
                           approaches  a steady-state  value. It  is usually convenient  to choose  T as the  settling
                           time  T s. The  step  response  for  a  specific  feedback  control  system  is shown  in  Figure
                           5.25(b), and  the error  in Figure 5.25(c). The error  squared  is shown  in Figure  5.25(d),
                           and  the integral  of the error squared  in Figure 5.25(e). This criterion  will discriminate
                           between  excessively  overdamped  and  excessively  underdamped  systems. The  mini-
                           mum value  of the integral occurs for  a compromise value  of the damping. The  perfor-
                           mance index of Equation  (5.37) is easily adapted for practical measurements because a
                           squaring circuit is readily obtained. Furthermore, the squared  error  is mathematically
                           convenient for analytical and computational purposes.
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